From c59f3353d685fee323a6cccbb75bb076dab82538 Mon Sep 17 00:00:00 2001 From: aolingwen <747620155@qq.com> Date: Mon, 12 Aug 2019 13:51:52 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E7=89=88?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Chapter1/README.md | 2 + Chapter1/数据挖掘所用到的技术.md | 36 + Chapter1/数据挖掘的应用场景.md | 40 + Chapter1/数据挖掘简介.md | 10 + Chapter10/README.md | 2 + ...实现基于矩阵分解的协同过滤.md | 48 + ...矩阵分解的协同过滤算法原理.md | 78 + ...矩阵分解的协同过滤算法思想.md | 62 + ...矩阵分解的协同过滤算法流程.md | 7 + Chapter10/实战案例.md | 103 + Chapter10/推荐系统概述.md | 4 + Chapter2/README.md | 2 + Chapter2/数据与属性.md | 2 + Chapter2/数据可视化.md | 2 + Chapter2/数据的基本统计指标.md | 2 + Chapter2/相似性度量.md | 2 + Chapter3/1.jpg | Bin 0 -> 17830 bytes Chapter3/2.jpg | Bin 0 -> 9626 bytes Chapter3/3.jpg | Bin 0 -> 2574 bytes Chapter3/README.md | 2 + Chapter3/为什么要数据预处理.md | 4 + Chapter3/估算缺失值.md | 37 + Chapter3/归一化.md | 56 + Chapter3/标准化.md | 88 + Chapter3/生成多项式特征.md | 44 + Chapter3/离散值编码.md | 39 + 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100644 node_modules/lunr/test/tokenizer_test.js create mode 100644 node_modules/lunr/test/trimmer_test.js create mode 100644 node_modules/lunr/test/vector_test.js create mode 100644 node_modules/match-at/LICENSE create mode 100644 node_modules/match-at/README.md create mode 100644 node_modules/match-at/lib/__tests__/matchAt-test.js create mode 100644 node_modules/match-at/lib/matchAt.js create mode 100644 node_modules/match-at/lib/matchAt.js.flow create mode 100644 node_modules/match-at/package.json diff --git a/Chapter1/README.md b/Chapter1/README.md new file mode 100644 index 0000000..cbd5bd5 --- /dev/null +++ b/Chapter1/README.md @@ -0,0 +1,2 @@ +# 第一章 绪论 + diff --git a/Chapter1/数据挖掘所用到的技术.md b/Chapter1/数据挖掘所用到的技术.md new file mode 100644 index 0000000..d54351c --- /dev/null +++ b/Chapter1/数据挖掘所用到的技术.md @@ -0,0 +1,36 @@ +# 1.2 数据挖掘所用到的技术 + +想要实现数据挖掘，就需要用到许多技术比如：统计学、机器学习等。 + +# 1.2.1 统计学 + +统计学研究数据的收集、分析、解释和表示。数据挖掘鱼统计学具有天然联系。统计模型是一组数学函数，它们用随机变量及其概率分布刻画目标类对象的行为。统计模型广泛用于对数据建模。例如，在像数据特征化和分类这样的数据挖掘任务中，可以建立目标类的统计模型。换言之，这种统计模型可以是数据挖掘任务的结果。反过来，数据挖掘任务也可以建立在统计模型之上。例如，我们可以使用统计模型对噪声和缺失的数据值建模。于是，在大数据集中挖掘模式时，数据挖掘过程可以使用该模型来帮助识别数据中的噪声和缺失值。 + +统计学研究开发一些使用数据和统计模型进行预测和预报的工具。统计学方法可以用来汇总或描述数据集。对于从数据中挖掘各种模式，以及理解产生和影响这些模式的潜在机制，统计学是有用的。推理统计学用某种方式对数据建模，解释观测中的随机性和确定性，并用来提取关于所考察的过程或总体的结论。 + +统计学方法也可以用来验证数据挖掘结果。例如分类或者预测模型之后，应该使用统计假设检验来验证模型。 + +在数据挖掘中使用统计学方法并不简单。通常，一个巨大的挑战是如何把统计学方法用于大型数据集。许多统计学方法都具有很高的计算复杂度。当这些方法应用于分布在多个逻辑或物理站点熵的大型数据集时，应该小心地设计和调整算法，以降低计算开销。 + +# 1.2.2 机器学习 + +机器学习是一个快速成长地学科。这里我们介绍一些于数据挖掘高度相关地，经典地机器学习问题。 + +- 监督学习：即在机器学习模型的训练过程中所使用的训练集是有标签，即标准答案的。也可以理解成告诉哪些数据的答案是 A，哪些数据的答案是 B，然后让机器学习程序来自己学习其中的规律。 + +- 无监督学习：本质上是聚类的同义词。学习过程是无监督的，因为输入样本是没有标签的。典型地，我们可以使用聚类发现数据中的类。例如一个无监督学习方法可以取一个手写数字图像集合作为输入。假设它找出了 10 个数据簇，这些簇可以分别对应 0-9 这 10 个不同的数字。然而，由于训练数据并无标记，因此学习到的模型并不能告诉我们发现的簇的语义。 + +- 半监督学习：是一类机器学习技术，在学习模型时，它使用标记和未标记的样本。其中标记的样本用来学习模型，未标记的样本用来进一步改进模型。 + +你可能已经看出，数据挖掘与机器学习有许多相似之处。对于分类和聚类任务，机器学习研究通常关注模型的准确率。除准确率之外，数据挖掘研究非常强调挖掘方法在大型数据集上的有效性，以及处理复杂数据类型的方法。 + +# 1.2.3 信息检索 + +信息检索是搜索文档或文档中信息的科学。文档可以是文本或多媒体，并且可能驻留在 Web 上。传统的信息检索与数据库系统之间的差别有两点：信息检索假定所搜索的数据是无结构的；信息检索查询主要用关键词，没有复杂的结构。 + +信息检索的典型方法再用概率模型。例如，文本文档可以看作词的包，即出现在文档中的词的多重集合。文档的语言模型是生成文档中词的包的概率密度函数。两个文档之间的相似度可以用对应的语言模型之间的相似性度量。 + +此外，一个文本文档集的主题可以用词汇表上的概率分布建模，即主题模型。一个文本文档可以涉及多个主题，可以看作多个主题混合的模型。通过集成信息检索模型和数据挖掘技术，我们可以找出文档集中的主要问题，对集合中的每个文档，找出所涉及的主要主题。 + + + diff --git a/Chapter1/数据挖掘的应用场景.md b/Chapter1/数据挖掘的应用场景.md new file mode 100644 index 0000000..7fcb9d3 --- /dev/null +++ b/Chapter1/数据挖掘的应用场景.md @@ -0,0 +1,40 @@ +# 1.3 数据挖掘的应用场景 + +数据挖掘技术可以为决策、过程控制、信息管理和查询处理等任务提供服务，一个有趣的应用范例是“尿布与啤酒”的故事。为了分析哪些商品顾客最有可能一起购买，一家名叫 WalMart 的公司利用自动数据挖掘工具，对数据库中的大量数据进行分析后，意外发现，跟尿布一起购买最多的商品竟是啤酒。为什么两件风马牛不相及的商品会被人一起购买？原来，太太们常叮嘱她们的丈夫，下班后为小孩买尿布，而丈夫们在买尿布后又随手带回了两瓶啤酒。既然尿布与啤酒一起购买的机会最多，商店就将它们摆放在一起，结果，尿布与啤酒的销售量双双增长。这里，数字挖掘技术功不可没。一般来说，数据挖掘的应用场景有电子政务、零售业、网站等，具体如下。 + + +# 1.3.1 电子政务 + +建立电子化政府，推动电子政务的发展，是电子信息技术应用到政府管理的必然趋势。实践经验表明，政府部门的决策越来越依赖于对数据的科学分析。发展电子政务，建立决策支持系统，利用电子政务综合数据库中存储的大量数据，通过建立正确的决策体系和决策支持模型，可以为各级政府的决策提供科学的依据，从而提高各项政策制定的科学性和合理性，以达到提高政府办公效率、促进经济发展的目的。为此，在政府决策支持方面，需要不断 + +吸纳新的信息处理技术，而数据挖掘正是实现政府决策支持的核心技术。以数据挖掘为依托的政府决策支持系统，将发挥重要的作用。 + +电子政务位于世界各国积极倡导的“信息高速公路”五个领域（电子政务、电子商务、远程教育、远程医疗、电子娱乐）之首，说明政府信息化是社会信息化的基础。电子政务包括政府的信息服务、电子贸易、电子化政府、政府部门重构、群众参与政府五个方面的内容。将网络数据挖掘技术引入电子政务中，可以大大提高政府信息化水平，促进整个社会的信息化。具体体现在以下几个方面： + +- 政府的电子贸易 在服务器以及浏览器端日志记录的数据中隐藏着模式信息，运用网络用法挖掘技术可以自动发现系统的访问模式和用户的行为模式，从而进行预测分析。例如，通过评价用户对某一信息资源浏览所花费的时间，可以判断出用户对何种资源感兴趣;对日志文件所收集到的域名数据，根据国家或类型进行分类分析;应用聚类分析来识别用户的访问动机和访问趋势等。这项技术已经有效地运用在政府电子贸易中。 + +- 网站设计 通过对网站内容的挖掘，主要是对文本内容的挖掘，可以有效地组织网站信息，如采用自动归类技术实现网站信息的层次性组织;同时可以结合对用户访问日志记录信息的挖掘，把握用户的兴趣，从而有助于开展网站信息推送服务以及个人信息的定制服务，吸引更多的用户。 + +- 搜索引擎 网络数据挖掘是目前网络信息检索发展的一个关键。如通过对网页内容挖掘，可以实现对网页的聚类、分类，实现网络信息的分类浏览与检索；同时，通过对用户所使用的提问式的历史记录的分析，可以有效地进行提问扩展，提高用户的检索效果；另外，运用网络内容挖掘技术改进关键词加权算法，提高网络信息的标引准确度，从而改善检索效果。 + +- 决策支持 为政府重大政策出台提供决策支持。如，通过对网络各种经济资源的挖掘，确定未来经济的走势，从而制定出相应的宏观经济调控政策。 + +# 1.3.2 零售业 + +通过条形码、编码系统、销售管理系统、客户资料管理及其它业务数据中，可以收集到关于商品销售、客户信息、货存单位及店铺信息等的信息资料。数据从各种应用系统中采集，经条件分类，放到数据仓库里，允许高级管理人员、分析人员、采购人员、市场人员和广告客户访问，利用DM工具对这些数据进行分析，为他们提供高效的科学决策工具。如对商品进行购物篮分析，分析那些商品顾客最有希望一起购买。如被业界和商界传诵的经典----Wal-Mart的 “啤酒和尿布”，就是数据挖掘透过数据找出人与物间规律的典型。在零售业应用领域，利用DW、DM会在很多方面有卓越表现： + +- 了解销售全局：通过分类信息——按商品种类、销售数量、商店地点、价格和日期等了解每天的运营和财政情况，对销售的每一点增长、库存的变化以及通过促销而提高的销售额都可了如指掌。零售商店在销售商品时，随时检查商品结构是否合理十分重要，如每类商品的经营比例是否大体相当。调整商品结构时需考虑季节变化导致的需求变化、同行竞争对手的商品结构调整等因素。 + +- 商品分组布局：分析顾客的购买习惯，考虑购买者在商店里所穿行的路线、购买时间和地点、掌握不同商品一起购买的概率；通过对商品销售品种的活跃性分析和关联性分析，用主成分分析方法，建立商品设置的最佳结构和商品的最佳布局。 + +- 降低库存成本：通过数据挖掘系统，将销售数据和库存数据集中起来，通过数据分析，以决定对各个商品各色货物进行增减，确保正确的库存。数据仓库系统还可以将库存信息和商品销售预测信息，通过电子数据交换（EDI）直接送到供应商那里，这样省去商业中介，而且由供应商负责定期补充库存，零售商可减少自身负担。 + +- 市场和趋势分析：利用数据挖掘工具和统计模型对数据仓库的数据仔细研究，以分析顾客的购买习惯、广告成功率和其它战略性信息。利用数据仓库通过检索数据库中近年来的销售数据，作分析和数据挖掘，可预测出季节性、月销售量，对商品品种和库存的趋势进行分析。还可确定降价商品，并对数量和运作作出决策。 + +有效的商品促销：可以通过对一种厂家商品在各连锁店的市场共享分析，客户统计以及历史状况的分析，来确定销售和广告业务的有效性。通过对顾客购买偏好的分析，确定商品促销的目标客户，以此来设计各种商品促销的方案，并通过商品购买关联分析的结果，采用交叉销售和向上销售的方法，挖掘客户的购买力，实现准确的商品促销。 + +# 1.3.3 网站 + +随着Web技术的发展，各类电子商务网站风起云涌。建立一个电子商务网站并不困难，困难的是如何让您的电子商务网站有效益。要想有效益就必须吸引客户，增加能带来效益的客户忠诚度。电子商务业务的竞争比传统的业务竞争更加激烈，原因有很多方面，其中一个因素是客户从一个电子商务网站转换到竞争对手那边，只需要点击几下鼠标即可。网站的内容和层次、用词、标题、奖励方案、服务等任何一个地方都有可能成为吸引客户、同时也可能成为失去客户的因素。而同时电子商务网站每天都可能有上百万次的在线交易，生成大量的记录文件（Log files）和登记表，如何对这些数据进行分析和挖掘，充分了解客户的喜好、购买模式，甚至是客户一时的冲动，设计出满足不同客户群体需要的个性化网站，进而增加其竞争力，几乎变得势在必行。若想在竞争中生存进而获胜，就要比您的竞争对手更了解客户。 + +在对网站进行数据挖掘时，所需要的数据主要来自于两个方面：一方面是客户的背景信息，此部分信息主要来自于客户的登记表；而另外一部分数据主要来自浏览者的点击流（Click-stream），此部分数据主要用于考察客户的行为表现。但有的时候，客户对自己的背景信息十分珍重，不肯把这部分信息填写在登记表上，这就会给数据分析和挖掘带来不便。在这种情况之下，就不得不从浏览者的表现数据中来推测客户的背景信息，进而再加以利用。 diff --git a/Chapter1/数据挖掘简介.md b/Chapter1/数据挖掘简介.md new file mode 100644 index 0000000..a3d3cb0 --- /dev/null +++ b/Chapter1/数据挖掘简介.md @@ -0,0 +1,10 @@ +# 1.1:数据挖掘简介 + +人类正被数据淹没，却饥渴于知识。随着数据库技术的应用越来越普及，人们正逐步陷入“数据丰富，知识贫乏”的尴尬境地。知识信息的“爆炸”给人类带来莫大益处，但也带来不少弊端，造成知识信息的“污染”。面临浩瀚无际而被污染的数据，人们呼唤从数据汪洋中来一个去粗取精、去伪存真的技术。在这种形势下，数据挖掘应运而生。数据挖掘就是指从大量的、不完全的、有噪声的、模糊的、随机的实际应用数据中，提取隐含在其中的，人们事先不知道的，但又是潜在有用的，目标明确、 针对性强、精炼准确的信息和知识的过程。 数据与知识贫乏导致了知识发现和数据挖掘的出现，当人们进入 21 世纪以后，可以预计知识发现与数据挖掘的研究又将形成一个新的高潮。 + +数据挖掘是一门多学科交叉的领域。一方面，数据挖掘以计算技术的发展为首要条件，没有数据的有效组织，从一堆数据垃圾中发现有用的知识是痴人说梦；没有大量计算算法的支持，即使是简单的查询也会耗时巨大，更不用说发现有用的模式。另一方面，即使数据得到有效的组织，计算算法足够先进，要想发现数据中隐藏的有用信息，还必须综合利用统计学、模式识别、人工智能、机器学习、神经网络等学科的专业知识。比如数据挖掘使用的分析方法，有相当大比重是靠统计学中的多元分析来支撑的，由统计理论衍生出来的。当然，所有这些学科的发展必然会从不同的角度关 注数据分析技术的进展，数据挖掘也为这些学科的发展提供了新的机遇和挑战。 + +数据挖掘是用于数据处理的一种新的思维方法和技术手段，它是在现实生活中各种数据量不断增长，以及以数据库技术为核心的信息技术逐渐成熟的背景下产生的。数据挖掘可以帮助用户发现隐藏在数据库中的规律和模式，它融合了人工智能、统计、机器学习、模式识别和数据库等多种学科的理论、方法与技术，通过对数据的归纳、分析和推理，从中发掘出潜在的模式，帮助决策者调整策略，进行正确的决策。 + +但是，我们也必须看到，要研究数据挖掘，必须强调所用方法的概念和属性，而不是机械的应用不同的数据挖掘工具。对方法、模型以及它们怎样运转及运转原理的 深入理解是有效和成功运用数据挖掘技术的先决条件。任何在数据挖掘领域的研究者和实践者都要意识到这些问题，以便成功地应用一种特定的方法，理解一种方法的 局限性，或者开发新技术。 + diff --git a/Chapter10/README.md b/Chapter10/README.md new file mode 100644 index 0000000..00bc882 --- /dev/null +++ b/Chapter10/README.md @@ -0,0 +1,2 @@ +# 第十章 推荐系统 + diff --git a/Chapter10/动手实现基于矩阵分解的协同过滤.md b/Chapter10/动手实现基于矩阵分解的协同过滤.md new file mode 100644 index 0000000..6be9cc1 --- /dev/null +++ b/Chapter10/动手实现基于矩阵分解的协同过滤.md @@ -0,0 +1,48 @@ +# 10.5:动手实现基于矩阵分解的协同过滤 + + +```python +# -*- coding: utf-8 -*- + +import numpy as np + +def recommend(userID,lr,alpha,d,n_iter,data): + ''' + userID(int):推荐用户ID + lr(float):学习率 + alpha(float):权重衰减系数 + d(int):矩阵分解因子 + n_iter(int):训练轮数 + data(ndarray):电影评分表 + ''' + #获取用户数与电影数 + m,n = data.shape + #初始化参数 + x = np.random.uniform(0,1,(m,d)) + w = np.random.uniform(0,1,(d,n)) + #创建评分记录表，无评分记为0，有评分记为1 + record = np.array(data>0,dtype=int) + #梯度下降，更新参数 + for i in range(n_iter): + x_grads = np.dot(np.multiply(record,np.dot(x,w)-data),w.T) + w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-data)) + x = alpha*x - lr*x_grads + w = alpha*w - lr*w_grads + #预测 + predict = np.dot(x,w) + #将用户未看过的电影分值从低到高进行排列 + for i in range(n): + if record[userID-1][i] == 1 : + predict[userID-1][i] = 0 + recommend = np.argsort(predict[userID-1]) + a = recommend[-1] + b = recommend[-2] + c = recommend[-3] + d = recommend[-4] + e = recommend[-5] + print('为用户%d推荐的电影为：\n1:%s\n2:%s\n3:%s\n4:%s\n5:%s。'\ + %(userID,movies_df['title'][a],movies_df['title'][b],movies_df['title'][c],movies_df['title'][d],movies_df['title'][e])) + + +``` + diff --git a/Chapter10/基于矩阵分解的协同过滤算法原理.md b/Chapter10/基于矩阵分解的协同过滤算法原理.md new file mode 100644 index 0000000..4c83f6a --- /dev/null +++ b/Chapter10/基于矩阵分解的协同过滤算法原理.md @@ -0,0 +1,78 @@ +# 10.3:基于矩阵分解的协同过滤算法原理 + +将用户喜好矩阵与内容矩阵进行矩阵乘法就能得到用户对物品的预测结果，而我们的目的是预测结果与真实情况越接近越好。所以，我们将预测值与评分表中已评分部分的值构造平方差损失函数： + +$$ +loss = \frac{1}{2}\sum\limits_{(i,j)\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})^2 +$$ + +其中： + +- i:第i个用户 +- j:第j个物品 +- d:第d种因素 +- x:用户喜好矩阵 +- w:内容矩阵 +- y:评分矩阵 +- r:评分记录矩阵，无评分记为0，有评分记为1。r(i,j)=1代表用户i对物品j进行过评分，r(i,j)=0代表用户i对物品j未进行过评分 + +损失函数`python`实现代码如下： + +```python +import numpy as np +loss = np.mean(np.multiply((y-np.dot(x,w))**2,record)) +``` + +其中，`record`为评分记录矩阵。 + +我们的目的就是最小化平方差损失函数，通常机器学习都是使用梯度下降的方法来最小化损失函数得到正确的参数。 + + +对每个参数求得偏导如下： + +$$ +\frac{\partial loss}{\partial x_{ik}} = \sum\limits_{j\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})w_{kj} +$$ + +$$ +\frac{\partial loss}{\partial w_{kj}} = \sum\limits_{i\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})x_{ik} +$$ + +则梯度为： + +$$ +\Delta x = r.(xw-y)w^T +$$ + +$$ +\Delta w = x^T[(xw-y).r] +$$ + +其中： + + .表示点乘法，无则表示矩阵相乘 + 上标T表示矩阵转置 + +梯度`python`代码如下： + +```python +x_grads = np.dot(np.multiply(record,np.dot(x,w)-y),w.T) +w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-y)) +``` + +然后再进行梯度下降: + +```python +#梯度下降，更新参数 +for i in range(n_iter): + x_grads = np.dot(np.multiply(record,np.dot(x,w)-y),w.T) + w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-y)) + x = alpha*x - lr*x_grads + w = alpha*w - lr*w_grads +``` + +其中： + + n_iter:训练轮数 + lr:学习率 + alpha：权重衰减系数，用来防止过拟合 diff --git a/Chapter10/基于矩阵分解的协同过滤算法思想.md b/Chapter10/基于矩阵分解的协同过滤算法思想.md new file mode 100644 index 0000000..8322cfd --- /dev/null +++ b/Chapter10/基于矩阵分解的协同过滤算法思想.md @@ -0,0 +1,62 @@ +# 10.2:基于矩阵分解的协同过滤算法思想 + +在推荐系统中，我们经常看到如下图的表格，表格中的数字代表用户对某个物品的评分，`0`代表未评分。我们希望能够预测目标用户对物品的评分，进而根据评分高低，将分高的物品推荐给用户。 + +|y | 物品1| 物品2| 物品3| 物品4| 物品5| +| --- | --- | --- | --- | --- | --- | +| 用户1 | 5 | 5 | 0 | 1 | 1 | +| 用户2 | 5 | 0 | 4 | 1 | 1 | +| 用户3 | 1 | 0 | 1 | 5 | 5 | +| 用户4 | 1 | 1 | 0 | 4 | 0 | + +基于矩阵分解的协同过滤算法正好能解决这个问题。 + +基于矩阵分解的协同过滤算法通常都会构造如下图所示评分表`y`，这里我们以电影为例： + +|y | 电影1| 电影2| 电影3| 电影4| 电影5| +| --- | --- | --- | --- | --- | --- | +| 用户1 | 5 | 5 | 0 | 1 | 1 | +| 用户2 | 5 | 0 | 4 | 1 | 1 | +| 用户3 | 1 | 0 | 1 | 5 | 5 | +| 用户4 | 1 | 1 | 0 | 4 | 0 | + +我们认为，有很多因素会影响到用户给电影评分，如电影内容：感情戏，恐怖元素，动作成分，推理悬疑等等。假设我们现在想预测用户`2`对电影`2`的评分，用户`2`他很喜欢看动作片与推理悬疑，不喜欢看感情戏与恐怖的元素，而电影2只有少量的感情戏与恐怖元素，大部分都是动作与推理的剧情，则用户`2`对电影`2`评分可能很高，比如`5`分。 + +基于上面的设想，我们只要知道所有用户对电影内容各种元素喜欢程度与所有电影内容的成分，就能预测出所有用户对所有电影的评分了。 +若只考虑两种元素则用户喜好表与电影内容表如下： + +用户喜好表`x`： + +|x | 因素1| 因素2| +| --- | --- | --- | +| 用户1 | 5 | 0| +| 用户2 | 5 | 0 | +| 用户3 | 0| 5| +| 用户4 | 0| 5| + +值越大代表用户越喜欢某种元素。 + +电影内容表：`w`: + +|w| 电影1| 电影2| 电影3| 电影4| 电影5| +| --- | --- | --- | --- | --- | --- | +| 因素1 | 0.9| 1.0| 0.99 | 0.1 | 0| +| 因素2 | 0| 0.01 | 0| 1.0 | 0.9| + +值越大代表电影中某元素内容越多。 + +用户`2`对电影`2`评分为：$$5\times 1.0 +0\times 0.01 = 5.0$$ + +对于所有用户，我们可以将矩阵`x`与矩阵`w`相乘，得到所有用户对所有电影的预测评分如下表： + +|xw| 电影1| 电影2| 电影3| 电影4| 电影5| +| --- | --- | --- | --- | --- | --- | +| 用户1 | 4.5 | 5.0 | 4.95| 0.5| 0| +| 用户2 | 4.5 | 5.0 | 4.95| 0.5| 0| +| 用户3 | 0 | 0.05 | 0 | 5 | 4.5 | +| 用户4 | 0 | 0.05 | 0 | 5 | 4.5 | + +假设电影评分表`y`（为`m`行`n`列的矩阵）,我们考虑`d`种元素，则电影评分表可以分解为用户喜好表`x`（为`m`行`d`列的矩阵），与电影内容表`w`（为`d`行`n`列的矩阵）。其中`d`为超参数，大小由我们自己定。 + +基于矩阵分解的协同过滤算法思想为：**一个用户评分矩阵可以分解为一个用户喜好矩阵与内容矩阵，我们只要能找出正确的用户喜好矩阵参数与内容矩阵参数（即表内的值），就能对用户评分进行预测，再根据预测结果对用户进行推荐。** + diff --git a/Chapter10/基于矩阵分解的协同过滤算法流程.md b/Chapter10/基于矩阵分解的协同过滤算法流程.md new file mode 100644 index 0000000..ecc804b --- /dev/null +++ b/Chapter10/基于矩阵分解的协同过滤算法流程.md @@ -0,0 +1,7 @@ +# 10.4:基于矩阵分解的协同过滤算法流程 + +- 1.随机初始矩阵值 +- 2.构造损失函数，求得矩阵参数梯度 +- 3.进行梯度下降，更新矩阵参数值 +- 4.喜好矩阵与内容矩阵相乘得到预测评分 +- 5.根据预测评分进行推荐 diff --git a/Chapter10/实战案例.md b/Chapter10/实战案例.md new file mode 100644 index 0000000..2638e3e --- /dev/null +++ b/Chapter10/实战案例.md @@ -0,0 +1,103 @@ +# 10.6:实战案例 + +## 电影评分数据 + +本次使用电影评分数据为`672`个用户对`9123`部电影的评分记录，部分数据如下： + +|userId| movieRow |rating| +|--|--|--| +| 1 | 30 |2.5| +|7| 30 |3| +| 31 | 30 |4| +| 32 |30| 4| + + +其中： + + userId：用户编号 + movieRow:电影编号 + rating:评分值 + +如: + +- 第一行数据表示用户`1`对电影`30`评分为`2.5`分。 +- 第二行数据表示用户`7`对电影`30`评分为`3`分。 + +然后，我们还有电影编号与电影名字对应的数据如下： + +|movieRow|title| +|--|--| +| 0 | Toy Story (1995) | +|1| Jumanji (1995) | +| 2| Grumpier Old Men (1995) | +| 3|Waiting to Exhale (1995)| + +其中： + + movieRow：电影编号 + title：电影名称 + +[数据下载连接 提取码：ve3v](https://pan.baidu.com/s/1kPLXbkGxMXllXBiNg1yCMQ) + +## 构造用户-电影评分矩阵 + +大家已经知道，要使用基于矩阵分解的协同过滤算法，首先得有用户与电影评分的矩阵，而我们实际中的数据并不是以这样的形式保存，所以在使用算法前要先构造出用户-电影评分矩阵，`python`实现代码如下： + +```python +import numpy as np +#获取用户数与电影数 +userNo = max(ratings_df['userId'])+1 +movieNo = max(ratings_df['movieRow'])+1 + +#创建电影评分表 +rating = np.zeros((userNo,movieNo)) +for index,row in ratings_df.iterrows(): + rating[int(row['userId']),int(row['movieRow'])]=row['rating'] +``` + +构造出表格后，我们就能使用上一关实现的方法来对用户进行电影推荐了： + +```python +recommend(1,1e-4,0.999,20,100,rating) +>>> +为用户1推荐的电影为： +1:Rumble Fish (1983) +2:Aquamarine (2006) +3:Stay Alive (2006) +4:Betrayal, The (Nerakhoon) (2008) +5:Midnight Express (1978)。 + +recommend(666,1e-4,0.999,20,100,rating) +>>> +为用户666推荐的电影为： +1:Aquamarine (2006) +2:It's a Boy Girl Thing (2006) +3:Kill the Messenger (2014) +4:Onion Field, The (1979) +5:Wind Rises, The (Kaze tachinu) (2013)。 + +recommend(555,1e-4,0.999,20,100,rating) +>>> +为用户555推荐的电影为： +1:Return from Witch Mountain (1978) +2:Hitcher, The (2007) +3:Betrayal, The (Nerakhoon) (2008) +4:Listen to Me Marlon (2015) +5:World of Tomorrow (2015)。 + +recommend(88,1e-4,0.999,20,100,rating) +>>> +为用户88推荐的电影为： +1:Now, Voyager (1942) +2:Betrayal, The (Nerakhoon) (2008) +3:Aquamarine (2006) +4:Post Grad (2009) +5:Hitcher, The (2007) +``` + + + + + + + diff --git a/Chapter10/推荐系统概述.md b/Chapter10/推荐系统概述.md new file mode 100644 index 0000000..07cb057 --- /dev/null +++ b/Chapter10/推荐系统概述.md @@ -0,0 +1,4 @@ +# 10.1:推荐系统概述 + + + diff --git a/Chapter2/README.md b/Chapter2/README.md new file mode 100644 index 0000000..7c5ef0e --- /dev/null +++ b/Chapter2/README.md @@ -0,0 +1,2 @@ +# 第二章 数据探索 + diff --git a/Chapter2/数据与属性.md b/Chapter2/数据与属性.md new file mode 100644 index 0000000..4d69b01 --- /dev/null +++ b/Chapter2/数据与属性.md @@ -0,0 +1,2 @@ +# 2.1:数据与属性 + diff --git a/Chapter2/数据可视化.md b/Chapter2/数据可视化.md new file mode 100644 index 0000000..610050a --- /dev/null +++ b/Chapter2/数据可视化.md @@ -0,0 +1,2 @@ +# 2.3:数据可视化 + diff --git a/Chapter2/数据的基本统计指标.md b/Chapter2/数据的基本统计指标.md new file 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`NaN`表示`np.nan`为缺失值 + `0`表示`0`为缺失值 + + + diff --git a/Chapter3/归一化.md b/Chapter3/归一化.md new file mode 100644 index 0000000..ffb2ba5 --- /dev/null +++ b/Chapter3/归一化.md @@ -0,0 +1,56 @@ +# 3.4:归一化 + + +## 为什么使用归一化 + +归一化是缩放**单个样本**以具有**单位范数**的过程。归一化实质是一种线性变换，线性变换有很多良好的性质，这些性质决定了对数据改变后不会造成“失效”，反而能提高数据的表现，这些性质是归一化的前提。归一化能够**加快模型训练速度**，**统一特征量纲**，**避免数值太大**。值得注意的是，归一化是对每一个样本做转换，所以是**对数据的每一行进行变换**。而之前我们讲过的方法是对数据的每一列做变换。 + +## L1范式归一化 +`L1`范式定义如下： +$$ +||x||_1=\sum_{i=1}^n|x_i| +$$ + +表示向量`x`中每个元素的绝对值之和。 +`L1`范式归一化就是将样本中每个特征**除以**特征的`L1`范式。 + +在`sklearn`中使用`normalize`方法实现，用法如下： +```python +from sklearn.preprocessing import normalize + +data = np.array([[-1,0,1], + [1,0,1], + [1,2,3]]) +data = normalize(data,'l1') + +>>>data +array([[-0.5 , 0. , 0.5 ], + [ 0.5 , 0. , 0.5 ], + [ 0.167, 0.333, 0.5 ]]) +``` + +## L2范式归一化 +`L2`范式定义如下： +$$ +||x||_2=\sqrt{\sum_{i=1}^nx_i^2} +$$ + + +表示向量元素的平方和再开平方根。 +`L2`范式归一化就是将样本中每个特征**除以**特征的`L2`范式。 + +在`sklearn`中使用`normalize`方法实现，用法如下： + +```python +from sklearn.preprocessing import normalize + +data = np.array([[-1,0,1], + [1,0,1], + [1,2,3]]) +data = normalize(data,'l2') + +>>>data +array([[-0.707, 0. , 0.707], + [ 0.707, 0. , 0.707], + [ 0.267, 0.535, 0.802]]) +``` diff --git a/Chapter3/标准化.md b/Chapter3/标准化.md new file mode 100644 index 0000000..763a6c7 --- /dev/null +++ b/Chapter3/标准化.md @@ -0,0 +1,88 @@ +# 3.2:标准化 + + +## 为什么要进行标准化 + +对于大多数数据挖掘算法来说，数据集的标准化是基本要求。这是因为，如果特征不服从或者近似服从标准正态分布（即，零均值、单位标准差的正态分布）的话，算法的表现会大打折扣。实际上，我们经常忽略数据的分布形状，而仅仅做零均值、单位标准差的处理。在一个机器学习算法的目标函数里的很多元素所有特征都近似零均值，方差具有相同的阶。如果某个特征的方差的数量级大于其它的特征，那么，这个特征可能在目标函数中占主导地位，这使得模型不能从其它特征有效地学习。 + + +## Z-score标准化 + +这种方法基于原始数据的均值`mean`和标准差`standard deviation`进行数据的标准化。将特征`A`的原始值`x`使用`z-score`标准化到`x’`。`z-score`标准化方法适用于特征`A`的最大值和最小值未知的情况，或有超出取值范围的离群数据的情况。将数据按其特征(按列进行)减去其均值，然后除以其方差。最后得到的结果是，对每个特征/每列来说所有数据都聚集在`0`附近，方差值为`1`。数学公式如下： + +$$ +x^,=\frac{x-x_{mean}}{x_{std}} +$$ + + +函数`scale`为数组形状的数据集的标准化提供了一个快捷实现： +```python +from sklearn import preprocessing +import numpy as np +X_train = np.array([[ 1., -1., 2.], + [ 2., 0., 0.], + [ 0., 1., -1.]]) +X_scaled = preprocessing.scale(X_train) + +>>>X_scaled +array([[ 0. ..., -1.22..., 1.33...], + [ 1.22..., 0. ..., -0.26...], + [-1.22..., 1.22..., -1.06...]]) +``` +经过缩放后的数据具有零均值以及标准方差: +```python +>>> X_scaled.mean(axis=0) +array([ 0., 0., 0.]) + +>>> X_scaled.std(axis=0) +array([ 1., 1., 1.]) +``` + + +## Min-max标准化 + +`Min-max`标准化方法是对原始数据进行线性变换。设`minA`和`maxA`分别为特征`A`的最小值和最大值，将`A`的一个原始值`x`通过`min-max`标准化映射成在区间`[0,1]`中的值`x'`，其公式为： + +$$ +x^, = \frac{x-x_{min}}{x_{max}-x{min}} +$$ + +可以使用`MinMaxScaler`实现，以下是一个将简单的数据矩阵缩放到`[0, 1]`的例子: +```python +X_train = np.array([[ 1., -1., 2.], + [ 2., 0., 0.], + [ 0., 1., -1.]]) + +min_max_scaler = preprocessing.MinMaxScaler() +X_train_minmax = min_max_scaler.fit_transform(X_train) + +>>> X_train_minmax +array([[ 0.5 , 0. , 1. ], + [ 1. , 0.5 , 0.33333333], + [ 0. , 1. , 0. ]]) +``` + + +## MaxAbs标准化 + +`MaxAbs`的工作原理与`Min-max`非常相似，但是它只通过除以每个特征的最大值将训练数据特征缩放至 `[-1, 1]` 范围内，这就意味着，训练数据应该是已经零中心化或者是稀疏数据。公式如下： + +$$ +x^, = \frac{x}{x_{max}} +$$ + +可以使用`MaxAbsScale`实现，以下是使用上例中数据运用这个缩放器的例子: +```python +X_train = np.array([[ 1., -1., 2.], + [ 2., 0., 0.], + [ 0., 1., -1.]]) + +max_abs_scaler = preprocessing.MaxAbsScaler() +X_train_maxabs = max_abs_scaler.fit_transform(X_train) + +>>> X_train_maxabs +array([[ 0.5, -1. , 1. ], + [ 1. , 0. , 0. ], + [ 0. , 1. , -0.5]]) +``` + diff --git a/Chapter3/生成多项式特征.md b/Chapter3/生成多项式特征.md new file mode 100644 index 0000000..0ea0152 --- /dev/null +++ b/Chapter3/生成多项式特征.md @@ -0,0 +1,44 @@ +# 3.6:生成多项式特征 + + +## 为什么需要多项式特征 + +在数据挖掘中，获取数据的代价经常是非常高昂的。所以有时就需要人为的制造一些特征，并且有的特征之间是有关联的。生成多项式特征可以轻松的为我们获取更多的数据，并获得特征的更高维度和互相间关系的项且引入了特征之间的非线性关系，可以有效的增加模型的复杂度。 + +## PolynomialFeatures +在`sklearn`中通过`PolynomialFeatures`方法来生成多项式特征，使用方法如下： +```python +import numpy as np +from sklearn.preprocessing import PolynomialFeatures + +data = np.arange(6).reshape(3, 2) +poly = PolynomialFeatures(2)#生成二项式特征 +data = poly.fit_transform(data) + +>>>data +array([[ 1., 0., 1., 0., 0., 1.], + [ 1., 2., 3., 4., 6., 9.], + [ 1., 4., 5., 16., 20., 25.]]) +``` +特征转换情况如下： + +![](2.jpg) + +在一些情况下，只需要特征间的交互项，这可以通过设置 `interaction_only=True`来得到: +```python +import numpy as np +from sklearn.preprocessing import PolynomialFeatures + +data = np.arange(6).reshape(3, 2) +poly = PolynomialFeatures(degree=2, interaction_only=True)#degree=n表示生成n项式特征，只需要特征之间交互 +data = poly.fit_transform(data) + +>>>data +array([[ 1., 0., 1., 0.], + [ 1., 2., 3., 6.], + [ 1., 4., 5., 20.]]) +``` +特征转换情况如下： + +![](3.jpg) + diff --git a/Chapter3/离散值编码.md b/Chapter3/离散值编码.md new file mode 100644 index 0000000..6bfbbcd --- /dev/null +++ b/Chapter3/离散值编码.md @@ -0,0 +1,39 @@ +# 3.5:离散值编码 + + +## LabelEncoder + +在数据挖掘中，特征经常不是数值型的而是分类型的。举个例子，一个人可能有`["male", "female"]`，`["from Europe", "from US", "from Asia"]`，`["uses Firefox", "uses Chrome", "uses Safari", "uses Internet Explorer"]`等分类的特征。这些特征能够被有效地编码成整数，比如`["male", "from US", "uses Internet Explorer"]`可以被表示为`[0, 1, 3]`，`["female", "from Asia", "uses Chrome"]`表示为`[1, 2, 1]`。 + +在`sklearn`中，通过`LabelEncoder`来实现： +```python +from sklearn.preprocessing import LabelEncoder + +label = ['male','female'] +int_label = LabelEncoder() +label = int_label.fit_transform(label) + +>>>label +array([1, 0]) +``` + +## OneHotEncoder + +这种整数特征表示并不能在`sklearn`的估计器中直接使用，因为这样的连续输入，估计器会认为类别之间是有序的，但实际却是无序的。如将`male,female`，转换为`1,0`。`1`比`0`要大，机器就会把这个关系考虑进去，而`male,female`之间是没有这样的关系的。所以我们需要使用另外一种编码方式，`OneHot`编码。 + +在`sklearn`中通过`OneHotEncoder`来实现，使用方法如下： +```python +import numpy as np +from sklearn.preprocessing import OneHotEncoder + +label = np.array([1,0]) +label = np.array(label).reshape(len(label),1)#先将X组织成（sample，feature）的格式 +onehot_label = OneHotEncoder() +label = onehot_label.fit_transform(label).toarray() + +>>>label +array([[0., 1.], + [1., 0.]]) +``` + + diff --git a/Chapter3/非线性变换.md b/Chapter3/非线性变换.md new file mode 100644 index 0000000..c2c1ba3 --- /dev/null +++ b/Chapter3/非线性变换.md @@ -0,0 +1,81 @@ +# 3.3:非线性变换 + + +## 为什么要非线性转换 + +对于大多数数据挖掘算法来说，如果特征不服从或者近似服从标准正态分布（即，零均值、单位标准差的正态分布）的话，算法的表现会大打折扣。非线性转换就是将我们的特征映射到均匀分布或者高斯分布(即正态分布)。 + +## 映射到均匀分布 + +相比线性缩放，该方法不受异常值影响，它将数据映射到了零到一的均匀分布上，将最大的数映射为`1`，最小的数映射为`0`。其它的数按从小到大的顺序均匀分布在`0`到`1`之间，如有相同的数则取平均值，如数据为`np.array([[1],[2],[3],[4],[5]])`则经过转换为：`np.array([[0],[0.25],[0.5],[0.75],[1]])`，数据为`np.array([[1],[2],[9],[10],[2]])`则经过转换为：`np.array([[0],[0.375],[0.75],[1.0],[0.375]])`。第二个例子具体过程如下图： + +![](1.jpg) + +在`sklearn`中使用`QuantileTransformer`方法实现，用法如下： +```python +from sklearn.preprocessing import QuantileTransformer +import numpy as np + +data = np.array([[1],[2],[3],[4],[5]]) +quantile_transformer = QuantileTransformer(random_state=666) +data = quantile_transformer.fit_transform(data) + +>>>data +array([[0. ], + [0.25], + [0.5 ], + [0.75], + [1. ]]) +``` + +## 映射到高斯分布 + +映射到高斯分布是为了稳定方差，并最小化偏差。在最新版`sklearn 0.20.x`中`PowerTransformer`现在有两种映射方法，`Yeo-Johnson`映射，公式如下： +$$ +x_i^{(\lambda)} = \begin{cases} +[(x_i+1)^\lambda-1],if \lambda\neq0,x_i\geq0\\ +\ln(x_i)+1,if\lambda=0,x_i\geq0\\ +-[(-x_i+1)^{2-\lambda}-1]/(2-\lambda),if\lambda\neq2,x_i<0\\ +-\ln(-x_i+1),if\lambda=2,x_i<0 +\end{cases} +$$ + +`Box-Cox`映射，公式如下： + +$$ +x_i^{(\lambda)} = \begin{cases} +\frac{x_i^\lambda-1}{\lambda},if\lambda\neq0\\ +\ln(x_i),if\lambda=0 +\end{cases} +$$ + +在`sklearn 0.20.x`中使用`PowerTransformer`方法实现，用法如下： +```python +from sklearn.preprocessing import PowerTransformer +import numpy as np + +data = np.array([[1],[2],[3],[4],[5]]) +pt = PowerTransformer(method='box-cox', standardize=False) + +data = pt.fit_transform(data) +``` + +学习平台使用的是`sklearn 0.19.x`，通过对`QuantileTransformer`设置参数`output_distribution='normal'`实现映射高斯分布，用法如下： +```python +from sklearn.preprocessing import QuantileTransformer +import numpy as np + +data = np.array([[1],[2],[3],[4],[5]]) +quantile_transformer = QuantileTransformer(output_distribution='normal',random_state=666) +data = quantile_transformer.fit_transform(data) +data = np.around(data,decimals=3) + +>>>data +array([[-5.199], 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b/Chapter4/刘昊.md new file mode 100644 index 0000000..fcc00b5 --- /dev/null +++ b/Chapter4/刘昊.md @@ -0,0 +1,77 @@ +# 个人资料 + +|姓名|电话|电子邮箱|现居地| +|------- | -------- | ----- |----| +| 刘昊| 13548507899| 690515880@qq.com| 长沙| + + +# 教育经历 + +|毕业院校| 专业|学历|时间| +|------- | -------- | ----- |---| +| 中南林业科技大学| 计算机应用技术| 硕士 |2015-2018| +|湖南大学| 自动化 | 本科 |2008-2013| + + +# 工作技能 + +## python + +掌握各种机器学习深度学习框架： + + - numpy 转换数据类型 + - pandas 获取数 + - matplotlib 可视化结果 + - sklearn 机器学习框架 + - tensorflow ,keras 深度学习框架 + +## 机器学习与深度学习: + +掌握各种机器学习深度学习算法原理： + +- 分类回归算法：knn、线性回归、逻辑回归、softmax回归、支持向量机、adaboost、神经网络 + +- 聚类：kmeans、DBSCAN + +- 降维：PCA、线性判别分析、多维缩放、等度量映射、局部线性嵌入 + +- 卷积神经网络：LeNet、AlexNet、VggNet、Inception、ResNet +- 循环神经网络：GRU、LSTM + +# 工作经历 + +## 湖南省智擎科技有限公司 + +工作时间：2019年3月-至今 + +工作内容： + +- 在educoder平台(www.educoder.net)上编写机器学习、深度学习、人工智能方向的实训内容与挑战关卡(设计学生在完成编程任务时所需要的数据集、代码框架、评测脚本等)。 + +- 开发智能评测程序。程序的输入为关卡的预期输出和实际输出，程序的输出为实际输出在语义上是否与预期输出一致。 + +工作业绩： + +- 为南京大学周志华团队编写机器学习实训、国防科技大学牛新教授编写深度学习原理与实践实训、湘潭大学院长编写人工智能导论实训共45个。 + +- 采用LSTM网络训练出智能评测程序模型AUC值超过0.8。 + +- 编写机器学习与数据挖掘教材 + +- 业余时间参加 kaggle的 Generative Dog Images 比赛(现有652支队伍参赛，比赛于8月10号结束)。该比赛是kernel only的比赛，需要在kaggle的kernel中训练一个GAN模型，用以生成出真实的狗的图像。在本次比赛中，使用memorization GAN来生成狗的图像，现已获得MiFID为7.21833，排名为第31名的成绩(已处在银牌区)。 + +![](1564194887(1).jpg) + + +## 自兴人工智能 + +工作时间：2018年4月-2019年2月 + +工作内容： + +染色体特征提取与识别 + +工作成绩： + +采用卷积神经网络的方法进行图像分割，来解决染色体重要部分重叠的问题，将IOU提升到0.74. + diff --git a/Chapter4/动手实现k-近邻.md b/Chapter4/动手实现k-近邻.md new file mode 100644 index 0000000..7e4afff --- /dev/null +++ b/Chapter4/动手实现k-近邻.md @@ -0,0 +1,52 @@ +# 4.4:动手实现k-近邻 + +`knn`算法实现`python`代码如下： + +```python +#encoding=utf8 +import numpy as np + +def knn_clf(k,train_feature,train_label,test_feature): + ''' + input: + k(int):最近邻样本个数 + train_feature(ndarray):训练样本特征 + train_label(ndarray):训练样本标签 + test_feature(ndarray):测试样本特征 + output: + predict(ndarray):测试样本预测标签 + ''' + #初始化预测结果 + predict = np.zeros(test_feature.shape[0],).astype('int') + #对测试集每一个样本进行遍历 + for i in range(test_feature.shape[0]): + #测试集第i个样本到训练集每一个样本的距离 + distance = np.sqrt(np.power(np.tile(test_feature[i],(train_feature.shape[0],1))-train_feature,2).sum(axis=1)) + #最近的k个样本的距离 + distance_k = np.sort(distance)[:k] + #最近的k个样本的索引 + nearest = np.argsort(distance)[:k] + #最近的k个样本的标签 + topK = [train_label[i] for i in nearest] + #初始化进行投票的字典，字典的键为标签，值为投票分数 + votes = {} + #初始化最大票数 + max_count = 0 + #进行投票 + for j,label in enumerate(topK): + #如果标签在字典的键中则投票计分 + if label in votes.keys(): + votes[label] += 1/(distance_k[j]+1e-10)#防止分母为0 + #如果评分最高则将预测值更新为对应标签 + if votes[label] > max_count: + max_count = votes[label] + predict[i] = label + #如果标签不在字典中则将标签加入字典的键，同时计入相应的分数 + else: + votes[label] = 1/(distance_k[j]+1e-10) + if votes[label] > max_count: + max_count = votes[label] + predict[i] = label + return predict +``` + diff --git a/Chapter4/实战案例.md b/Chapter4/实战案例.md new file mode 100644 index 0000000..a3258bd --- /dev/null +++ b/Chapter4/实战案例.md @@ -0,0 +1,71 @@ +# 4.5:实战案例 + +### 手写数字数据 + +手写数字数据集一共有`1797`个样本，每个样本有`64`个特征。每个特征的值为`0-255`之间的像素，我们的任务就是根据这`64`个特征值识别出该数字属于`0-9`十个类别中的哪一个。 + +我们可以使用`sklearn`直接对数据进行加载，代码如下： + +```python +from sklearn.datasets import load_digits +#加载手写数字数据集 +digits = load_digits() +#获取数据特征与标签 +x,y = digits .data,digits .target +``` + +当然，每一个样本就是一个数字，我们可以把它还原为`8x8`的大小进行查看： + +```python +import matplotlib.pyplot as plt + +img = x[0].reshape(8,8) +plt.imshow(img) +``` + +![knn](knn.jpg) + + +然后我们划分出训练集与测试集，训练集用来训练模型，测试集用来检测模型性能。代码如下： + +```python +from sklearn.model_selection import train_test_split +#划分训练集测试集，其中测试集样本数为整个数据集的20% +train_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666) +``` + +### 进行识别 + +接下来就只需要调用之前实现的`knn_clf`方法就可以对测试集的手写数字进行识别了： + +```python +predict = knn_clf(3,train_feature,train_label,test_feature) +predict +>>>array([1, 5, 0, 7, 1, 0, 6, 1, 5, 4, 9, 2, 7, 8, 4, 6, 9, 3, 7, 4, 7, 1, + 8, 6, 0, 9, 6, 1, 3, 7, 5, 9, 8, 3, 2, 8, 8, 1, 1, 0, 7, 9, 0, 0, + 8, 7, 2, 7, 4, 3, 4, 3, 4, 0, 4, 7, 0, 5, 5, 5, 2, 1, 7, 0, 5, 1, + 8, 3, 3, 4, 0, 3, 7, 4, 3, 4, 2, 9, 7, 3, 2, 5, 3, 4, 1, 5, 5, 2, + 9, 2, 2, 2, 2, 7, 0, 8, 1, 7, 4, 2, 3, 8, 2, 3, 3, 0, 2, 9, 9, 2, + 3, 2, 8, 1, 1, 9, 1, 2, 0, 4, 8, 5, 4, 4, 7, 6, 7, 6, 6, 1, 7, 5, + 6, 3, 8, 3, 7, 1, 8, 5, 3, 4, 7, 8, 5, 0, 6, 0, 6, 3, 7, 6, 5, 6, + 2, 2, 2, 3, 0, 7, 6, 5, 6, 4, 1, 0, 6, 0, 6, 4, 0, 9, 3, 8, 1, 2, + 3, 1, 9, 0, 7, 6, 2, 9, 3, 5, 3, 4, 6, 3, 3, 7, 4, 9, 2, 7, 6, 1, + 6, 8, 4, 0, 3, 1, 0, 9, 9, 9, 0, 1, 8, 6, 8, 0, 9, 5, 9, 8, 2, 3, + 5, 3, 0, 8, 7, 4, 0, 3, 3, 3, 6, 3, 3, 2, 9, 1, 6, 9, 0, 4, 2, 2, + 7, 9, 1, 6, 7, 6, 3, 9, 1, 9, 3, 4, 0, 6, 4, 8, 5, 3, 6, 3, 1, 4, + 0, 4, 4, 8, 7, 9, 1, 5, 2, 7, 0, 9, 0, 4, 4, 0, 1, 0, 6, 4, 2, 8, + 5, 0, 2, 6, 0, 1, 8, 2, 0, 9, 5, 6, 2, 0, 5, 0, 9, 1, 4, 7, 1, 7, + 0, 6, 6, 8, 0, 2, 2, 6, 9, 9, 7, 5, 1, 7, 6, 4, 6, 1, 9, 4, 7, 1, + 3, 7, 8, 1, 6, 9, 8, 3, 2, 4, 8, 7, 5, 5, 6, 9, 9, 8, 5, 0, 0, 4, + 9, 3, 0, 4, 9, 4, 2, 5]) +``` + +再根据测试集标签即真实分类结果，计算出正确率： + +```python +acc = np.mean(predict==test_label) +acc +>>>0.994 +``` + +可以看到，使用`knn`对手写数字进行识别，正确率能达到`99%`以上。 \ No newline at end of file diff --git a/Chapter5/README.md b/Chapter5/README.md new file mode 100644 index 0000000..45a7fb8 --- /dev/null +++ b/Chapter5/README.md @@ -0,0 +1,2 @@ +# 第五章 线性回归 + diff --git a/Chapter5/lr1.jpg b/Chapter5/lr1.jpg new file mode 100644 index 0000000000000000000000000000000000000000..14e0e03bfc83aeb92f4dcf51c4f76529553d87a6 GIT binary patch literal 6207 zcmdT|c|6o@*Z)bx7*e*eM2m)GnL;D7M3JmnQue9al4XpoNS4azsXJ6imNDF-ZbD_7 zn5c1ElC2QKpvjUJOZMG+=6>$K-p}*-ywAVyADqwpu5-?Hmh1YSbFSOgmL`HIDHMVr zf~KcV*dWLjJc4k!^6|o#a2>rIAY8#VCWc6Ho6I-(vDNFi#c>3Aktnc6;DO)#q*LdE z5oBiw=Z|a9Q!WfaB)Uvb9JdQ|ofzf|%|gA~BEo z@Q8s;tTeLw07DSDC(7nUPTe7KBl0I{T*!m}#iotID^NmgJP_oL;eS~EFSYz%Y}q1K zx+xy`LCogOy~0E!dsoTphaP6BarnB6r2%gAm?#nWD7L5TXYYNFC)6nAu2|}xk=WWN z!l2muZ10V$J=F>1blm2=+xdkrzyC7i*cx*?HurFjgKb3FSoKh7S$;O~Vyv_r)ipvu 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=np.linalg.inv(train_x.T.dot(train_x)).dot(train_x.T).dot(train_label) + #将x0=1加入测试数据 + test_x = np.hstack([np.ones((len(test_feature),1)),test_feature]) + #求得测试集预测标签 + predict = test_x.dot(theta) + return predict +``` + diff --git a/Chapter5/实战案例.md b/Chapter5/实战案例.md new file mode 100644 index 0000000..a8ef720 --- /dev/null +++ b/Chapter5/实战案例.md @@ -0,0 +1,149 @@ +# 5.5:实战案例 + +### 波士顿房价数据 + +波士顿房价数据集共有`506`条房价数据，每条数据包括对指定房屋的`13`项数值型特征和目标房价组成。我们需要通过数据特征来对目标房价进行预测。 + +数据集中部分数据与标签如下图所示： + +![lr3](lr3.jpg) + +![lr4](lr4.jpg) + +`sklearn`中已经提供了波士顿房价数据集的相关接口，想要使用该数据集可以使用如下代码： + +```python +from sklearn import datasets +#加载波士顿房价数据集 +boston = datasets.load_boston() +#X表示特征，y表示目标房价 +x = boston.data +y = boston.target +``` + +然后再对数据集进行划分： + +```python +from sklearn.model_selection import train_test_split +#划分训练集测试集，所有样本的20%作为测试集 +train_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666) +``` + +### 进行预测 + +同样的只需要调用之前实现线性回归方法就可以对测试集的波士顿房价数据进行预测了： + +```python +predict = lr(train_feature,train_label,test_feature) +>>>predict +array([27.14328365, 23.03653632, 27.00098113, 34.67246356, 22.9249281 , + 21.27666411, 15.67682012, 23.71041177, 24.9170328 , 18.94485146, + 4.21475157, 24.91145159, 20.98995302, 18.43508891, 24.17666486, + 26.84239278, 27.83397467, 13.52699359, 18.45498398, 28.42388411, + 30.59256907, 13.41724252, 8.12085396, 35.51572129, 25.67615918, + 17.16601994, 20.37433719, 13.09756854, 34.29369038, 23.73452722, + 39.80575322, 8.23996654, 24.79976309, 17.93534789, 23.166615 , + 19.77561659, 35.15958711, 35.62614752, 21.48402467, 13.53651885, + 23.8764859 , 22.76090085, 27.69433621, 18.25312903, 28.24166439, + 11.37889658, 27.10532052, 32.76787747, 29.42762069, 24.90135914, + 27.29432351, 33.19296658, 26.14048342, 23.62626694, 27.59078519, + 20.00241919, 14.46427082, 20.0119397 , 19.81015781, 13.93309224, + 20.96227953, 25.93383085, 30.17587814, 18.06438076, 12.03215906, + 11.3801673 , 26.81093528, 22.56148123, 22.95599483, 25.79865129, + 10.10532755, 33.63114297, 17.81932257, 17.21896388, 39.33351986, + 14.91994896, 18.19524145, 24.94373123, 20.09101825, 31.48389087, + 32.8430831 , 23.95919903, 9.77345135, 31.55307878, 30.55370904, + 23.20332797, 21.90050123, 13.5557125 , 18.27957707, 25.0240593 , + 19.54159097, 36.39430746, 24.02473259, 33.08973723, 21.71311184, + 17.37919862, 26.67885309, 27.42896672, 13.1943355 , 0.57642556, + 19.69396665, 14.18869608]) +``` + +### 衡量线性回归的性能指标 + +对于分类问题，我们可以使用正确率来衡量模型的性能好坏，很明显，回归问题并不能使用正确率来衡量，那么，回归问题可以使用哪些指标用来评估呢？ + +#### MSE + +`MSE （Mean Squared Error）`叫做均方误差,公式如下： + +$$ +mse = \frac{1}{m}\sum\limits_{i=1}^m(y^{(i)}-p^{(i)})^2 +$$ + +其中`yi`表示第`i`个样本的真实标签，`pi`表示第`i`个样本的预测标签。线性回归的目的就是让损失函数最小。那么，模型训练出来了，我们再测试集上用损失函数来评估也是可以的。 + +#### RMSE + +`RMSE（Root Mean Squard Error）`均方根误差，公式如下： + +$$ +rmse = \sqrt{\frac{1}{m}\sum\limits_{i=1}^m(y^{(i)}-p^{(i)})^2} +$$ + +`RMSE`其实就是`MSE`开个根号。有什么意义呢？其实实质是一样的。只不过用于数据更好的描述。 + +例如：要做房价预测，每平方是万元，我们预测结果也是万元。那么差值的平方单位应该是千万级别的。那我们不太好描述自己做的模型效果。怎么说呢？我们的模型误差是多少千万？于是干脆就开个根号就好了。我们误差的结果就跟我们数据是一个级别的了，在描述模型的时候就说，我们模型的误差是多少万元。 + +##### MAE + +`MAE`(平均绝对误差)，公式如下： + +$$ +mae = \frac{1}{m}\sum\limits_{i=1}^m|y^{(i)}-p^{(i)}| +$$ + +`MAE`虽然不作为损失函数，确是一个非常直观的评估指标，它表示每个样本的预测标签值与真实标签值的`L1`距离。 + +##### R-Squared + +上面的几种衡量标准针对不同的模型会有不同的值。比如说预测房价 那么误差单位就是万元。数子可能是`3`，`4`，`5`之类的。那么预测身高就可能是`0.1`，`0.6`之类的。没有什么可读性，到底多少才算好呢？不知道，那要根据模型的应用场景来。 看看分类算法的衡量标准就是正确率，而正确率又在`0～1`之间，最高百分之百。最低`0`。那么线性回归有没有这样的衡量标准呢？`R-Squared`就是这么一个指标，公式如下： + +$$ +R^2=1-\frac{\sum\limits_{i=1}^m(p^{(i)}-y^{(i)})^2}{\sum\limits_{i=1}^m(y_{mean}^{(i)}-y^{(i)})^2} +$$ + +为什么这个指标会有刚刚我们提到的性能呢？我们分析下公式： + +![lr5](lr5.jpg) + +其实分子表示的是模型预测时产生的误差，分母表示的是对任意样本都预测为所有标签均值时产生的误差，由此可知： + +- 1.当我们的模型不犯任何错误时，取最大值`1`。 +- 2.当我们的模型性能跟基模型性能相同时，取`0`。 +- 3.如果为负数，则说明我们训练出来的模型还不如基准模型，此时，很有可能我们的数据不存在任何线性关系。 + +其中，基准模型值的随机瞎猜的模型。 + +这里使用`python`实现了`MSE`，`R-Squared`方法，代码如下： + +``` +import numpy as np + +#mse +def mse_score(y_predict,y_test): + mse = np.mean((y_predict-y_test)**2) + return mse +#r2 +def r2_score(y_predict,y_test): + ''' + input:y_predict(ndarray):预测值 + y_test(ndarray):真实值 + output:r2(float):r2值 + ''' + r2 = 1 - mse_score(y_predict,y_test)/np.var(y_test) + return r2 +``` + +我们可以根据求得的预测值，计算出`MSE`值与`R-Squared`值: + +```python +mse = mse_score(predict,test_label) +mse +>>>27.22 +r2 = r2_score(predict,test_label) +r2 +>>>0.63 +``` + + diff --git a/Chapter5/线性回归算法原理.md b/Chapter5/线性回归算法原理.md new file mode 100644 index 0000000..31e379d --- /dev/null +++ b/Chapter5/线性回归算法原理.md @@ -0,0 +1,67 @@ +# 5.2:线性回归算法原理 + +### 线性回归训练流程 + +我们已经知道线性回归模型如下： + + +$$ +y = b +w_1x_1+w_2x_2+...+w_nx_n +$$ + +为了方便，我们稍微将模型进行变换： + +$$ +y = w_0x_0 +w_1x_1+w_2x_2+...+w_nx_n +$$ + +其中`x0=1`,`w0=b`,通过向量化公式可写成如下形式： + +$$ +Y=X.W +$$ + +$$ +W = (w_0,w_1,...,w_n) +$$ + +$$ +X = (1,x_1,...,x_n) +$$ + +而我们的目的就是找出能够正确预测的多元线性回归模型，即找出正确的`W`（即权重与偏置）。那么如何寻找呢？通常在监督学习里面都会使用这么一个套路，构造一个损失函数，用来衡量真实值与预测值之间的差异，然后将问题转化为最优化损失函数。既然损失函数是用来衡量真实值与预测值之间的差异那么很多人自然而然的想到了用所有真实值与预测值的差的绝对值来表示损失函数。不过带绝对值的函数不容易求导，所以采用`MSE`(均方误差)作为损失函数，公式如下： + +$$ +loss = \frac{1}{m}\sum\limits_{i=1}^m(y^{(i)}-p^{(i)})^2 +$$ + +其中`p`表示预测值，`y`表示真实值，`m`为样本总个数，`i`表示第`i`个样本。最后，我们再使用**正规方程解**来求得我们所需要的参数。 + +线性回归模型训练流程图如下： + +![lr2](lr2.jpg) + +### 正规方程解 + +对线性回归模型，假设训练集中`m`个训练样本，每个训练样本中有`n`个特征，可以使用矩阵的表示方法，预测函数可以写为： + +$$ +Y = X.W +$$ + +其损失函数可以表示为 + +$$ +loss = \frac{1}{m}(Y-X.W)^T(Y-X.W) +$$ + +其中，标签`Y`为`m`行`1`列的矩阵，训练特征`X`为`m`行`(n+1)`列的矩阵，回归系数`W`为`(n+1)`行`1`列的矩阵，对`W`求导，并令其导数为零可解得： + +$$ +W=(X^TX)^{-1}X^TY +$$ + +这个就是正规方程解，我们可以通过正规方程解直接求得我们所需要的参数。 + + + diff --git a/Chapter5/线性回归算法思想.md b/Chapter5/线性回归算法思想.md new file mode 100644 index 0000000..66ac832 --- /dev/null +++ b/Chapter5/线性回归算法思想.md @@ -0,0 +1,29 @@ +# 5.1:线性回归算法思想 + +### 简单线性回归 + +在生活中，我们常常能碰到这么一种情况，一个变量会跟着另一个变量的变化而变化，如圆的周长与半径的关系，当圆的半径确定了，那么周长也就确定了。还有一种情况就是，两个变量之间看似存在某种关系，但又没那么确定，如青少年的身高与体重，他们存在一种近似的**线性**关系： + +`身高/cm = 体重/kg +105` + +但是，并不是每个青少年都符合这个公式，只能说每个青少年的身高体重都存在这么一种近似的线性关系。这就是其实就是简单的**线性回归**，那么，到底什么是线性回归呢？假如我们将青少年的身高和体重值作为坐标，不同人的身高体重就会在平面上构成不同的坐标点，然后用一条直线，尽可能的去拟合这些点，这就是简单的线性回归。 + +![lr1](lr1.jpg) + +简单的线性回归模型如下： + +$$ +y = wx+b +$$ + +其中`x`表示特征值(如：体重值)，`w`表示权重，`b`表示偏置，`y`表示标签(如：身高值)。 + +### 多元线性回归 + +简单线性回归中，一个变量跟另一个变量的变化而变化，但是生活中，还有很多变量，可能由多个变量的变化决定着它的变化，比如房价，影响它的因素可能有：房屋面积、地理位置等等。如果我们要给它们建立出近似的线性关系，这就是多元线性回归，多元线性回归模型如下： + +$$ +y=b+w_1x_1+w_2x_2+...+w_nx_n +$$ + +其中，$$x_i$$表示第`i`个特征，$$w_i$$表示第`i`个特征对于的权重，`b`表示偏置，`y`表示标签。 \ No newline at end of file diff --git a/Chapter5/线性回归算法流程.md b/Chapter5/线性回归算法流程.md new file mode 100644 index 0000000..5f78451 --- /dev/null +++ b/Chapter5/线性回归算法流程.md @@ -0,0 +1,8 @@ +# 5.3:线性回归算法流程 + +我们最终的目的是通过训练出来的线性回归模型对测试集数据进行预测，算法实现流程如下： + +- 1.将`x0=1`加入训练数据 +- 2.使用正规方程解求得参数 +- 3.将`x0=1`加入测试数据 +- 4.对测试集数据进行预测 diff --git 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zOHJxU%NIe+bLWN}yK}ylT}I~EoBe)K8#-J6&Do!J5qN{g1{uzSzPlkswbR_A;V=G7 z*9g~n^S{wS+WAkL!S_w&b%w3;pHzOhQtJ8jb%px185#OHc`P%1w$H!u=f-c_)zh`J zDh`*|3MSP*TstA}=bGDYm$nMWGdcaK-qZa2^B1{^$zn=IuOpRQ%+IT(Dx5#^`mMR+ z8RHhgX#vyq1?`VJ|Fi+-QLfJ+d*W)$7CBC9etfy%`<-{U9UL~EocsS#v5Vj|<%QJ~ z_;=Wp26AzKzulnjzuxKmv$-E;rY|&BJ@r-Xhq30x&qodiZ(q1Q=6ZUCO`Zo>I89dfpJ!9~>B&hD@AvRRsV5 literal 0 HcmV?d00001 diff --git a/Chapter6/决策树算法原理.md b/Chapter6/决策树算法原理.md new file mode 100644 index 0000000..4e2dc1d --- /dev/null +++ b/Chapter6/决策树算法原理.md @@ -0,0 +1,121 @@ +# 6.2:决策树算法原理 + +我们已经知道，构造一棵决策树其实就是根据数据的特征(内部节点)对数据一步一步的进行划分，从而达到分类的目的。但是，每一步根据哪个特征来进行划分呢？这个就是构造决策树的关键。其实构造决策树时会遵循一个指标，有的是按照信息增益来构建，如**ID3算法**；有的是信息增益率来构建，如**C4.5算法**；有的是按照基尼系数来构建的，如**CART算法**。但不管是使用哪种构建算法，决策树的构建过程通常都是一个递归选择最优特征，并根据特征对训练集进行分割，使得对各个子数据集有一个最好的分类的过程。这里我们以**ID3算法**为例，详细介绍构建决策树相关知识。 + +### 信息熵 + +信息是个很抽象的概念。人们常常说信息很多，或者信息较少，但却很难说清楚信息到底有多少。比如一本五十万字的中文书到底有多少信息量。 + +直到`1948`年，香农提出了**“信息熵”**的概念，才解决了对信息的量化度量问题。信息熵这个词是香农从热力学中借用过来的。热力学中的热熵是表示分子状态混乱程度的物理量。香农用信息熵的概念来描述信源的不确定度。**信源的不确定性越大，信息熵也越大**。 + +从机器学习的角度来看，信息熵表示的是信息量的期望值。如果数据集中的数据需要被分成多个类别，则信息量 $$I(x_i)$$的定义如下： + +其中$$x_i$$表示多个类别中的第`i`个类别，$$p(x_i)$$表示概率： + +$$ +I(X_i)=-log_2p(x_i) +$$ + +由于信息熵是信息量的期望值，所以信息熵$$H(X)$$的定义如下(其中`n`为数据集中类别的数量)： + +$$ +H(X)=-\sum\limits_{i=1}^np(x_i)log_2p(x_i) +$$ + +从这个公式也可以看出，如果概率是`0`或者是`1`的时候，熵就是`0`。（因为这种情况下随机变量的不确定性是最低的），那如果概率是`0.5`也就是五五开的时候，此时熵达到最大，也就是`1`。（就像扔硬币，你永远都猜不透你下次扔到的是正面还是反面，所以它的不确定性非常高）。所以呢，**熵越大，不确定性就越高**。 + +### 条件熵 + +在实际的场景中，我们可能需要研究数据集中某个特征等于某个值时的信息熵等于多少，这个时候就需要用到**条件熵**。条件熵`H(Y|X)`表示特征`X`为某个值的条件下，类别为`Y`的熵。条件熵的计算公式如下： + +$$ +H(Y|X)=\sum\limits_{i=1}^np_iH(Y|X=x_i) +$$ + +### 信息增益 + +现在已经知道了什么是熵，什么是条件熵。接下来就可以看看什么是信息增益了。所谓的信息增益就是表示我已知条件`X`后能得到信息`Y`的不确定性的减少程度。 + +就好比，我在玩读心术。你心里想一件东西，我来猜。我已开始什么都没问你，我要猜的话，肯定是瞎猜。这个时候我的熵就非常高。然后我接下来我会去试着问你是非题，当我问了是非题之后，我就能减小猜测你心中想到的东西的范围，这样其实就是减小了我的熵。那么我熵的减小程度就是我的信息增益。 + +所以信息增益如果套上机器学习的话就是，如果把特征`A`对训练集`D`的信息增益记为`g(D, A)`的话，那么`g(D, A)`的计算公式就是： + +$$ +g(D,A)=H(D)-H(D,A) +$$ + +为了更好的解释熵，条件熵，信息增益的计算过程，下面通过示例来描述。假设我现在有这一个数据集，第一列是编号，第二列是性别，第三列是活跃度，第四列是客户是否流失的标签（`0:`表示未流失，`1:`表示流失）。 + +| 编号 | 性别 | 活跃度 | 是否流失 | +| --- | --- | --- | --- | +| 1 | 男 | 高 | 0 | +| 2 | 女 | 中 | 0 | +| 3 | 男 | 低 | 1 | +| 4 | 女 | 高 | 0 | +| 5 | 男 | 高 | 0 | +| 6 | 男 | 中 | 0 | +| 7 | 男 | 中 | 1 | +| 8 | 女 | 中 | 0 | +| 9 | 女 | 低 | 1 | +| 10 | 女 | 中 | 0 | +| 11 | 女 | 高 | 0 | +| 12 | 男 | 低 | 1 | +| 13 | 女 | 低 | 1 | +| 14 | 男 | 高 | 0 | +| 15 | 男 | 高 | 0 | + +假如要算性别和活跃度这两个特征的信息增益的话，首先要先算总的熵和条件熵。总的熵其实非常好算，就是把标签作为随机变量`X`。上表中标签只有两种（`0`和`1`）因此随机变量`X`的取值只有`0`或者`1`。所以要计算熵就需要先分别计算标签为`0`的概率和标签为`1`的概率。从表中能看出标签为`0`的数据有`10`条，所以标签为`0`的概率等于`2/3`。标签为`1`的概率为`1/3`。所以熵为： + +$$ +-\frac{1}{3}*log(\frac{1}{3})-\frac{2}{3}*log(\frac{2}{3}) = 0.9182 +$$ + +接下来就是条件熵的计算，以性别为男的熵为例。表格中性别为男的数据有`8`条，这`8`条数据中有`3`条数据的标签为`1`，有`5`条数据的标签为`0`。所以根据条件熵的计算公式能够得出该条件熵为： + +$$ +-\frac{3}{8}*log(\frac{3}{8})-\frac{5}{8}*log(\frac{5}{8}) = 0.9543 +$$ + +根据上述的计算方法可知，总熵为： + +$$ +-\frac{5}{15}*log(\frac{5}{15})-\frac{10}{15}*log(\frac{10}{15}) = 0.9182 +$$ + +性别为男的熵为： + +$$ +-\frac{3}{8}*log(\frac{3}{8})-\frac{5}{8}*log(\frac{5}{8}) = 0.9543 +$$ + +性别为女的熵为： + +$$ +-\frac{2}{7}*log(\frac{2}{7})-\frac{5}{7}*log(\frac{5}{7}) = 0.8631 +$$ + +活跃度为低的熵为： + +$$ +-\frac{4}{4}*log(\frac{4}{4}) = 0 +$$ + +活跃度为中的熵为： + +$$ +-\frac{1}{5}*log(\frac{1}{5})-\frac{4}{5}*log(\frac{4}{5}) = 0.7219 +$$ + +活跃度为高的熵为： + +$$ +-0-\frac{6}{6}*log(\frac{6}{6}) = 0 +$$ + +现在有了总的熵和条件熵之后就能算出性别和活跃度这两个特征的信息增益了。 + +性别的信息增益=总的熵-(8/15)性别为男的熵-(7/15)性别为女的熵=0.0064 + +活跃度的信息增益=总的熵-(6/15)活跃度为高的熵-(5/15)活跃度为中的熵-(4/15)活跃度为低的熵=0.6776 + +那信息增益算出来之后有什么意义呢？回到读心术的问题，为了我能更加准确的猜出你心中所想，我肯定是问的问题越好就能猜得越准！换句话来说我肯定是要想出一个信息增益最大（**减少不确定性程度最高**）的问题来问你。其实`ID3`算法也是这么想的。`ID3`算法的思想是从训练集`D`中计算每个特征的信息增益，然后看哪个最大就选哪个作为当前结点。然后继续重复刚刚的步骤来构建决策树。 diff --git a/Chapter6/决策树算法思想.md b/Chapter6/决策树算法思想.md new file mode 100644 index 0000000..d33c5b0 --- /dev/null +++ b/Chapter6/决策树算法思想.md @@ -0,0 +1,19 @@ +# 6.1:决策树算法思想 + +决策树是一种可以用于分类与回归的机器学习算法，但主要用于分类。用于分类的决策树是一种描述对实例进行分类的树形结构。决策树由**结点**和**边**组成，其中结点分为**内部结点**和**叶子结点**，**内部结点表示一个特征或者属性，叶子结点表示标签。** + +**决策树**说通俗点就是一棵能够替我们做决策的树，或者说是我们人类在要做决策时脑回路的一种表现形式，我们可以从下面这个例子来了解决策树是什么。 + +在炎热的夏天，没有什么比冰镇后的西瓜更能令人感到心旷神怡的了。现在我要去水果店买西瓜，但怎样我才会买这个西瓜呢？那么，有可能我会有以下这个决策过程： + +![tree1](tree1.jpg) + +假设现在水果店里有`3`个西瓜，它们的属性如下： + +| 编号 | 瓤是否够红 | 够不够冰 | 是否便宜 | 是否有籽 | +| --- | --- | --- | --- | --- | +| 1 | 是 | 否 | 是 | 否 | +| 2 | 是 | 是 | 否 | 是 | +| 3 | 否 | 是 | 是 | 否 | + +那么根据我的决策过程我会买`1`和`2`号西瓜。这个帮助我选择西瓜的过程，就是一个**决策树**。由之前介绍的知识可以知道，黄色部分为内部节点，蓝色部分为叶子节点。 \ No newline at end of file diff --git a/Chapter6/决策树算法流程.md b/Chapter6/决策树算法流程.md new file mode 100644 index 0000000..fdbcaf9 --- /dev/null +++ b/Chapter6/决策树算法流程.md @@ -0,0 +1,8 @@ +# 6.3:决策树算法流程 + +我们最终的目的是根据创建的决策树模型对测试集数据进行预测，算法实现流程如下： + +- 1.计算训练样本信息增益 +- 2.获得信息增益最高的特征 +- 3.递归创建决策树 +- 4.根据决策树模型对测试集数据进行预测 diff --git a/Chapter6/动手实现决策树.md b/Chapter6/动手实现决策树.md new file mode 100644 index 0000000..8e4fa7f --- /dev/null +++ b/Chapter6/动手实现决策树.md @@ -0,0 +1,170 @@ +# 6.4:动手实现决策树 + +```python +#encoding=utf8 +import numpy as np + +# 计算熵 +def calcInfoEntropy(label): + ''' + label(narray):样本标签 + ''' + label_set = set(label) + result = 0 + for l in label_set: + count = 0 + for j in range(len(label)): + if label[j] == l: + count += 1 + # 计算标签在数据集中出现的概率 + p = count / len(label) + # 计算熵 + result -= p * np.log2(p) + return result + +#计算条件熵 +def calcHDA(feature,label,index,value): + ''' + input: + feature(ndarray):样本特征 + label(ndarray):样本标签 + index(int):需要使用的特征列索引 + value(int):index所表示的特征列中需要考察的特征值 + output: + HDA(float):信息熵 + ''' + count = 0 + # sub_feature和sub_label表示根据特征列和特征值分割出的子数据集中的特征和标签 + sub_feature = [] + sub_label = [] + for i in range(len(feature)): + if feature[i][index] == value: + count += 1 + sub_feature.append(feature[i]) + sub_label.append(label[i]) + pHA = count / len(feature) + e = calcInfoEntropy(sub_label) + HDA = pHA * e + return HDA + +#计算信息增益 +def calcInfoGain(feature, label, index): + ''' + input: + feature(ndarry):测试用例中字典里的feature + label(ndarray):测试用例中字典里的label + index(int):测试用例中字典里的index，即feature部分特征列的索引。该索引指的是feature中第几个特征，如index:0表示使用第一个特征来计算信息增益。 + output: + InfoGain(float):信息增益 + ''' + base_e = calcInfoEntropy(label) + f = np.array(feature) + # 得到指定特征列的值的集合 + f_set = set(f[:, index]) + sum_HDA = 0 + # 计算条件熵 + for value in f_set: + sum_HDA += calcHDA(feature, label, index, value) + # 计算信息增益 + InfoGain = base_e - sum_HDA + return InfoGain + +# 获得信息增益最高的特征 +def getBestFeature(feature, label): + ''' + input: + feature(ndarray):样本特征 + label(ndarray):样本标签 + output: + best_feature(int):信息增益最高的特征 + ''' + max_infogain = 0 + best_feature = 0 + for i in range(len(feature[0])): + infogain = calcInfoGain(feature, label, i) + if infogain > max_infogain: + max_infogain = infogain + best_feature = i + return best_feature + +#创建决策树 +def createTree(feature, label): + ''' + input: + feature(ndarray):训练样本特征 + label(ndarray):训练样本标签 + output: + tree(dict):决策树模型 + ''' + # 样本里都是同一个label没必要继续分叉了 + if len(set(label)) == 1: + return label[0] + # 样本中只有一个特征或者所有样本的特征都一样的话就看哪个label的票数高 + if len(feature[0]) == 1 or len(np.unique(feature, axis=0)) == 1: + vote = {} + for l in label: + if l in vote.keys(): + vote[l] += 1 + else: + vote[l] = 1 + max_count = 0 + vote_label = None + for k, v in vote.items(): + if v > max_count: + max_count = v + vote_label = k + return vote_label + # 根据信息增益拿到特征的索引 + best_feature = getBestFeature(feature, label) + tree = {best_feature: {}} + f = np.array(feature) + # 拿到bestfeature的所有特征值 + f_set = set(f[:, best_feature]) + # 构建对应特征值的子样本集sub_feature, sub_label + for v in f_set: + sub_feature = [] + sub_label = [] + for i in range(len(feature)): + if feature[i][best_feature] == v: + sub_feature.append(feature[i]) + sub_label.append(label[i]) + # 递归构建决策树 + tree[best_feature][v] = createTree(sub_feature, sub_label) + return tree + +#决策树分类 +def dt_clf(train_feature,train_label,test_feature): + ''' + input: + train_feature(ndarray):训练样本特征 + train_label(ndarray):训练样本标签 + test_feature(ndarray):测试样本特征 + output: + predict(ndarray):测试样本预测标签 + ''' + #创建决策树 + tree = createTree(train_feature,train_label) + result = [] + #根据tree与特征进行分类 + def classify(tree,test_feature): + #如果tree是叶子节点，返回tree + if not isinstance(tree,dict): + return tree + #根据特征值走入tree中的分支 + t_index,t_value = list(tree.items())[0] + f_value = test_feature[t_index] + #如果分支依然是tree + if isinstance(t_value,dict): + #根据tree与特征进行分类 + classLabel = classify(tree[t_index][f_value],test_feature) + return classLabel + else: + #返回特征值 + return t_value + for f in test_feature: + result.append(classify(tree,f)) + predict = np.array(result) + return predict + +``` + diff --git a/Chapter6/实战案例.md b/Chapter6/实战案例.md new file mode 100644 index 0000000..b85f0f6 --- /dev/null +++ b/Chapter6/实战案例.md @@ -0,0 +1,63 @@ +# 6.5:实战案例 + +### 鸢尾花数据 + +鸢尾花数据集是一类多重变量分析的**数据集**，一共有`150`个样本，通过**花萼长度**，**花萼宽度**，**花瓣长度**，**花瓣宽度** `4`个特征预测鸢尾花卉属于（`Setosa`，`Versicolour`，`Virginica`）三个种类中的哪一类。 + +数据集中部分**数据**如下所示： + +| 花萼长度 | 花萼宽度 | 花瓣长度 | 花瓣宽度 | +| --- | --- | --- | --- | +| 5.1 | 3.5 | 1.4 | 0.2 | +| 4.9 | 3.2 | 1.4 | 0.2 | +| 4.7 | 3.1 | 1.3 | 0.2 | + +其中每一行代表一个鸢尾花样本各个属性的值。 + +数据集中部分**标签**如下图所示： + +| 标签 | +| - | +| 0 | +| 1 | +| 2 | + +标签中的值`0`,`1`,`2`分别代表鸢尾花三种不同的类别。 + +我们可以直接使用`sklearn`直接对数据进行加载，代码如下： + +```python +from sklearn.datasets import load_iris +#加载鸢尾花数据集 +iris = load_iris() +#获取数据特征与标签 +x,y = iris.data.astype(int),iris.target +``` + +然后我们划分出训练集与测试集，训练集用来训练模型，测试集用来检测模型性能。代码如下： + +```python +from sklearn.model_selection import train_test_split +#划分训练集测试集，其中测试集样本数为整个数据集的20% +train_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666) +``` + +### 进行分类 + +然后我们再使用实现的决策树分类方法就可以对测试集数据进行分类： + +```python +predict = dt_clf(train_feature,train_label,test_feature) +predict +>>>array([1, 2, 1, 2, 0, 1, 1, 2, 1, 1, 1, 0, 0, 0, 2, 1, 0, 2, 2, 2, 1, 0,2, 0, 1, 1, 0, 1, 2, 2]) +``` + +再根据测试集标签，可以计算出正确率： + +```python +acc = np.mean(predict==test_label) +acc +>>>1.0 +``` + +可以看到，使用决策树对鸢尾花进行分类，正确率可以达到`100%` \ No newline at end of file diff --git a/Chapter7/README.md b/Chapter7/README.md new file mode 100644 index 0000000..04a3381 --- /dev/null +++ b/Chapter7/README.md @@ -0,0 +1,2 @@ +# 第七章 k-均值 + diff --git a/Chapter7/k-means.jpg b/Chapter7/k-means.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e2444f431c4ba40b846f2149d6e50da8416cd4f9 GIT binary patch literal 5890 zcmb_gXIPWlvJRqx(nJxrlz^h>Mi2#*5&{BJ6ckY)()9p_P$MmLP}&wZpdd}UG(`wV z4J9f;MT&%C2qd9IKzeABDD|wc-RF4EdG7PvANNPf_kA<7)|zi--goA~wX6Dkdqws_ zAP~Mw1{beGARHL*f1P_b`2O?lmp=@^IGC&hsDe+o~U+pBPi%jpqLZ{GQW=j8971_hp1n~ zafU^6V;~Fr==>1qQ5wfvod_7j?+-K=L_iP-aF7Bdup>=ybZW2Y+^*6EO>};7(JSnw{nS zu(~qSjO-C)Tv!g6(A-K)R}MKz-n2(9m`&6eO?<7hC8_YR?%m^ap_MFNSsH5{QCV4Rk>Dy#cgl(a=S|sNX5N=q z*YMukJ!{4+wh}#D>yiEEVMRSPHMP^U>F1>>3iC+am^IUcj0fj2 zMI||8-L{IPn7_ityBtdi1Ob|_uo5;^M~-iY?`J@qdv0~NnOJeInoaokRg}ZGRh@zA 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one_sample(ndarray):单个样本 + X(ndarray):所有样本 + output: + distances(ndarray):单个样本到所有样本的欧氏距离平方 + ''' + one_sample = one_sample.reshape(1, -1) + distances = np.power(np.tile(one_sample, (X.shape[0], 1)) - X, 2).sum(axis=1) + return distances + +# 从所有样本中随机选取k个样本作为初始的聚类中心 +def init_random_centroids(k,X): + ''' + input: + k(int):聚类簇的个数 + X(ndarray):所有样本 + output: + centroids(ndarray):k个簇的聚类中心 + ''' + n_samples, n_features = np.shape(X) + centroids = np.zeros((k, n_features)) + for i in range(k): + centroid = X[np.random.choice(range(n_samples))] + centroids[i] = centroid + return centroids + +# 返回距离该样本最近的一个中心索引[0, k) +def _closest_centroid(sample, centroids): + ''' + input: + sample(ndarray):单个样本 + centroids(ndarray):k个簇的聚类中心 + output: + closest_i(int):最近中心的索引 + ''' + distances = euclidean_distance(sample, centroids) + closest_i = np.argmin(distances) + return closest_i + +# 将所有样本进行归类，归类规则就是将该样本归类到与其最近的中心 +def create_clusters(k,centroids, X): + ''' + input: + k(int):聚类簇的个数 + centroids(ndarray):k个簇的聚类中心 + X(ndarray):所有样本 + output: + clusters(list):列表中有k个元素，每个元素保存相同簇的样本的索引 + ''' + clusters = [[] for _ in range(k)] + for sample_i, sample in enumerate(X): + centroid_i = _closest_centroid(sample, centroids) + clusters[centroid_i].append(sample_i) + return clusters + +# 对中心进行更新 +def update_centroids(k,clusters, X): + ''' + input: + k(int):聚类簇的个数 + X(ndarray):所有样本 + output: + centroids(ndarray):k个簇的聚类中心 + ''' + n_features = np.shape(X)[1] + centroids = np.zeros((k, n_features)) + for i, cluster in enumerate(clusters): + centroid = np.mean(X[cluster], axis=0) + centroids[i] = centroid + return centroids + +# 将所有样本进行归类，其所在的类别的索引就是其类别标签 +def get_cluster_labels(clusters, X): + ''' + input: + clusters(list):列表中有k个元素，每个元素保存相同簇的样本的索引 + X(ndarray):所有样本 + output: + y_pred(ndarray):所有样本的类别标签 + ''' + y_pred = np.zeros(np.shape(X)[0]) + for cluster_i, cluster in enumerate(clusters): + for sample_i in cluster: + y_pred[sample_i] = cluster_i + return y_pred + +# 对整个数据集X进行Kmeans聚类，返回其聚类的标签 +def predict(k,X,max_iterations,varepsilon): + ''' + input: + k(int):聚类簇的个数 + X(ndarray):所有样本 + max_iterations(int):最大训练轮数 + varepsilon(float):最小误差阈值 + output: + y_pred(ndarray):所有样本的类别标签 + ''' + # 从所有样本中随机选取k样本作为初始的聚类中心 + centroids = init_random_centroids(k,X) + # 迭代，直到算法收敛(上一次的聚类中心和这一次的聚类中心几乎重合)或者达到最大迭代次数 + for _ in range(max_iterations): + # 将所有进行归类，归类规则就是将该样本归类到与其最近的中心 + clusters = create_clusters(k,centroids, X) + former_centroids = centroids + # 计算新的聚类中心 + centroids = update_centroids(k,clusters, X) + # 如果聚类中心几乎没有变化，说明算法已经收敛，退出迭代 + diff = centroids - former_centroids + if diff.any() < varepsilon: + break + y_pred = get_cluster_labels(clusters, X) + return y_pred +``` + diff --git a/Chapter7/实战案例.md b/Chapter7/实战案例.md new file mode 100644 index 0000000..805fb56 --- /dev/null +++ b/Chapter7/实战案例.md @@ -0,0 +1,54 @@ +# 7.5:实战案例 + +### 鸢尾花数据 + +本次我们使用的仍然是鸢尾花数据，不过为了能够进行可视化我们只使用数据中的两个特征： + +```python +from sklearn.datasets import load_iris + +iris = load_iris() +x,y = iris.data,iris.target +x = x[:,2:] +``` + +可视化数据分布： + +```python +import matplotlib.pyplot as plt + +plt.scatter(x[:,0],x[:,1]) +plt.show() +``` + +可视化结果： + +![k-means](k-means.jpg) + +我们可以先根据数据的真实标签查看数据类别情况： + +```python +import matplotlib.pyplot as plt + +plt.scatter(x[:,0],x[:,1],c=y) +plt.show() +``` + +效果如下： + +![kmeans1](kmeans1.jpg) + +### 进行聚类 + +最后，使用我们实现的`k-means`方法对数据进行聚类并查看聚类效果： + +```python +predict = predict(3,x,500,0.0001) + +plt.scatter(x[:,0],x[:,1],c=predict) +plt.show() +``` + +![kmeans2](kmeans2.jpg) + +可以发现，使用实现的方法进行聚类的结果与真实情况非常吻合。 \ No newline at end of file diff --git a/Chapter8/Apriori算法原理.md b/Chapter8/Apriori算法原理.md new file mode 100644 index 0000000..a238983 --- /dev/null +++ b/Chapter8/Apriori算法原理.md @@ -0,0 +1,2 @@ +# 8.2:Apriori算法原理 + diff --git a/Chapter8/Apriori算法思想.md b/Chapter8/Apriori算法思想.md new file mode 100644 index 0000000..6866235 --- /dev/null +++ b/Chapter8/Apriori算法思想.md @@ -0,0 +1,2 @@ +# 8.1:Apriori算法思想 + diff --git a/Chapter8/Apriori算法流程.md b/Chapter8/Apriori算法流程.md new file mode 100644 index 0000000..96bf69f --- /dev/null +++ b/Chapter8/Apriori算法流程.md @@ -0,0 +1,2 @@ +# 8.3:Apriori算法流程 + diff --git a/Chapter8/README.md b/Chapter8/README.md new file mode 100644 index 0000000..e0d2340 --- /dev/null +++ b/Chapter8/README.md @@ -0,0 +1,2 @@ +# 第八章 Apriori + diff --git a/Chapter8/动手实现Apriori.md b/Chapter8/动手实现Apriori.md new file mode 100644 index 0000000..bd23f34 --- /dev/null +++ b/Chapter8/动手实现Apriori.md @@ -0,0 +1,2 @@ +# 8.4:动手实现Apriori + diff --git a/Chapter8/实战案例.md b/Chapter8/实战案例.md new file mode 100644 index 0000000..3efea26 --- /dev/null +++ b/Chapter8/实战案例.md @@ -0,0 +1,2 @@ +# 8.5:实战案例 + diff --git a/Chapter9/PageRank算法原理.md b/Chapter9/PageRank算法原理.md new file mode 100644 index 0000000..3a20a5f --- /dev/null +++ b/Chapter9/PageRank算法原理.md @@ -0,0 +1,2 @@ +# 9.2:PageRank算法原理 + diff --git a/Chapter9/PageRank算法思想.md b/Chapter9/PageRank算法思想.md new file mode 100644 index 0000000..e7ae11d --- /dev/null +++ b/Chapter9/PageRank算法思想.md @@ -0,0 +1,2 @@ +# 9.1:PageRank算法思想 + diff --git a/Chapter9/PageRank算法流程.md b/Chapter9/PageRank算法流程.md new file mode 100644 index 0000000..a88c963 --- /dev/null +++ b/Chapter9/PageRank算法流程.md @@ -0,0 +1,2 @@ +# 9.3:PageRank算法流程 + diff --git a/Chapter9/README.md b/Chapter9/README.md new file mode 100644 index 0000000..e254845 --- /dev/null +++ b/Chapter9/README.md @@ -0,0 +1,2 @@ +# 第九章 PageRank + diff --git a/Chapter9/动手实现PageRank.md b/Chapter9/动手实现PageRank.md new file mode 100644 index 0000000..9a2a57c --- /dev/null +++ b/Chapter9/动手实现PageRank.md @@ -0,0 +1,2 @@ +# 9.4:动手实现PageRank + diff --git a/Chapter9/实战案例.md b/Chapter9/实战案例.md new file mode 100644 index 0000000..e8a1fdb --- /dev/null +++ b/Chapter9/实战案例.md @@ -0,0 +1,2 @@ +# 9.5:实战案例 + diff --git a/README.md b/README.md new file mode 100644 index 0000000..171fad3 --- /dev/null +++ b/README.md @@ -0,0 +1,3 @@ + + + diff --git a/SUMMARY.md b/SUMMARY.md new file mode 100644 index 0000000..b9fae0a --- /dev/null +++ b/SUMMARY.md @@ -0,0 +1,64 @@ +# Summary + +* [前言](README.md) +* [第一章 绪论](Chapter1/README.md) + * [1.1:为什么要数据挖掘](Chapter1/数据挖掘简介.md) + * [1.2: 什么是数据挖掘](Chapter1/数据挖掘所用到的技术.md) + * [1.3:数据挖掘主要任务](Chapter1/数据挖掘的应用场景.md) +* [第二章 数据探索](Chapter2/README.md) + * [2.1:数据与属性](Chapter2/数据与属性.md) + * [2.2:数据的基本统计指标](Chapter2/数据的基本统计指标.md) + * [2.3:数据可视化](Chapter2/数据可视化.md) + * [2.4:相似性度量](Chapter2/相似性度量.md) +* [第三章 数据预处理](Chapter3/README.md) + * [3.1:为什么要数据预处理](Chapter3/为什么要数据预处理.md) + * [3.2:标准化](Chapter3/标准化.md) + * [3.3:非线性变换](Chapter3/非线性变换.md) + * [3.4:归一化](Chapter3/归一化.md) + * [3.5:离散值编码](Chapter3/离散值编码.md) + * [3.6:生成多项式特征](Chapter3/生成多项式特征.md) + * [3.7:估算缺失值](Chapter3/估算缺失值.md) +* [第四章 k-近邻](Chapter4/README.md) + * [4.1:k-近邻算法思想](Chapter4/k-近邻算法思想.md) + * [4.2:k-近邻算法原理](Chapter4/k-近邻算法原理.md) + * [4.3:k-近邻算法流程](Chapter4/k-近邻算法流程.md) + * [4.4:动手实现k-近邻](Chapter4/动手实现k-近邻.md) + * [4.5:实战案例](Chapter4/实战案例.md) +* [第五章 线性回归](Chapter5/README.md) + * [5.1:线性回归算法思想](Chapter5/线性回归算法思想.md) + * [5.2:线性回归算法原理](Chapter5/线性回归算法原理.md) + * [5.3:线性回归算法流程](Chapter5/线性回归算法流程.md) + * [5.4:动手实现线性回归](Chapter5/动手实现线性回归.md) + * [5.5:实战案例](Chapter5/实战案例.md) +* [第六章 决策树](Chapter6/README.md) + * [6.1:决策树算法思想](Chapter6/决策树算法思想.md) + * [6.2:决策树算法原理](Chapter6/决策树算法原理.md) + * [6.3:决策树算法流程](Chapter6/决策树算法流程.md) + * [6.4:动手实现决策树](Chapter6/动手实现决策树.md) + * [6.5:实战案例](Chapter6/实战案例.md) +* [第七章 k-均值](Chapter7/README.md) + * [7.1:k-均值算法思想](Chapter7/k-均值算法思想.md) + * [7.2:k-均值算法原理](Chapter7/k-均值算法原理.md) + * [7.3:k-均值算法流程](Chapter7/k-均值算法流程.md) + * [7.4:动手实现k-均值](Chapter7/动手实现k-均值.md) + * [7.5:实战案例](Chapter7/实战案例.md) +* [第八章 Apriori](Chapter8/README.md) + * [8.1:Apriori算法思想](Chapter8/Apriori算法思想.md) + * [8.2:Apriori算法原理](Chapter8/Apriori算法原理.md) + * [8.3:Apriori算法流程](Chapter8/Apriori算法流程.md) + * [8.4:动手实现Apriori](Chapter8/动手实现Apriori.md) + * [8.5:实战案例](Chapter8/实战案例.md) +* [第九章 PageRank](Chapter9/README.md) + * [9.1:PageRank算法思想](Chapter9/PageRank算法思想.md) + * [9.2:PageRank算法原理](Chapter9/PageRank算法原理.md) + * [9.3:PageRank算法流程](Chapter9/PageRank算法流程.md) + * [9.4:动手实现PageRank](Chapter9/动手实现PageRank.md) + * [9.5:实战案例](Chapter9/实战案例.md) +* [第十章 推荐系统](Chapter10/README.md) + * [10.1:推荐系统概述](Chapter10/推荐系统概述.md) + * [10.2:基于矩阵分解的协同过滤算法思想](Chapter10/基于矩阵分解的协同过滤算法思想.md) + * [10.3:基于矩阵分解的协同过滤算法原理](Chapter10/基于矩阵分解的协同过滤算法原理.md) + * [10.4:基于矩阵分解的协同过滤算法流程](Chapter10/基于矩阵分解的协同过滤算法流程.md) + * [10.5:动手实现基于矩阵分解的协同过滤](Chapter10/动手实现基于矩阵分解的协同过滤.md) + * [10.6:实战案例](Chapter10/实战案例.md) + diff --git a/_book/Chapter1/README.md b/_book/Chapter1/README.md new file mode 100644 index 0000000..cbd5bd5 --- /dev/null +++ b/_book/Chapter1/README.md @@ -0,0 +1,2 @@ +# 第一章 绪论 + diff --git a/_book/Chapter1/index.html b/_book/Chapter1/index.html new file mode 100644 index 0000000..6ff60f9 --- /dev/null +++ b/_book/Chapter1/index.html @@ -0,0 +1,1078 @@ + + + + + + + 第一章 绪论 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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          第十章 推荐系统

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            10.5:动手实现基于矩阵分解的协同过滤

            +
            # -*- coding: utf-8 -*-
+
+import numpy as np
+
+def recommend(userID,lr,alpha,d,n_iter,data):
+    '''
+    userID(int):推荐用户ID
+    lr(float):学习率
+    alpha(float):权重衰减系数
+    d(int):矩阵分解因子
+    n_iter(int):训练轮数
+    data(ndarray):电影评分表
+    ''' 
+    #获取用户数与电影数
+    m,n = data.shape 
+    #初始化参数  
+    x = np.random.uniform(0,1,(m,d))
+    w = np.random.uniform(0,1,(d,n))
+    #创建评分记录表，无评分记为0，有评分记为1
+    record = np.array(data>0,dtype=int)
+    #梯度下降，更新参数           
+    for i in range(n_iter):
+        x_grads = np.dot(np.multiply(record,np.dot(x,w)-data),w.T)
+        w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-data))
+        x = alpha*x - lr*x_grads
+        w = alpha*w - lr*w_grads
+    #预测
+    predict = np.dot(x,w)
+    #将用户未看过的电影分值从低到高进行排列
+    for i in range(n):
+        if record[userID-1][i] == 1 :
+            predict[userID-1][i] = 0 
+    recommend = np.argsort(predict[userID-1])
+    a = recommend[-1]
+    b = recommend[-2]
+    c = recommend[-3]
+    d = recommend[-4]
+    e = recommend[-5]
+    print('为用户%d推荐的电影为：\n1:%s\n2:%s\n3:%s\n4:%s\n5:%s。'\
+          %(userID,movies_df['title'][a],movies_df['title'][b],movies_df['title'][c],movies_df['title'][d],movies_df['title'][e]))
+
            + + +
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              + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter10/动手实现基于矩阵分解的协同过滤.md b/_book/Chapter10/动手实现基于矩阵分解的协同过滤.md new file mode 100644 index 0000000..6be9cc1 --- /dev/null +++ b/_book/Chapter10/动手实现基于矩阵分解的协同过滤.md @@ -0,0 +1,48 @@ +# 10.5:动手实现基于矩阵分解的协同过滤 + + +```python +# -*- coding: utf-8 -*- + +import numpy as np + +def recommend(userID,lr,alpha,d,n_iter,data): + ''' + userID(int):推荐用户ID + lr(float):学习率 + alpha(float):权重衰减系数 + d(int):矩阵分解因子 + n_iter(int):训练轮数 + data(ndarray):电影评分表 + ''' + #获取用户数与电影数 + m,n = data.shape + #初始化参数 + x = np.random.uniform(0,1,(m,d)) + w = np.random.uniform(0,1,(d,n)) + #创建评分记录表，无评分记为0，有评分记为1 + record = np.array(data>0,dtype=int) + #梯度下降，更新参数 + for i in range(n_iter): + x_grads = np.dot(np.multiply(record,np.dot(x,w)-data),w.T) + w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-data)) + x = alpha*x - lr*x_grads + w = alpha*w - lr*w_grads + #预测 + predict = np.dot(x,w) + #将用户未看过的电影分值从低到高进行排列 + for i in range(n): + if record[userID-1][i] == 1 : + predict[userID-1][i] = 0 + recommend = np.argsort(predict[userID-1]) + a = recommend[-1] + b = recommend[-2] + c = recommend[-3] + d = recommend[-4] + e = recommend[-5] + print('为用户%d推荐的电影为：\n1:%s\n2:%s\n3:%s\n4:%s\n5:%s。'\ + %(userID,movies_df['title'][a],movies_df['title'][b],movies_df['title'][c],movies_df['title'][d],movies_df['title'][e])) + + +``` + diff --git a/_book/Chapter10/基于矩阵分解的协同过滤算法原理.html b/_book/Chapter10/基于矩阵分解的协同过滤算法原理.html new file mode 100644 index 0000000..8d131f7 --- /dev/null +++ b/_book/Chapter10/基于矩阵分解的协同过滤算法原理.html @@ -0,0 +1,1131 @@ + + + + + + + 10.3:基于矩阵分解的协同过滤算法原理 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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              10.3:基于矩阵分解的协同过滤算法原理

              +

              将用户喜好矩阵与内容矩阵进行矩阵乘法就能得到用户对物品的预测结果，而我们的目的是预测结果与真实情况越接近越好。所以，我们将预测值与评分表中已评分部分的值构造平方差损失函数：

              +

              loss=12∑(i,j)∈r(i,j)=1(∑l=1dxilwlj−yij)2 +loss = \frac{1}{2}\sum\limits_{(i,j)\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})^2 +

              +

              其中：

              +
                +
              • i:第i个用户
                • +
              • j:第j个物品
                • +
              • d:第d种因素
                • +
              • x:用户喜好矩阵
                • +
              • w:内容矩阵
                • +
              • y:评分矩阵
                • +
              • r:评分记录矩阵，无评分记为0，有评分记为1。r(i,j)=1代表用户i对物品j进行过评分，r(i,j)=0代表用户i对物品j未进行过评分
                • +
              +

              损失函数python实现代码如下：

              +
              import numpy as np
+loss = np.mean(np.multiply((y-np.dot(x,w))**2,record))
+
              +

              其中，record为评分记录矩阵。

              +

              我们的目的就是最小化平方差损失函数，通常机器学习都是使用梯度下降的方法来最小化损失函数得到正确的参数。

              +

              对每个参数求得偏导如下：

              +

              ∂loss∂xik=∑j∈r(i,j)=1(∑l=1dxilwlj−yij)wkj +\frac{\partial loss}{\partial x_{ik}} = \sum\limits_{j\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})w_{kj} +

              +

              ∂loss∂wkj=∑i∈r(i,j)=1(∑l=1dxilwlj−yij)xik +\frac{\partial loss}{\partial w_{kj}} = \sum\limits_{i\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})x_{ik} +

              +

              则梯度为：

              +

              Δx=r.(xw−y)wT +\Delta x = r.(xw-y)w^T +

              +

              Δw=xT[(xw−y).r] +\Delta w = x^T[(xw-y).r] +

              +

              其中：

              +
              .表示点乘法，无则表示矩阵相乘
+上标T表示矩阵转置
+

              梯度python代码如下：

              +
              x_grads = np.dot(np.multiply(record,np.dot(x,w)-y),w.T)
+w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-y))
+
              +

              然后再进行梯度下降:

              +
              #梯度下降，更新参数
+for i in range(n_iter):
+    x_grads = np.dot(np.multiply(record,np.dot(x,w)-y),w.T)
+    w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-y))
+    x = alpha*x - lr*x_grads
+    w = alpha*w - lr*w_grads
+
              +

              其中：

              +
              n_iter:训练轮数
+lr:学习率
+alpha：权重衰减系数，用来防止过拟合
+
              + +
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                + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter10/基于矩阵分解的协同过滤算法原理.md b/_book/Chapter10/基于矩阵分解的协同过滤算法原理.md new file mode 100644 index 0000000..4c83f6a --- /dev/null +++ b/_book/Chapter10/基于矩阵分解的协同过滤算法原理.md @@ -0,0 +1,78 @@ +# 10.3:基于矩阵分解的协同过滤算法原理 + +将用户喜好矩阵与内容矩阵进行矩阵乘法就能得到用户对物品的预测结果，而我们的目的是预测结果与真实情况越接近越好。所以，我们将预测值与评分表中已评分部分的值构造平方差损失函数： + +$$ +loss = \frac{1}{2}\sum\limits_{(i,j)\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})^2 +$$ + +其中： + +- i:第i个用户 +- j:第j个物品 +- d:第d种因素 +- x:用户喜好矩阵 +- w:内容矩阵 +- y:评分矩阵 +- r:评分记录矩阵，无评分记为0，有评分记为1。r(i,j)=1代表用户i对物品j进行过评分，r(i,j)=0代表用户i对物品j未进行过评分 + +损失函数`python`实现代码如下： + +```python +import numpy as np +loss = np.mean(np.multiply((y-np.dot(x,w))**2,record)) +``` + +其中，`record`为评分记录矩阵。 + +我们的目的就是最小化平方差损失函数，通常机器学习都是使用梯度下降的方法来最小化损失函数得到正确的参数。 + + +对每个参数求得偏导如下： + +$$ +\frac{\partial loss}{\partial x_{ik}} = \sum\limits_{j\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})w_{kj} +$$ + +$$ +\frac{\partial loss}{\partial w_{kj}} = \sum\limits_{i\in r(i,j)=1}(\sum\limits_{l=1}^dx_{il}w_{lj}-y_{ij})x_{ik} +$$ + +则梯度为： + +$$ +\Delta x = r.(xw-y)w^T +$$ + +$$ +\Delta w = x^T[(xw-y).r] +$$ + +其中： + + .表示点乘法，无则表示矩阵相乘 + 上标T表示矩阵转置 + +梯度`python`代码如下： + +```python +x_grads = np.dot(np.multiply(record,np.dot(x,w)-y),w.T) +w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-y)) +``` + +然后再进行梯度下降: + +```python +#梯度下降，更新参数 +for i in range(n_iter): + x_grads = np.dot(np.multiply(record,np.dot(x,w)-y),w.T) + w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-y)) + x = alpha*x - lr*x_grads + w = alpha*w - lr*w_grads +``` + +其中： + + n_iter:训练轮数 + lr:学习率 + alpha：权重衰减系数，用来防止过拟合 diff --git a/_book/Chapter10/基于矩阵分解的协同过滤算法思想.html b/_book/Chapter10/基于矩阵分解的协同过滤算法思想.html new file mode 100644 index 0000000..47926fb --- /dev/null +++ b/_book/Chapter10/基于矩阵分解的协同过滤算法思想.html @@ -0,0 +1,1291 @@ + + + + + + + 10.2:基于矩阵分解的协同过滤算法思想 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                +
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                + +
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                10.2:基于矩阵分解的协同过滤算法思想

                +

                在推荐系统中，我们经常看到如下图的表格，表格中的数字代表用户对某个物品的评分，0代表未评分。我们希望能够预测目标用户对物品的评分，进而根据评分高低，将分高的物品推荐给用户。

                + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                y物品1物品2物品3物品4物品5
                用户155011
                用户250411
                用户310155
                用户411040
                +

                基于矩阵分解的协同过滤算法正好能解决这个问题。

                +

                基于矩阵分解的协同过滤算法通常都会构造如下图所示评分表y，这里我们以电影为例：

                + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                y电影1电影2电影3电影4电影5
                用户155011
                用户250411
                用户310155
                用户411040
                +

                我们认为，有很多因素会影响到用户给电影评分，如电影内容：感情戏，恐怖元素，动作成分，推理悬疑等等。假设我们现在想预测用户2对电影2的评分，用户2他很喜欢看动作片与推理悬疑，不喜欢看感情戏与恐怖的元素，而电影2只有少量的感情戏与恐怖元素，大部分都是动作与推理的剧情，则用户2对电影2评分可能很高，比如5分。

                +

                基于上面的设想，我们只要知道所有用户对电影内容各种元素喜欢程度与所有电影内容的成分，就能预测出所有用户对所有电影的评分了。 +若只考虑两种元素则用户喜好表与电影内容表如下：

                +

                用户喜好表x：

                + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                x因素1因素2
                用户150
                用户250
                用户305
                用户405
                +

                值越大代表用户越喜欢某种元素。

                +

                电影内容表：w:

                + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                w电影1电影2电影3电影4电影5
                因素10.91.00.990.10
                因素200.0101.00.9
                +

                值越大代表电影中某元素内容越多。

                +

                用户2对电影2评分为：5×1.0+0×0.01=5.05\times 1.0 +0\times 0.01 = 5.0

                +

                对于所有用户，我们可以将矩阵x与矩阵w相乘，得到所有用户对所有电影的预测评分如下表：

                + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                xw电影1电影2电影3电影4电影5
                用户14.55.04.950.50
                用户24.55.04.950.50
                用户300.05054.5
                用户400.05054.5
                +

                假设电影评分表y（为m行n列的矩阵）,我们考虑d种元素，则电影评分表可以分解为用户喜好表x（为m行d列的矩阵），与电影内容表w（为d行n列的矩阵）。其中d为超参数，大小由我们自己定。

                +

                基于矩阵分解的协同过滤算法思想为：一个用户评分矩阵可以分解为一个用户喜好矩阵与内容矩阵，我们只要能找出正确的用户喜好矩阵参数与内容矩阵参数（即表内的值），就能对用户评分进行预测，再根据预测结果对用户进行推荐。

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                  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter10/基于矩阵分解的协同过滤算法思想.md b/_book/Chapter10/基于矩阵分解的协同过滤算法思想.md new file mode 100644 index 0000000..8322cfd --- /dev/null +++ b/_book/Chapter10/基于矩阵分解的协同过滤算法思想.md @@ -0,0 +1,62 @@ +# 10.2:基于矩阵分解的协同过滤算法思想 + +在推荐系统中，我们经常看到如下图的表格，表格中的数字代表用户对某个物品的评分，`0`代表未评分。我们希望能够预测目标用户对物品的评分，进而根据评分高低，将分高的物品推荐给用户。 + +|y | 物品1| 物品2| 物品3| 物品4| 物品5| +| --- | --- | --- | --- | --- | --- | +| 用户1 | 5 | 5 | 0 | 1 | 1 | +| 用户2 | 5 | 0 | 4 | 1 | 1 | +| 用户3 | 1 | 0 | 1 | 5 | 5 | +| 用户4 | 1 | 1 | 0 | 4 | 0 | + +基于矩阵分解的协同过滤算法正好能解决这个问题。 + +基于矩阵分解的协同过滤算法通常都会构造如下图所示评分表`y`，这里我们以电影为例： + +|y | 电影1| 电影2| 电影3| 电影4| 电影5| +| --- | --- | --- | --- | --- | --- | +| 用户1 | 5 | 5 | 0 | 1 | 1 | +| 用户2 | 5 | 0 | 4 | 1 | 1 | +| 用户3 | 1 | 0 | 1 | 5 | 5 | +| 用户4 | 1 | 1 | 0 | 4 | 0 | + +我们认为，有很多因素会影响到用户给电影评分，如电影内容：感情戏，恐怖元素，动作成分，推理悬疑等等。假设我们现在想预测用户`2`对电影`2`的评分，用户`2`他很喜欢看动作片与推理悬疑，不喜欢看感情戏与恐怖的元素，而电影2只有少量的感情戏与恐怖元素，大部分都是动作与推理的剧情，则用户`2`对电影`2`评分可能很高，比如`5`分。 + +基于上面的设想，我们只要知道所有用户对电影内容各种元素喜欢程度与所有电影内容的成分，就能预测出所有用户对所有电影的评分了。 +若只考虑两种元素则用户喜好表与电影内容表如下： + +用户喜好表`x`： + +|x | 因素1| 因素2| +| --- | --- | --- | +| 用户1 | 5 | 0| +| 用户2 | 5 | 0 | +| 用户3 | 0| 5| +| 用户4 | 0| 5| + +值越大代表用户越喜欢某种元素。 + +电影内容表：`w`: + +|w| 电影1| 电影2| 电影3| 电影4| 电影5| +| --- | --- | --- | --- | --- | --- | +| 因素1 | 0.9| 1.0| 0.99 | 0.1 | 0| +| 因素2 | 0| 0.01 | 0| 1.0 | 0.9| + +值越大代表电影中某元素内容越多。 + +用户`2`对电影`2`评分为：$$5\times 1.0 +0\times 0.01 = 5.0$$ + +对于所有用户，我们可以将矩阵`x`与矩阵`w`相乘，得到所有用户对所有电影的预测评分如下表： + +|xw| 电影1| 电影2| 电影3| 电影4| 电影5| +| --- | --- | --- | --- | --- | --- | +| 用户1 | 4.5 | 5.0 | 4.95| 0.5| 0| +| 用户2 | 4.5 | 5.0 | 4.95| 0.5| 0| +| 用户3 | 0 | 0.05 | 0 | 5 | 4.5 | +| 用户4 | 0 | 0.05 | 0 | 5 | 4.5 | + +假设电影评分表`y`（为`m`行`n`列的矩阵）,我们考虑`d`种元素，则电影评分表可以分解为用户喜好表`x`（为`m`行`d`列的矩阵），与电影内容表`w`（为`d`行`n`列的矩阵）。其中`d`为超参数，大小由我们自己定。 + +基于矩阵分解的协同过滤算法思想为：**一个用户评分矩阵可以分解为一个用户喜好矩阵与内容矩阵，我们只要能找出正确的用户喜好矩阵参数与内容矩阵参数（即表内的值），就能对用户评分进行预测，再根据预测结果对用户进行推荐。** + diff --git a/_book/Chapter10/基于矩阵分解的协同过滤算法流程.html b/_book/Chapter10/基于矩阵分解的协同过滤算法流程.html new file mode 100644 index 0000000..8ade4c7 --- /dev/null +++ b/_book/Chapter10/基于矩阵分解的协同过滤算法流程.html @@ -0,0 +1,1085 @@ + + + + + + + 10.4:基于矩阵分解的协同过滤算法流程 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                  10.4:基于矩阵分解的协同过滤算法流程

                  +
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                  • 1.随机初始矩阵值
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                  • 2.构造损失函数，求得矩阵参数梯度
                    • +
                  • 3.进行梯度下降，更新矩阵参数值
                    • +
                  • 4.喜好矩阵与内容矩阵相乘得到预测评分
                    • +
                  • 5.根据预测评分进行推荐
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                    10.6:实战案例

                    +

                    电影评分数据

                    +

                    本次使用电影评分数据为672个用户对9123部电影的评分记录，部分数据如下：

                    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                    userIdmovieRowrating
                    1302.5
                    7303
                    31304
                    32304
                    +

                    其中：

                    +
                    userId：用户编号
+movieRow:电影编号
+rating:评分值
+

                    如:

                    +
                      +
                    • 第一行数据表示用户1对电影30评分为2.5分。
                      • +
                    • 第二行数据表示用户7对电影30评分为3分。
                      • +
                    +

                    然后，我们还有电影编号与电影名字对应的数据如下：

                    + + + + + + + + + + + + + + + + + + + + + + + + + +
                    movieRowtitle
                    0Toy Story (1995)
                    1Jumanji (1995)
                    2Grumpier Old Men (1995)
                    3Waiting to Exhale (1995)
                    +

                    其中：

                    +
                    movieRow：电影编号
+title：电影名称
+

                    数据下载连接 提取码：ve3v

                    +

                    构造用户-电影评分矩阵

                    +

                    大家已经知道，要使用基于矩阵分解的协同过滤算法，首先得有用户与电影评分的矩阵，而我们实际中的数据并不是以这样的形式保存，所以在使用算法前要先构造出用户-电影评分矩阵，python实现代码如下：

                    +
                    import numpy as np
+#获取用户数与电影数
+userNo = max(ratings_df['userId'])+1
+movieNo = max(ratings_df['movieRow'])+1
+
+#创建电影评分表
+rating = np.zeros((userNo,movieNo))
+for index,row in ratings_df.iterrows():
+    rating[int(row['userId']),int(row['movieRow'])]=row['rating']
+
                    +

                    构造出表格后，我们就能使用上一关实现的方法来对用户进行电影推荐了：

                    +
                    recommend(1,1e-4,0.999,20,100,rating)
+>>>
+为用户1推荐的电影为：
+1:Rumble Fish (1983)
+2:Aquamarine (2006)
+3:Stay Alive (2006)
+4:Betrayal, The (Nerakhoon) (2008)
+5:Midnight Express (1978)。
+
+recommend(666,1e-4,0.999,20,100,rating) 
+>>>
+为用户666推荐的电影为：
+1:Aquamarine (2006)
+2:It's a Boy Girl Thing (2006)
+3:Kill the Messenger (2014)
+4:Onion Field, The (1979)
+5:Wind Rises, The (Kaze tachinu) (2013)。
+
+recommend(555,1e-4,0.999,20,100,rating) 
+>>>
+为用户555推荐的电影为：
+1:Return from Witch Mountain (1978)
+2:Hitcher, The (2007)
+3:Betrayal, The (Nerakhoon) (2008)
+4:Listen to Me Marlon (2015)
+5:World of Tomorrow (2015)。
+
+recommend(88,1e-4,0.999,20,100,rating) 
+>>>
+为用户88推荐的电影为：
+1:Now, Voyager (1942)
+2:Betrayal, The (Nerakhoon) (2008)
+3:Aquamarine (2006)
+4:Post Grad (2009)
+5:Hitcher, The (2007)
+
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                      + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter10/实战案例.md b/_book/Chapter10/实战案例.md new file mode 100644 index 0000000..2638e3e --- /dev/null +++ b/_book/Chapter10/实战案例.md @@ -0,0 +1,103 @@ +# 10.6:实战案例 + +## 电影评分数据 + +本次使用电影评分数据为`672`个用户对`9123`部电影的评分记录，部分数据如下： + +|userId| movieRow |rating| +|--|--|--| +| 1 | 30 |2.5| +|7| 30 |3| +| 31 | 30 |4| +| 32 |30| 4| + + +其中： + + userId：用户编号 + movieRow:电影编号 + rating:评分值 + +如: + +- 第一行数据表示用户`1`对电影`30`评分为`2.5`分。 +- 第二行数据表示用户`7`对电影`30`评分为`3`分。 + +然后，我们还有电影编号与电影名字对应的数据如下： + +|movieRow|title| +|--|--| +| 0 | Toy Story (1995) | +|1| Jumanji (1995) | +| 2| Grumpier Old Men (1995) | +| 3|Waiting to Exhale (1995)| + +其中： + + movieRow：电影编号 + title：电影名称 + +[数据下载连接 提取码：ve3v](https://pan.baidu.com/s/1kPLXbkGxMXllXBiNg1yCMQ) + +## 构造用户-电影评分矩阵 + +大家已经知道，要使用基于矩阵分解的协同过滤算法，首先得有用户与电影评分的矩阵，而我们实际中的数据并不是以这样的形式保存，所以在使用算法前要先构造出用户-电影评分矩阵，`python`实现代码如下： + +```python +import numpy as np +#获取用户数与电影数 +userNo = max(ratings_df['userId'])+1 +movieNo = max(ratings_df['movieRow'])+1 + +#创建电影评分表 +rating = np.zeros((userNo,movieNo)) +for index,row in ratings_df.iterrows(): + rating[int(row['userId']),int(row['movieRow'])]=row['rating'] +``` + +构造出表格后，我们就能使用上一关实现的方法来对用户进行电影推荐了： + +```python +recommend(1,1e-4,0.999,20,100,rating) +>>> +为用户1推荐的电影为： +1:Rumble Fish (1983) +2:Aquamarine (2006) +3:Stay Alive (2006) +4:Betrayal, The (Nerakhoon) (2008) +5:Midnight Express (1978)。 + +recommend(666,1e-4,0.999,20,100,rating) +>>> +为用户666推荐的电影为： +1:Aquamarine (2006) +2:It's a Boy Girl Thing (2006) +3:Kill the Messenger (2014) +4:Onion Field, The (1979) +5:Wind Rises, The (Kaze tachinu) (2013)。 + +recommend(555,1e-4,0.999,20,100,rating) +>>> +为用户555推荐的电影为： +1:Return from Witch Mountain (1978) +2:Hitcher, The (2007) +3:Betrayal, The (Nerakhoon) (2008) +4:Listen to Me Marlon (2015) +5:World of Tomorrow (2015)。 + +recommend(88,1e-4,0.999,20,100,rating) +>>> +为用户88推荐的电影为： +1:Now, Voyager (1942) +2:Betrayal, The (Nerakhoon) (2008) +3:Aquamarine (2006) +4:Post Grad (2009) +5:Hitcher, The (2007) +``` + + + + + + + diff --git a/_book/Chapter10/推荐系统概述.html b/_book/Chapter10/推荐系统概述.html new file mode 100644 index 0000000..fdb97c3 --- /dev/null +++ b/_book/Chapter10/推荐系统概述.html @@ -0,0 +1,1078 @@ + + + + + + + 10.1:推荐系统概述 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                      10.1:推荐系统概述

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                        第二章 数据探索

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                              2.2:数据的基本统计指标

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                                  第三章 数据预处理

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                                    3.1:为什么要数据预处理

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                                    数据挖掘其实就是从数据中学习到规律，再将学习到的规律对未知的数据进行分析。数据的质量直接影响到模型学习的好坏，而我们最开始获取的数据其中绝大多数是“有毛病”的，不利于后期进行分析。所以我们在分析前需要进行数据的预处理。 +sklearn.preprocessing包提供了几个常用的函数和转换类型，用它们将一个原始的特征向量转化为一个更适于数据分析的表示形式。一般来说，学习算法收益于数据集的标准形式。如果数据中存在异常点，稳健的数据规范或转换是更适合的。

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                                      3.7:估算缺失值

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                                        3.4:归一化

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                                          3.2:标准化

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                                            3.6:生成多项式特征

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                                              3.5:离散值编码

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                                                3.3:非线性变换

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                                                  第四章 k-近邻

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                                                    4.2:k-近邻算法原理

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                                                    我们已经知道，如何判别一个样本属于哪个类型，主要是看离它最近的几个样本中哪个类型的数量最多，则该样本属于数量最多的类型。这里，存在两个问题：

                                                    +
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                                                    • 何为最近
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                                                    • 如果有两个类型的样本数一样且最多，那么最终该样本应该属于哪个类型
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                                                    距离度量

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                                                    关于何为最近，大家应该自然而然就会想到可以用两个样本之间的距离大小来衡量，我们常用的有两种距离：

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                                                    • 欧氏距离：欧氏距离是最容易直观理解的距离度量方法，我们小学、初中和高中接触到的两个点在空间中的距离一般都是指欧氏距离。
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                                                    欧氏距离

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                                                    二维平面上欧式距离计算公式：

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                                                    d12=(x1(1)−x1(2))2+(x2(1)−x2(2))2 d_{12} = \sqrt{(x^{(1)}_1-x^{(2)}_1)^2+(x^{(1)}_2-x^{(2)}_2)^2}

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                                                    n维平面上欧氏距离计算公式：

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                                                    d12=∑i=1n(xi(1)−xi(2))2 d_{12}=\sqrt{\sum\limits_{i=1}^n(x^{(1)}_i-x^{(2)}_i)^2}

                                                    +
                                                      +
                                                    • 曼哈顿距离：顾名思义，在曼哈顿街区要从一个十字路口开车到另一个十字路口，驾驶距离显然不是两点间的直线距离。这个实际驾驶距离就是“曼哈顿距离”。曼哈顿距离也称为“城市街区距离”。
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                                                    曼哈顿距离

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                                                    二维平面上曼哈顿距离计算公式：

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                                                    d12=∣x1(1)−x1(2)∣+∣x2(1)−x2(2)∣ d_{12}=|x^{(1)}_1-x^{(2)}_1|+|x^{(1)}_2-x^{(2)}_2|

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                                                    n维平面上曼哈顿计算公式：

                                                    +

                                                    d12=∑i=1n∣xi(1)−xi(2)∣ d_{12}=\sum\limits_{i=1}^n|x^{(1)}_i-x^{(2)}_i|

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                                                    加权投票

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                                                    knn算法最后决定样本属于哪个类别，其实好比就是在投票，哪个类别票数多，则该样本属于哪个类别。而如果出现票数相同的情况，我们可以给每一票加上一个权重，用来表示每一票的重要性，这样就可以解决票数相同的问题了。很明显，距离越近的样本所投的一票应该越重要，此时我们可以将距离的倒数作为权重赋予每一票。

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                                                    如上图，虽然蓝色正方形与红色三角形数量一样，但是根据加权投票的规则，绿色的圆应该属于蓝色正方形这个类别。

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                                                      4.1:k-近邻算法思想

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                                                      k-近邻（k-nearest neighbor ,knn）是一种分类与回归的方法。我们这里只讨论用来分类的knn。所谓k最近邻，就是k个最近的邻居的意思，说的是每个样本都可以用它最近的k个邻居来代表。

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                                                      knn算法的核心思想是如果一个样本在特征空间中的k个最相邻的样本中的大多数属于某一个类别，则该样本也属于这个类别，并具有这个类别上样本的特性。该方法在确定分类决策上只依据最邻近的一个或者几个样本的类别来决定待分样本所属的类别。knn方法在类别决策时，只与极少量的相邻样本有关。

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                                                      如上图，当k=3时离绿色的圆最近的三个样本中，有两个红色的三角形，一个蓝色的正方形，则此时绿色的圆应该分为红色的三角形这一类。而当k=5时，离绿色的圆最近的五个样本中，有两个红色的三角形，三个蓝色的正方形，则此时绿色的圆应该分为蓝色的正方形这一类。

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                                                      用一句话来总结knn算法的思想就是近朱者赤近墨者黑。

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                                                        4.3:k-近邻算法流程

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                                                        knn算法不需要训练模型，只是根据离样本最近的几个样本类型来判别该样本类型，所以流程非常简单：

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                                                        • 1.计算出新样本与每一个样本的距离
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                                                        • 2.找出距离最近的k个样本
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                                                        • 3.根据加权投票规则得到新样本的类别
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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

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                                                          4.4:动手实现k-近邻

                                                          +

                                                          knn算法实现python代码如下：

                                                          +
                                                          #encoding=utf8
+import numpy as np
+
+def knn_clf(k,train_feature,train_label,test_feature):
+    '''
+    input:
+        k(int):最近邻样本个数
+        train_feature(ndarray):训练样本特征
+        train_label(ndarray):训练样本标签
+        test_feature(ndarray):测试样本特征
+    output:
+        predict(ndarray):测试样本预测标签
+    '''
+    #初始化预测结果
+    predict = np.zeros(test_feature.shape[0],).astype('int')
+    #对测试集每一个样本进行遍历
+    for i in range(test_feature.shape[0]):
+        #测试集第i个样本到训练集每一个样本的距离
+        distance = np.sqrt(np.power(np.tile(test_feature[i],(train_feature.shape[0],1))-train_feature,2).sum(axis=1))
+        #最近的k个样本的距离
+        distance_k = np.sort(distance)[:k]
+        #最近的k个样本的索引
+        nearest = np.argsort(distance)[:k]
+        #最近的k个样本的标签
+        topK = [train_label[i] for i in nearest]
+        #初始化进行投票的字典，字典的键为标签，值为投票分数
+        votes = {}
+        #初始化最大票数
+        max_count = 0
+        #进行投票
+        for j,label in enumerate(topK):
+            #如果标签在字典的键中则投票计分
+            if label in votes.keys():
+                votes[label] += 1/(distance_k[j]+1e-10)#防止分母为0
+                #如果评分最高则将预测值更新为对应标签
+                if votes[label] > max_count:
+                    max_count = votes[label]
+                    predict[i] = label
+            #如果标签不在字典中则将标签加入字典的键，同时计入相应的分数
+            else:
+                votes[label] = 1/(distance_k[j]+1e-10)
+                if votes[label] > max_count:
+                    max_count = votes[label]
+                    predict[i] = label
+    return predict
+
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                                                            + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter4/动手实现k-近邻.md b/_book/Chapter4/动手实现k-近邻.md new file mode 100644 index 0000000..7e4afff --- /dev/null +++ b/_book/Chapter4/动手实现k-近邻.md @@ -0,0 +1,52 @@ +# 4.4:动手实现k-近邻 + +`knn`算法实现`python`代码如下： + +```python +#encoding=utf8 +import numpy as np + +def knn_clf(k,train_feature,train_label,test_feature): + ''' + input: + k(int):最近邻样本个数 + train_feature(ndarray):训练样本特征 + train_label(ndarray):训练样本标签 + test_feature(ndarray):测试样本特征 + output: + predict(ndarray):测试样本预测标签 + ''' + #初始化预测结果 + predict = np.zeros(test_feature.shape[0],).astype('int') + #对测试集每一个样本进行遍历 + for i in range(test_feature.shape[0]): + #测试集第i个样本到训练集每一个样本的距离 + distance = np.sqrt(np.power(np.tile(test_feature[i],(train_feature.shape[0],1))-train_feature,2).sum(axis=1)) + #最近的k个样本的距离 + distance_k = np.sort(distance)[:k] + #最近的k个样本的索引 + nearest = np.argsort(distance)[:k] + #最近的k个样本的标签 + topK = [train_label[i] for i in nearest] + #初始化进行投票的字典，字典的键为标签，值为投票分数 + votes = {} + #初始化最大票数 + max_count = 0 + #进行投票 + for j,label in enumerate(topK): + #如果标签在字典的键中则投票计分 + if label in votes.keys(): + votes[label] += 1/(distance_k[j]+1e-10)#防止分母为0 + #如果评分最高则将预测值更新为对应标签 + if votes[label] > max_count: + max_count = votes[label] + predict[i] = label + #如果标签不在字典中则将标签加入字典的键，同时计入相应的分数 + else: + votes[label] = 1/(distance_k[j]+1e-10) + if votes[label] > max_count: + max_count = votes[label] + predict[i] = label + return predict +``` + diff --git a/_book/Chapter4/实战案例.html b/_book/Chapter4/实战案例.html new file mode 100644 index 0000000..59eb1d3 --- /dev/null +++ b/_book/Chapter4/实战案例.html @@ -0,0 +1,1127 @@ + + + + + + + 4.5:实战案例 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                                                            4.5:实战案例

                                                            +

                                                            手写数字数据

                                                            +

                                                            手写数字数据集一共有1797个样本，每个样本有64个特征。每个特征的值为0-255之间的像素，我们的任务就是根据这64个特征值识别出该数字属于0-9十个类别中的哪一个。

                                                            +

                                                            我们可以使用sklearn直接对数据进行加载，代码如下：

                                                            +
                                                            from sklearn.datasets import load_digits
+#加载手写数字数据集
+digits = load_digits()
+#获取数据特征与标签
+x,y = digits .data,digits .target
+
                                                            +

                                                            当然，每一个样本就是一个数字，我们可以把它还原为8x8的大小进行查看：

                                                            +
                                                            import matplotlib.pyplot as plt
+
+img = x[0].reshape(8,8)
+plt.imshow(img)
+
                                                            +

                                                            knn

                                                            +

                                                            然后我们划分出训练集与测试集，训练集用来训练模型，测试集用来检测模型性能。代码如下：

                                                            +
                                                            from sklearn.model_selection import train_test_split
+#划分训练集测试集，其中测试集样本数为整个数据集的20%
+train_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666)
+
                                                            +

                                                            进行识别

                                                            +

                                                            接下来就只需要调用之前实现的knn_clf方法就可以对测试集的手写数字进行识别了：

                                                            +
                                                            predict = knn_clf(3,train_feature,train_label,test_feature)
+predict
+>>>array([1, 5, 0, 7, 1, 0, 6, 1, 5, 4, 9, 2, 7, 8, 4, 6, 9, 3, 7, 4, 7, 1,
+       8, 6, 0, 9, 6, 1, 3, 7, 5, 9, 8, 3, 2, 8, 8, 1, 1, 0, 7, 9, 0, 0,
+       8, 7, 2, 7, 4, 3, 4, 3, 4, 0, 4, 7, 0, 5, 5, 5, 2, 1, 7, 0, 5, 1,
+       8, 3, 3, 4, 0, 3, 7, 4, 3, 4, 2, 9, 7, 3, 2, 5, 3, 4, 1, 5, 5, 2,
+       9, 2, 2, 2, 2, 7, 0, 8, 1, 7, 4, 2, 3, 8, 2, 3, 3, 0, 2, 9, 9, 2,
+       3, 2, 8, 1, 1, 9, 1, 2, 0, 4, 8, 5, 4, 4, 7, 6, 7, 6, 6, 1, 7, 5,
+       6, 3, 8, 3, 7, 1, 8, 5, 3, 4, 7, 8, 5, 0, 6, 0, 6, 3, 7, 6, 5, 6,
+       2, 2, 2, 3, 0, 7, 6, 5, 6, 4, 1, 0, 6, 0, 6, 4, 0, 9, 3, 8, 1, 2,
+       3, 1, 9, 0, 7, 6, 2, 9, 3, 5, 3, 4, 6, 3, 3, 7, 4, 9, 2, 7, 6, 1,
+       6, 8, 4, 0, 3, 1, 0, 9, 9, 9, 0, 1, 8, 6, 8, 0, 9, 5, 9, 8, 2, 3,
+       5, 3, 0, 8, 7, 4, 0, 3, 3, 3, 6, 3, 3, 2, 9, 1, 6, 9, 0, 4, 2, 2,
+       7, 9, 1, 6, 7, 6, 3, 9, 1, 9, 3, 4, 0, 6, 4, 8, 5, 3, 6, 3, 1, 4,
+       0, 4, 4, 8, 7, 9, 1, 5, 2, 7, 0, 9, 0, 4, 4, 0, 1, 0, 6, 4, 2, 8,
+       5, 0, 2, 6, 0, 1, 8, 2, 0, 9, 5, 6, 2, 0, 5, 0, 9, 1, 4, 7, 1, 7,
+       0, 6, 6, 8, 0, 2, 2, 6, 9, 9, 7, 5, 1, 7, 6, 4, 6, 1, 9, 4, 7, 1,
+       3, 7, 8, 1, 6, 9, 8, 3, 2, 4, 8, 7, 5, 5, 6, 9, 9, 8, 5, 0, 0, 4,
+       9, 3, 0, 4, 9, 4, 2, 5])
+
                                                            +

                                                            再根据测试集标签即真实分类结果，计算出正确率：

                                                            +
                                                            acc = np.mean(predict==test_label)
+acc
+>>>0.994
+
                                                            +

                                                            可以看到，使用knn对手写数字进行识别，正确率能达到99%以上。

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                                                              + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter4/实战案例.md b/_book/Chapter4/实战案例.md new file mode 100644 index 0000000..a3258bd --- /dev/null +++ b/_book/Chapter4/实战案例.md @@ -0,0 +1,71 @@ +# 4.5:实战案例 + +### 手写数字数据 + +手写数字数据集一共有`1797`个样本，每个样本有`64`个特征。每个特征的值为`0-255`之间的像素，我们的任务就是根据这`64`个特征值识别出该数字属于`0-9`十个类别中的哪一个。 + +我们可以使用`sklearn`直接对数据进行加载，代码如下： + +```python +from sklearn.datasets import load_digits +#加载手写数字数据集 +digits = load_digits() +#获取数据特征与标签 +x,y = digits .data,digits .target +``` + +当然，每一个样本就是一个数字，我们可以把它还原为`8x8`的大小进行查看： + +```python +import matplotlib.pyplot as plt + +img = x[0].reshape(8,8) +plt.imshow(img) +``` + +![knn](knn.jpg) + + +然后我们划分出训练集与测试集，训练集用来训练模型，测试集用来检测模型性能。代码如下： + +```python +from sklearn.model_selection import train_test_split +#划分训练集测试集，其中测试集样本数为整个数据集的20% +train_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666) +``` + +### 进行识别 + +接下来就只需要调用之前实现的`knn_clf`方法就可以对测试集的手写数字进行识别了： + +```python +predict = knn_clf(3,train_feature,train_label,test_feature) +predict +>>>array([1, 5, 0, 7, 1, 0, 6, 1, 5, 4, 9, 2, 7, 8, 4, 6, 9, 3, 7, 4, 7, 1, + 8, 6, 0, 9, 6, 1, 3, 7, 5, 9, 8, 3, 2, 8, 8, 1, 1, 0, 7, 9, 0, 0, + 8, 7, 2, 7, 4, 3, 4, 3, 4, 0, 4, 7, 0, 5, 5, 5, 2, 1, 7, 0, 5, 1, + 8, 3, 3, 4, 0, 3, 7, 4, 3, 4, 2, 9, 7, 3, 2, 5, 3, 4, 1, 5, 5, 2, + 9, 2, 2, 2, 2, 7, 0, 8, 1, 7, 4, 2, 3, 8, 2, 3, 3, 0, 2, 9, 9, 2, + 3, 2, 8, 1, 1, 9, 1, 2, 0, 4, 8, 5, 4, 4, 7, 6, 7, 6, 6, 1, 7, 5, + 6, 3, 8, 3, 7, 1, 8, 5, 3, 4, 7, 8, 5, 0, 6, 0, 6, 3, 7, 6, 5, 6, + 2, 2, 2, 3, 0, 7, 6, 5, 6, 4, 1, 0, 6, 0, 6, 4, 0, 9, 3, 8, 1, 2, + 3, 1, 9, 0, 7, 6, 2, 9, 3, 5, 3, 4, 6, 3, 3, 7, 4, 9, 2, 7, 6, 1, + 6, 8, 4, 0, 3, 1, 0, 9, 9, 9, 0, 1, 8, 6, 8, 0, 9, 5, 9, 8, 2, 3, + 5, 3, 0, 8, 7, 4, 0, 3, 3, 3, 6, 3, 3, 2, 9, 1, 6, 9, 0, 4, 2, 2, + 7, 9, 1, 6, 7, 6, 3, 9, 1, 9, 3, 4, 0, 6, 4, 8, 5, 3, 6, 3, 1, 4, + 0, 4, 4, 8, 7, 9, 1, 5, 2, 7, 0, 9, 0, 4, 4, 0, 1, 0, 6, 4, 2, 8, + 5, 0, 2, 6, 0, 1, 8, 2, 0, 9, 5, 6, 2, 0, 5, 0, 9, 1, 4, 7, 1, 7, + 0, 6, 6, 8, 0, 2, 2, 6, 9, 9, 7, 5, 1, 7, 6, 4, 6, 1, 9, 4, 7, 1, + 3, 7, 8, 1, 6, 9, 8, 3, 2, 4, 8, 7, 5, 5, 6, 9, 9, 8, 5, 0, 0, 4, + 9, 3, 0, 4, 9, 4, 2, 5]) +``` + +再根据测试集标签即真实分类结果，计算出正确率： + +```python +acc = np.mean(predict==test_label) +acc +>>>0.994 +``` + +可以看到，使用`knn`对手写数字进行识别，正确率能达到`99%`以上。 \ No newline at end of file diff --git a/_book/Chapter5/README.md b/_book/Chapter5/README.md new file mode 100644 index 0000000..45a7fb8 --- /dev/null +++ b/_book/Chapter5/README.md @@ -0,0 +1,2 @@ +# 第五章 线性回归 + diff --git a/_book/Chapter5/index.html b/_book/Chapter5/index.html new file mode 100644 index 0000000..be0f149 --- /dev/null +++ b/_book/Chapter5/index.html @@ -0,0 +1,1078 @@ + + + + + + + 第五章 线性回归 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                                                              第五章 线性回归

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zJ2gN9ykD!Al`ZfV1SXzZ%e4)7qJptz;(faabYgsNOp?n(aE=S}P73J31jQRWqblE1i9Y9n0!EZzy4_ z2YQ0!f2o-Mudsa&gl(4+GoR`c^;p+lr_^sjy_R{Si#Xnw{v1h}9c3KMP_}dh%ajb~ z#sqK+?-Vp&eTY8s+q!7qWl^1wh;rd>?2U!Hpq*W@ZPA9U-l2*;i({<5O8V$gFpd;z z%2iLneB2QQRcM@*Fx0J>HF{xRoFL9MlcAmeMx=(E%QQNwSD`sd#=bj_!&5;-a7!;k zNI!54U()b)*>A<-tgj*!HKaGXGlH_9C|G|O&cV1&ooR0lUGk&f*5zzf#_>XR(8fT0fawAttv_2E3 PUPu&WRb|SgO+Nk~D^Px{ literal 0 HcmV?d00001 diff --git a/_book/Chapter5/动手实现线性回归.html b/_book/Chapter5/动手实现线性回归.html new file mode 100644 index 0000000..4210bc2 --- /dev/null +++ b/_book/Chapter5/动手实现线性回归.html @@ -0,0 +1,1101 @@ + + + + + + + 5.4:动手实现线性回归 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                                                                5.4:动手实现线性回归

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                                                                线性回归python实现代码如下：

                                                                +
                                                                #encoding=utf8
+import numpy as np
+
+def lr(train_feature,train_label,test_feature):
+    '''
+    input:
+        train_feature(ndarray):训练样本特征
+        train_label(ndarray):训练样本标签
+        test_feature(ndarray):测试样本特征
+    output:
+        predict(ndarray):测试样本预测标签
+    '''
+    #将x0=1加入训练数据
+    train_x = np.hstack([np.ones((len(train_feature),1)),train_feature])
+    #使用正规方程解求得参数
+    theta =np.linalg.inv(train_x.T.dot(train_x)).dot(train_x.T).dot(train_label)
+    #将x0=1加入测试数据
+    test_x = np.hstack([np.ones((len(test_feature),1)),test_feature])
+    #求得测试集预测标签    
+    predict = test_x.dot(theta)
+    return predict
+
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                                                                  5.5:实战案例

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                                                                  波士顿房价数据

                                                                  +

                                                                  波士顿房价数据集共有506条房价数据，每条数据包括对指定房屋的13项数值型特征和目标房价组成。我们需要通过数据特征来对目标房价进行预测。

                                                                  +

                                                                  数据集中部分数据与标签如下图所示：

                                                                  +

                                                                  lr3

                                                                  +

                                                                  lr4

                                                                  +

                                                                  sklearn中已经提供了波士顿房价数据集的相关接口，想要使用该数据集可以使用如下代码：

                                                                  +
                                                                  from sklearn import datasets
+#加载波士顿房价数据集
+boston = datasets.load_boston()
+#X表示特征，y表示目标房价
+x = boston.data
+y = boston.target
+
                                                                  +

                                                                  然后再对数据集进行划分：

                                                                  +
                                                                  from sklearn.model_selection import train_test_split
+#划分训练集测试集，所有样本的20%作为测试集
+train_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666)
+
                                                                  +

                                                                  进行预测

                                                                  +

                                                                  同样的只需要调用之前实现线性回归方法就可以对测试集的波士顿房价数据进行预测了：

                                                                  +
                                                                  predict = lr(train_feature,train_label,test_feature)
+>>>predict
+array([27.14328365, 23.03653632, 27.00098113, 34.67246356, 22.9249281 ,
+       21.27666411, 15.67682012, 23.71041177, 24.9170328 , 18.94485146,
+        4.21475157, 24.91145159, 20.98995302, 18.43508891, 24.17666486,
+       26.84239278, 27.83397467, 13.52699359, 18.45498398, 28.42388411,
+       30.59256907, 13.41724252,  8.12085396, 35.51572129, 25.67615918,
+       17.16601994, 20.37433719, 13.09756854, 34.29369038, 23.73452722,
+       39.80575322,  8.23996654, 24.79976309, 17.93534789, 23.166615  ,
+       19.77561659, 35.15958711, 35.62614752, 21.48402467, 13.53651885,
+       23.8764859 , 22.76090085, 27.69433621, 18.25312903, 28.24166439,
+       11.37889658, 27.10532052, 32.76787747, 29.42762069, 24.90135914,
+       27.29432351, 33.19296658, 26.14048342, 23.62626694, 27.59078519,
+       20.00241919, 14.46427082, 20.0119397 , 19.81015781, 13.93309224,
+       20.96227953, 25.93383085, 30.17587814, 18.06438076, 12.03215906,
+       11.3801673 , 26.81093528, 22.56148123, 22.95599483, 25.79865129,
+       10.10532755, 33.63114297, 17.81932257, 17.21896388, 39.33351986,
+       14.91994896, 18.19524145, 24.94373123, 20.09101825, 31.48389087,
+       32.8430831 , 23.95919903,  9.77345135, 31.55307878, 30.55370904,
+       23.20332797, 21.90050123, 13.5557125 , 18.27957707, 25.0240593 ,
+       19.54159097, 36.39430746, 24.02473259, 33.08973723, 21.71311184,
+       17.37919862, 26.67885309, 27.42896672, 13.1943355 ,  0.57642556,
+       19.69396665, 14.18869608])
+
                                                                  +

                                                                  衡量线性回归的性能指标

                                                                  +

                                                                  对于分类问题，我们可以使用正确率来衡量模型的性能好坏，很明显，回归问题并不能使用正确率来衡量，那么，回归问题可以使用哪些指标用来评估呢？

                                                                  +

                                                                  MSE

                                                                  +

                                                                  MSE （Mean Squared Error）叫做均方误差,公式如下：

                                                                  +

                                                                  mse=1m∑i=1m(y(i)−p(i))2 +mse = \frac{1}{m}\sum\limits_{i=1}^m(y^{(i)}-p^{(i)})^2 +

                                                                  +

                                                                  其中yi表示第i个样本的真实标签，pi表示第i个样本的预测标签。线性回归的目的就是让损失函数最小。那么，模型训练出来了，我们再测试集上用损失函数来评估也是可以的。

                                                                  +

                                                                  RMSE

                                                                  +

                                                                  RMSE（Root Mean Squard Error）均方根误差，公式如下：

                                                                  +

                                                                  rmse=1m∑i=1m(y(i)−p(i))2 +rmse = \sqrt{\frac{1}{m}\sum\limits_{i=1}^m(y^{(i)}-p^{(i)})^2} +

                                                                  +

                                                                  RMSE其实就是MSE开个根号。有什么意义呢？其实实质是一样的。只不过用于数据更好的描述。

                                                                  +

                                                                  例如：要做房价预测，每平方是万元，我们预测结果也是万元。那么差值的平方单位应该是千万级别的。那我们不太好描述自己做的模型效果。怎么说呢？我们的模型误差是多少千万？于是干脆就开个根号就好了。我们误差的结果就跟我们数据是一个级别的了，在描述模型的时候就说，我们模型的误差是多少万元。

                                                                  +
                                                                  MAE
                                                                  +

                                                                  MAE(平均绝对误差)，公式如下：

                                                                  +

                                                                  mae=1m∑i=1m∣y(i)−p(i)∣ +mae = \frac{1}{m}\sum\limits_{i=1}^m|y^{(i)}-p^{(i)}| +

                                                                  +

                                                                  MAE虽然不作为损失函数，确是一个非常直观的评估指标，它表示每个样本的预测标签值与真实标签值的L1距离。

                                                                  +
                                                                  R-Squared
                                                                  +

                                                                  上面的几种衡量标准针对不同的模型会有不同的值。比如说预测房价 那么误差单位就是万元。数子可能是3，4，5之类的。那么预测身高就可能是0.1，0.6之类的。没有什么可读性，到底多少才算好呢？不知道，那要根据模型的应用场景来。 看看分类算法的衡量标准就是正确率，而正确率又在0～1之间，最高百分之百。最低0。那么线性回归有没有这样的衡量标准呢？R-Squared就是这么一个指标，公式如下：

                                                                  +

                                                                  R2=1−∑i=1m(p(i)−y(i))2∑i=1m(ymean(i)−y(i))2 +R^2=1-\frac{\sum\limits_{i=1}^m(p^{(i)}-y^{(i)})^2}{\sum\limits_{i=1}^m(y_{mean}^{(i)}-y^{(i)})^2} +

                                                                  +

                                                                  为什么这个指标会有刚刚我们提到的性能呢？我们分析下公式：

                                                                  +

                                                                  lr5

                                                                  +

                                                                  其实分子表示的是模型预测时产生的误差，分母表示的是对任意样本都预测为所有标签均值时产生的误差，由此可知：

                                                                  +
                                                                    +
                                                                  • 1.当我们的模型不犯任何错误时，取最大值1。
                                                                    • +
                                                                  • 2.当我们的模型性能跟基模型性能相同时，取0。
                                                                    • +
                                                                  • 3.如果为负数，则说明我们训练出来的模型还不如基准模型，此时，很有可能我们的数据不存在任何线性关系。
                                                                    • +
                                                                  +

                                                                  其中，基准模型值的随机瞎猜的模型。

                                                                  +

                                                                  这里使用python实现了MSE，R-Squared方法，代码如下：

                                                                  +
                                                                  import numpy as np
+
+#mse
+def mse_score(y_predict,y_test):
+    mse = np.mean((y_predict-y_test)**2)
+    return mse
+#r2
+def r2_score(y_predict,y_test):
+    '''
+    input:y_predict(ndarray):预测值
+          y_test(ndarray):真实值
+    output:r2(float):r2值
+    '''
+    r2 = 1 - mse_score(y_predict,y_test)/np.var(y_test)
+    return r2
+

                                                                  我们可以根据求得的预测值，计算出MSE值与R-Squared值:

                                                                  +
                                                                  mse = mse_score(predict,test_label)
+mse
+>>>27.22
+r2 = r2_score(predict,test_label)
+r2
+>>>0.63
+
                                                                  + + +
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                                                                    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter5/实战案例.md b/_book/Chapter5/实战案例.md new file mode 100644 index 0000000..a8ef720 --- /dev/null +++ b/_book/Chapter5/实战案例.md @@ -0,0 +1,149 @@ +# 5.5:实战案例 + +### 波士顿房价数据 + +波士顿房价数据集共有`506`条房价数据，每条数据包括对指定房屋的`13`项数值型特征和目标房价组成。我们需要通过数据特征来对目标房价进行预测。 + +数据集中部分数据与标签如下图所示： + +![lr3](lr3.jpg) + +![lr4](lr4.jpg) + +`sklearn`中已经提供了波士顿房价数据集的相关接口，想要使用该数据集可以使用如下代码： + +```python +from sklearn import datasets +#加载波士顿房价数据集 +boston = datasets.load_boston() +#X表示特征，y表示目标房价 +x = boston.data +y = boston.target +``` + +然后再对数据集进行划分： + +```python +from sklearn.model_selection import train_test_split +#划分训练集测试集，所有样本的20%作为测试集 +train_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666) +``` + +### 进行预测 + +同样的只需要调用之前实现线性回归方法就可以对测试集的波士顿房价数据进行预测了： + +```python +predict = lr(train_feature,train_label,test_feature) +>>>predict +array([27.14328365, 23.03653632, 27.00098113, 34.67246356, 22.9249281 , + 21.27666411, 15.67682012, 23.71041177, 24.9170328 , 18.94485146, + 4.21475157, 24.91145159, 20.98995302, 18.43508891, 24.17666486, + 26.84239278, 27.83397467, 13.52699359, 18.45498398, 28.42388411, + 30.59256907, 13.41724252, 8.12085396, 35.51572129, 25.67615918, + 17.16601994, 20.37433719, 13.09756854, 34.29369038, 23.73452722, + 39.80575322, 8.23996654, 24.79976309, 17.93534789, 23.166615 , + 19.77561659, 35.15958711, 35.62614752, 21.48402467, 13.53651885, + 23.8764859 , 22.76090085, 27.69433621, 18.25312903, 28.24166439, + 11.37889658, 27.10532052, 32.76787747, 29.42762069, 24.90135914, + 27.29432351, 33.19296658, 26.14048342, 23.62626694, 27.59078519, + 20.00241919, 14.46427082, 20.0119397 , 19.81015781, 13.93309224, + 20.96227953, 25.93383085, 30.17587814, 18.06438076, 12.03215906, + 11.3801673 , 26.81093528, 22.56148123, 22.95599483, 25.79865129, + 10.10532755, 33.63114297, 17.81932257, 17.21896388, 39.33351986, + 14.91994896, 18.19524145, 24.94373123, 20.09101825, 31.48389087, + 32.8430831 , 23.95919903, 9.77345135, 31.55307878, 30.55370904, + 23.20332797, 21.90050123, 13.5557125 , 18.27957707, 25.0240593 , + 19.54159097, 36.39430746, 24.02473259, 33.08973723, 21.71311184, + 17.37919862, 26.67885309, 27.42896672, 13.1943355 , 0.57642556, + 19.69396665, 14.18869608]) +``` + +### 衡量线性回归的性能指标 + +对于分类问题，我们可以使用正确率来衡量模型的性能好坏，很明显，回归问题并不能使用正确率来衡量，那么，回归问题可以使用哪些指标用来评估呢？ + +#### MSE + +`MSE （Mean Squared Error）`叫做均方误差,公式如下： + +$$ +mse = \frac{1}{m}\sum\limits_{i=1}^m(y^{(i)}-p^{(i)})^2 +$$ + +其中`yi`表示第`i`个样本的真实标签，`pi`表示第`i`个样本的预测标签。线性回归的目的就是让损失函数最小。那么，模型训练出来了，我们再测试集上用损失函数来评估也是可以的。 + +#### RMSE + +`RMSE（Root Mean Squard Error）`均方根误差，公式如下： + +$$ +rmse = \sqrt{\frac{1}{m}\sum\limits_{i=1}^m(y^{(i)}-p^{(i)})^2} +$$ + +`RMSE`其实就是`MSE`开个根号。有什么意义呢？其实实质是一样的。只不过用于数据更好的描述。 + +例如：要做房价预测，每平方是万元，我们预测结果也是万元。那么差值的平方单位应该是千万级别的。那我们不太好描述自己做的模型效果。怎么说呢？我们的模型误差是多少千万？于是干脆就开个根号就好了。我们误差的结果就跟我们数据是一个级别的了，在描述模型的时候就说，我们模型的误差是多少万元。 + +##### MAE + +`MAE`(平均绝对误差)，公式如下： + +$$ +mae = \frac{1}{m}\sum\limits_{i=1}^m|y^{(i)}-p^{(i)}| +$$ + +`MAE`虽然不作为损失函数，确是一个非常直观的评估指标，它表示每个样本的预测标签值与真实标签值的`L1`距离。 + +##### R-Squared + +上面的几种衡量标准针对不同的模型会有不同的值。比如说预测房价 那么误差单位就是万元。数子可能是`3`，`4`，`5`之类的。那么预测身高就可能是`0.1`，`0.6`之类的。没有什么可读性，到底多少才算好呢？不知道，那要根据模型的应用场景来。 看看分类算法的衡量标准就是正确率，而正确率又在`0～1`之间，最高百分之百。最低`0`。那么线性回归有没有这样的衡量标准呢？`R-Squared`就是这么一个指标，公式如下： + +$$ +R^2=1-\frac{\sum\limits_{i=1}^m(p^{(i)}-y^{(i)})^2}{\sum\limits_{i=1}^m(y_{mean}^{(i)}-y^{(i)})^2} +$$ + +为什么这个指标会有刚刚我们提到的性能呢？我们分析下公式： + +![lr5](lr5.jpg) + +其实分子表示的是模型预测时产生的误差，分母表示的是对任意样本都预测为所有标签均值时产生的误差，由此可知： + +- 1.当我们的模型不犯任何错误时，取最大值`1`。 +- 2.当我们的模型性能跟基模型性能相同时，取`0`。 +- 3.如果为负数，则说明我们训练出来的模型还不如基准模型，此时，很有可能我们的数据不存在任何线性关系。 + +其中，基准模型值的随机瞎猜的模型。 + +这里使用`python`实现了`MSE`，`R-Squared`方法，代码如下： + +``` +import numpy as np + +#mse +def mse_score(y_predict,y_test): + mse = np.mean((y_predict-y_test)**2) + return mse +#r2 +def r2_score(y_predict,y_test): + ''' + input:y_predict(ndarray):预测值 + y_test(ndarray):真实值 + output:r2(float):r2值 + ''' + r2 = 1 - mse_score(y_predict,y_test)/np.var(y_test) + return r2 +``` + +我们可以根据求得的预测值，计算出`MSE`值与`R-Squared`值: + +```python +mse = mse_score(predict,test_label) +mse +>>>27.22 +r2 = r2_score(predict,test_label) +r2 +>>>0.63 +``` + + diff --git a/_book/Chapter5/线性回归算法原理.html b/_book/Chapter5/线性回归算法原理.html new file mode 100644 index 0000000..5120d45 --- /dev/null +++ b/_book/Chapter5/线性回归算法原理.html @@ -0,0 +1,1118 @@ + + + + + + + 5.2:线性回归算法原理 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                                                                    5.2:线性回归算法原理

                                                                    +

                                                                    线性回归训练流程

                                                                    +

                                                                    我们已经知道线性回归模型如下：

                                                                    +

                                                                    y=b+w1x1+w2x2+...+wnxn +y = b +w_1x_1+w_2x_2+...+w_nx_n +

                                                                    +

                                                                    为了方便，我们稍微将模型进行变换：

                                                                    +

                                                                    y=w0x0+w1x1+w2x2+...+wnxn +y = w_0x_0 +w_1x_1+w_2x_2+...+w_nx_n +

                                                                    +

                                                                    其中x0=1,w0=b,通过向量化公式可写成如下形式：

                                                                    +

                                                                    Y=X.W +Y=X.W +

                                                                    +

                                                                    W=(w0,w1,...,wn) +W = (w_0,w_1,...,w_n) +

                                                                    +

                                                                    X=(1,x1,...,xn) +X = (1,x_1,...,x_n) +

                                                                    +

                                                                    而我们的目的就是找出能够正确预测的多元线性回归模型，即找出正确的W（即权重与偏置）。那么如何寻找呢？通常在监督学习里面都会使用这么一个套路，构造一个损失函数，用来衡量真实值与预测值之间的差异，然后将问题转化为最优化损失函数。既然损失函数是用来衡量真实值与预测值之间的差异那么很多人自然而然的想到了用所有真实值与预测值的差的绝对值来表示损失函数。不过带绝对值的函数不容易求导，所以采用MSE(均方误差)作为损失函数，公式如下：

                                                                    +

                                                                    loss=1m∑i=1m(y(i)−p(i))2 +loss = \frac{1}{m}\sum\limits_{i=1}^m(y^{(i)}-p^{(i)})^2 +

                                                                    +

                                                                    其中p表示预测值，y表示真实值，m为样本总个数，i表示第i个样本。最后，我们再使用正规方程解来求得我们所需要的参数。

                                                                    +

                                                                    线性回归模型训练流程图如下：

                                                                    +

                                                                    lr2

                                                                    +

                                                                    正规方程解

                                                                    +

                                                                    对线性回归模型，假设训练集中m个训练样本，每个训练样本中有n个特征，可以使用矩阵的表示方法，预测函数可以写为：

                                                                    +

                                                                    Y=X.W +Y = X.W +

                                                                    +

                                                                    其损失函数可以表示为

                                                                    +

                                                                    loss=1m(Y−X.W)T(Y−X.W) +loss = \frac{1}{m}(Y-X.W)^T(Y-X.W) +

                                                                    +

                                                                    其中，标签Y为m行1列的矩阵，训练特征X为m行(n+1)列的矩阵，回归系数W为(n+1)行1列的矩阵，对W求导，并令其导数为零可解得：

                                                                    +

                                                                    W=(XTX)−1XTY +W=(X^TX)^{-1}X^TY +

                                                                    +

                                                                    这个就是正规方程解，我们可以通过正规方程解直接求得我们所需要的参数。

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                                                                      5.1:线性回归算法思想

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                                                                      简单线性回归

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                                                                      在生活中，我们常常能碰到这么一种情况，一个变量会跟着另一个变量的变化而变化，如圆的周长与半径的关系，当圆的半径确定了，那么周长也就确定了。还有一种情况就是，两个变量之间看似存在某种关系，但又没那么确定，如青少年的身高与体重，他们存在一种近似的线性关系：

                                                                      +

                                                                      身高/cm = 体重/kg +105

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                                                                      但是，并不是每个青少年都符合这个公式，只能说每个青少年的身高体重都存在这么一种近似的线性关系。这就是其实就是简单的线性回归，那么，到底什么是线性回归呢？假如我们将青少年的身高和体重值作为坐标，不同人的身高体重就会在平面上构成不同的坐标点，然后用一条直线，尽可能的去拟合这些点，这就是简单的线性回归。

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                                                                      lr1

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                                                                      简单的线性回归模型如下：

                                                                      +

                                                                      y=wx+b +y = wx+b +

                                                                      +

                                                                      其中x表示特征值(如：体重值)，w表示权重，b表示偏置，y表示标签(如：身高值)。

                                                                      +

                                                                      多元线性回归

                                                                      +

                                                                      简单线性回归中，一个变量跟另一个变量的变化而变化，但是生活中，还有很多变量，可能由多个变量的变化决定着它的变化，比如房价，影响它的因素可能有：房屋面积、地理位置等等。如果我们要给它们建立出近似的线性关系，这就是多元线性回归，多元线性回归模型如下：

                                                                      +

                                                                      y=b+w1x1+w2x2+...+wnxn +y=b+w_1x_1+w_2x_2+...+w_nx_n +

                                                                      +

                                                                      其中，xix_i表示第i个特征，wiw_i表示第i个特征对于的权重，b表示偏置，y表示标签。

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                                                                        5.3:线性回归算法流程

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                                                                        我们最终的目的是通过训练出来的线性回归模型对测试集数据进行预测，算法实现流程如下：

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                                                                        • 1.将x0=1加入训练数据
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                                                                        • 2.使用正规方程解求得参数
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                                                                        • 3.将x0=1加入测试数据
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                                                                        • 4.对测试集数据进行预测
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                                                                          第六章 决策树

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                                                                            6.2:决策树算法原理

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                                                                            我们已经知道，构造一棵决策树其实就是根据数据的特征(内部节点)对数据一步一步的进行划分，从而达到分类的目的。但是，每一步根据哪个特征来进行划分呢？这个就是构造决策树的关键。其实构造决策树时会遵循一个指标，有的是按照信息增益来构建，如ID3算法；有的是信息增益率来构建，如C4.5算法；有的是按照基尼系数来构建的，如CART算法。但不管是使用哪种构建算法，决策树的构建过程通常都是一个递归选择最优特征，并根据特征对训练集进行分割，使得对各个子数据集有一个最好的分类的过程。这里我们以ID3算法为例，详细介绍构建决策树相关知识。

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                                                                            信息熵

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                                                                            信息是个很抽象的概念。人们常常说信息很多，或者信息较少，但却很难说清楚信息到底有多少。比如一本五十万字的中文书到底有多少信息量。

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                                                                            直到1948年，香农提出了“信息熵”的概念，才解决了对信息的量化度量问题。信息熵这个词是香农从热力学中借用过来的。热力学中的热熵是表示分子状态混乱程度的物理量。香农用信息熵的概念来描述信源的不确定度。信源的不确定性越大，信息熵也越大。

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                                                                            从机器学习的角度来看，信息熵表示的是信息量的期望值。如果数据集中的数据需要被分成多个类别，则信息量 I(xi)I(x_i)的定义如下：

                                                                            +

                                                                            其中xix_i表示多个类别中的第i个类别，p(xi)p(x_i)表示概率：

                                                                            +

                                                                            I(Xi)=−log2p(xi) +I(X_i)=-log_2p(x_i) +

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                                                                            由于信息熵是信息量的期望值，所以信息熵H(X)H(X)的定义如下(其中n为数据集中类别的数量)：

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                                                                            H(X)=−∑i=1np(xi)log2p(xi) +H(X)=-\sum\limits_{i=1}^np(x_i)log_2p(x_i) +

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                                                                            从这个公式也可以看出，如果概率是0或者是1的时候，熵就是0。（因为这种情况下随机变量的不确定性是最低的），那如果概率是0.5也就是五五开的时候，此时熵达到最大，也就是1。（就像扔硬币，你永远都猜不透你下次扔到的是正面还是反面，所以它的不确定性非常高）。所以呢，熵越大，不确定性就越高。

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                                                                            条件熵

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                                                                            在实际的场景中，我们可能需要研究数据集中某个特征等于某个值时的信息熵等于多少，这个时候就需要用到条件熵。条件熵H(Y|X)表示特征X为某个值的条件下，类别为Y的熵。条件熵的计算公式如下：

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                                                                            H(Y∣X)=∑i=1npiH(Y∣X=xi) +H(Y|X)=\sum\limits_{i=1}^np_iH(Y|X=x_i) +

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                                                                            信息增益

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                                                                            现在已经知道了什么是熵，什么是条件熵。接下来就可以看看什么是信息增益了。所谓的信息增益就是表示我已知条件X后能得到信息Y的不确定性的减少程度。

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                                                                            就好比，我在玩读心术。你心里想一件东西，我来猜。我已开始什么都没问你，我要猜的话，肯定是瞎猜。这个时候我的熵就非常高。然后我接下来我会去试着问你是非题，当我问了是非题之后，我就能减小猜测你心中想到的东西的范围，这样其实就是减小了我的熵。那么我熵的减小程度就是我的信息增益。

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                                                                            所以信息增益如果套上机器学习的话就是，如果把特征A对训练集D的信息增益记为g(D, A)的话，那么g(D, A)的计算公式就是：

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                                                                            g(D,A)=H(D)−H(D,A) +g(D,A)=H(D)-H(D,A) +

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                                                                            为了更好的解释熵，条件熵，信息增益的计算过程，下面通过示例来描述。假设我现在有这一个数据集，第一列是编号，第二列是性别，第三列是活跃度，第四列是客户是否流失的标签（0:表示未流失，1:表示流失）。

                                                                            + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                                                                            编号性别活跃度是否流失
                                                                            1男高0
                                                                            2女中0
                                                                            3男低1
                                                                            4女高0
                                                                            5男高0
                                                                            6男中0
                                                                            7男中1
                                                                            8女中0
                                                                            9女低1
                                                                            10女中0
                                                                            11女高0
                                                                            12男低1
                                                                            13女低1
                                                                            14男高0
                                                                            15男高0
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                                                                            假如要算性别和活跃度这两个特征的信息增益的话，首先要先算总的熵和条件熵。总的熵其实非常好算，就是把标签作为随机变量X。上表中标签只有两种（0和1）因此随机变量X的取值只有0或者1。所以要计算熵就需要先分别计算标签为0的概率和标签为1的概率。从表中能看出标签为0的数据有10条，所以标签为0的概率等于2/3。标签为1的概率为1/3。所以熵为：

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                                                                            −13∗log(13)−23∗log(23)=0.9182 +-\frac{1}{3}*log(\frac{1}{3})-\frac{2}{3}*log(\frac{2}{3}) = 0.9182 +

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                                                                            接下来就是条件熵的计算，以性别为男的熵为例。表格中性别为男的数据有8条，这8条数据中有3条数据的标签为1，有5条数据的标签为0。所以根据条件熵的计算公式能够得出该条件熵为：

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                                                                            −38∗log(38)−58∗log(58)=0.9543 +-\frac{3}{8}*log(\frac{3}{8})-\frac{5}{8}*log(\frac{5}{8}) = 0.9543 +

                                                                            +

                                                                            根据上述的计算方法可知，总熵为：

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                                                                            −515∗log(515)−1015∗log(1015)=0.9182 +-\frac{5}{15}*log(\frac{5}{15})-\frac{10}{15}*log(\frac{10}{15}) = 0.9182 +

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                                                                            性别为男的熵为：

                                                                            +

                                                                            −38∗log(38)−58∗log(58)=0.9543 +-\frac{3}{8}*log(\frac{3}{8})-\frac{5}{8}*log(\frac{5}{8}) = 0.9543 +

                                                                            +

                                                                            性别为女的熵为：

                                                                            +

                                                                            −27∗log(27)−57∗log(57)=0.8631 +-\frac{2}{7}*log(\frac{2}{7})-\frac{5}{7}*log(\frac{5}{7}) = 0.8631 +

                                                                            +

                                                                            活跃度为低的熵为：

                                                                            +

                                                                            −44∗log(44)=0 +-\frac{4}{4}*log(\frac{4}{4}) = 0 +

                                                                            +

                                                                            活跃度为中的熵为：

                                                                            +

                                                                            −15∗log(15)−45∗log(45)=0.7219 +-\frac{1}{5}*log(\frac{1}{5})-\frac{4}{5}*log(\frac{4}{5}) = 0.7219 +

                                                                            +

                                                                            活跃度为高的熵为：

                                                                            +

                                                                            −0−66∗log(66)=0 +-0-\frac{6}{6}*log(\frac{6}{6}) = 0 +

                                                                            +

                                                                            现在有了总的熵和条件熵之后就能算出性别和活跃度这两个特征的信息增益了。

                                                                            +

                                                                            性别的信息增益=总的熵-(8/15)性别为男的熵-(7/15)性别为女的熵=0.0064

                                                                            +

                                                                            活跃度的信息增益=总的熵-(6/15)活跃度为高的熵-(5/15)活跃度为中的熵-(4/15)活跃度为低的熵=0.6776

                                                                            +

                                                                            那信息增益算出来之后有什么意义呢？回到读心术的问题，为了我能更加准确的猜出你心中所想，我肯定是问的问题越好就能猜得越准！换句话来说我肯定是要想出一个信息增益最大（减少不确定性程度最高）的问题来问你。其实ID3算法也是这么想的。ID3算法的思想是从训练集D中计算每个特征的信息增益，然后看哪个最大就选哪个作为当前结点。然后继续重复刚刚的步骤来构建决策树。

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                                                                              + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter6/决策树算法原理.md b/_book/Chapter6/决策树算法原理.md new file mode 100644 index 0000000..4e2dc1d --- /dev/null +++ b/_book/Chapter6/决策树算法原理.md @@ -0,0 +1,121 @@ +# 6.2:决策树算法原理 + +我们已经知道，构造一棵决策树其实就是根据数据的特征(内部节点)对数据一步一步的进行划分，从而达到分类的目的。但是，每一步根据哪个特征来进行划分呢？这个就是构造决策树的关键。其实构造决策树时会遵循一个指标，有的是按照信息增益来构建，如**ID3算法**；有的是信息增益率来构建，如**C4.5算法**；有的是按照基尼系数来构建的，如**CART算法**。但不管是使用哪种构建算法，决策树的构建过程通常都是一个递归选择最优特征，并根据特征对训练集进行分割，使得对各个子数据集有一个最好的分类的过程。这里我们以**ID3算法**为例，详细介绍构建决策树相关知识。 + +### 信息熵 + +信息是个很抽象的概念。人们常常说信息很多，或者信息较少，但却很难说清楚信息到底有多少。比如一本五十万字的中文书到底有多少信息量。 + +直到`1948`年，香农提出了**“信息熵”**的概念，才解决了对信息的量化度量问题。信息熵这个词是香农从热力学中借用过来的。热力学中的热熵是表示分子状态混乱程度的物理量。香农用信息熵的概念来描述信源的不确定度。**信源的不确定性越大，信息熵也越大**。 + +从机器学习的角度来看，信息熵表示的是信息量的期望值。如果数据集中的数据需要被分成多个类别，则信息量 $$I(x_i)$$的定义如下： + +其中$$x_i$$表示多个类别中的第`i`个类别，$$p(x_i)$$表示概率： + +$$ +I(X_i)=-log_2p(x_i) +$$ + +由于信息熵是信息量的期望值，所以信息熵$$H(X)$$的定义如下(其中`n`为数据集中类别的数量)： + +$$ +H(X)=-\sum\limits_{i=1}^np(x_i)log_2p(x_i) +$$ + +从这个公式也可以看出，如果概率是`0`或者是`1`的时候，熵就是`0`。（因为这种情况下随机变量的不确定性是最低的），那如果概率是`0.5`也就是五五开的时候，此时熵达到最大，也就是`1`。（就像扔硬币，你永远都猜不透你下次扔到的是正面还是反面，所以它的不确定性非常高）。所以呢，**熵越大，不确定性就越高**。 + +### 条件熵 + +在实际的场景中，我们可能需要研究数据集中某个特征等于某个值时的信息熵等于多少，这个时候就需要用到**条件熵**。条件熵`H(Y|X)`表示特征`X`为某个值的条件下，类别为`Y`的熵。条件熵的计算公式如下： + +$$ +H(Y|X)=\sum\limits_{i=1}^np_iH(Y|X=x_i) +$$ + +### 信息增益 + +现在已经知道了什么是熵，什么是条件熵。接下来就可以看看什么是信息增益了。所谓的信息增益就是表示我已知条件`X`后能得到信息`Y`的不确定性的减少程度。 + +就好比，我在玩读心术。你心里想一件东西，我来猜。我已开始什么都没问你，我要猜的话，肯定是瞎猜。这个时候我的熵就非常高。然后我接下来我会去试着问你是非题，当我问了是非题之后，我就能减小猜测你心中想到的东西的范围，这样其实就是减小了我的熵。那么我熵的减小程度就是我的信息增益。 + +所以信息增益如果套上机器学习的话就是，如果把特征`A`对训练集`D`的信息增益记为`g(D, A)`的话，那么`g(D, A)`的计算公式就是： + +$$ +g(D,A)=H(D)-H(D,A) +$$ + +为了更好的解释熵，条件熵，信息增益的计算过程，下面通过示例来描述。假设我现在有这一个数据集，第一列是编号，第二列是性别，第三列是活跃度，第四列是客户是否流失的标签（`0:`表示未流失，`1:`表示流失）。 + +| 编号 | 性别 | 活跃度 | 是否流失 | +| --- | --- | --- | --- | +| 1 | 男 | 高 | 0 | +| 2 | 女 | 中 | 0 | +| 3 | 男 | 低 | 1 | +| 4 | 女 | 高 | 0 | +| 5 | 男 | 高 | 0 | +| 6 | 男 | 中 | 0 | +| 7 | 男 | 中 | 1 | +| 8 | 女 | 中 | 0 | +| 9 | 女 | 低 | 1 | +| 10 | 女 | 中 | 0 | +| 11 | 女 | 高 | 0 | +| 12 | 男 | 低 | 1 | +| 13 | 女 | 低 | 1 | +| 14 | 男 | 高 | 0 | +| 15 | 男 | 高 | 0 | + +假如要算性别和活跃度这两个特征的信息增益的话，首先要先算总的熵和条件熵。总的熵其实非常好算，就是把标签作为随机变量`X`。上表中标签只有两种（`0`和`1`）因此随机变量`X`的取值只有`0`或者`1`。所以要计算熵就需要先分别计算标签为`0`的概率和标签为`1`的概率。从表中能看出标签为`0`的数据有`10`条，所以标签为`0`的概率等于`2/3`。标签为`1`的概率为`1/3`。所以熵为： + +$$ +-\frac{1}{3}*log(\frac{1}{3})-\frac{2}{3}*log(\frac{2}{3}) = 0.9182 +$$ + +接下来就是条件熵的计算，以性别为男的熵为例。表格中性别为男的数据有`8`条，这`8`条数据中有`3`条数据的标签为`1`，有`5`条数据的标签为`0`。所以根据条件熵的计算公式能够得出该条件熵为： + +$$ +-\frac{3}{8}*log(\frac{3}{8})-\frac{5}{8}*log(\frac{5}{8}) = 0.9543 +$$ + +根据上述的计算方法可知，总熵为： + +$$ +-\frac{5}{15}*log(\frac{5}{15})-\frac{10}{15}*log(\frac{10}{15}) = 0.9182 +$$ + +性别为男的熵为： + +$$ +-\frac{3}{8}*log(\frac{3}{8})-\frac{5}{8}*log(\frac{5}{8}) = 0.9543 +$$ + +性别为女的熵为： + +$$ +-\frac{2}{7}*log(\frac{2}{7})-\frac{5}{7}*log(\frac{5}{7}) = 0.8631 +$$ + +活跃度为低的熵为： + +$$ +-\frac{4}{4}*log(\frac{4}{4}) = 0 +$$ + +活跃度为中的熵为： + +$$ +-\frac{1}{5}*log(\frac{1}{5})-\frac{4}{5}*log(\frac{4}{5}) = 0.7219 +$$ + +活跃度为高的熵为： + +$$ +-0-\frac{6}{6}*log(\frac{6}{6}) = 0 +$$ + +现在有了总的熵和条件熵之后就能算出性别和活跃度这两个特征的信息增益了。 + +性别的信息增益=总的熵-(8/15)性别为男的熵-(7/15)性别为女的熵=0.0064 + +活跃度的信息增益=总的熵-(6/15)活跃度为高的熵-(5/15)活跃度为中的熵-(4/15)活跃度为低的熵=0.6776 + +那信息增益算出来之后有什么意义呢？回到读心术的问题，为了我能更加准确的猜出你心中所想，我肯定是问的问题越好就能猜得越准！换句话来说我肯定是要想出一个信息增益最大（**减少不确定性程度最高**）的问题来问你。其实`ID3`算法也是这么想的。`ID3`算法的思想是从训练集`D`中计算每个特征的信息增益，然后看哪个最大就选哪个作为当前结点。然后继续重复刚刚的步骤来构建决策树。 diff --git a/_book/Chapter6/决策树算法思想.html b/_book/Chapter6/决策树算法思想.html new file mode 100644 index 0000000..f9277b2 --- /dev/null +++ b/_book/Chapter6/决策树算法思想.html @@ -0,0 +1,1118 @@ + + + + + + + 6.1:决策树算法思想 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                                                                              6.1:决策树算法思想

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                                                                              决策树是一种可以用于分类与回归的机器学习算法，但主要用于分类。用于分类的决策树是一种描述对实例进行分类的树形结构。决策树由结点和边组成，其中结点分为内部结点和叶子结点，内部结点表示一个特征或者属性，叶子结点表示标签。

                                                                              +

                                                                              决策树说通俗点就是一棵能够替我们做决策的树，或者说是我们人类在要做决策时脑回路的一种表现形式，我们可以从下面这个例子来了解决策树是什么。

                                                                              +

                                                                              在炎热的夏天，没有什么比冰镇后的西瓜更能令人感到心旷神怡的了。现在我要去水果店买西瓜，但怎样我才会买这个西瓜呢？那么，有可能我会有以下这个决策过程：

                                                                              +

                                                                              tree1

                                                                              +

                                                                              假设现在水果店里有3个西瓜，它们的属性如下：

                                                                              + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                                                                              编号瓤是否够红够不够冰是否便宜是否有籽
                                                                              1是否是否
                                                                              2是是否是
                                                                              3否是是否
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                                                                              那么根据我的决策过程我会买1和2号西瓜。这个帮助我选择西瓜的过程，就是一个决策树。由之前介绍的知识可以知道，黄色部分为内部节点，蓝色部分为叶子节点。

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                                                                                + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter6/决策树算法思想.md b/_book/Chapter6/决策树算法思想.md new file mode 100644 index 0000000..d33c5b0 --- /dev/null +++ b/_book/Chapter6/决策树算法思想.md @@ -0,0 +1,19 @@ +# 6.1:决策树算法思想 + +决策树是一种可以用于分类与回归的机器学习算法，但主要用于分类。用于分类的决策树是一种描述对实例进行分类的树形结构。决策树由**结点**和**边**组成，其中结点分为**内部结点**和**叶子结点**，**内部结点表示一个特征或者属性，叶子结点表示标签。** + +**决策树**说通俗点就是一棵能够替我们做决策的树，或者说是我们人类在要做决策时脑回路的一种表现形式，我们可以从下面这个例子来了解决策树是什么。 + +在炎热的夏天，没有什么比冰镇后的西瓜更能令人感到心旷神怡的了。现在我要去水果店买西瓜，但怎样我才会买这个西瓜呢？那么，有可能我会有以下这个决策过程： + +![tree1](tree1.jpg) + +假设现在水果店里有`3`个西瓜，它们的属性如下： + +| 编号 | 瓤是否够红 | 够不够冰 | 是否便宜 | 是否有籽 | +| --- | --- | --- | --- | --- | +| 1 | 是 | 否 | 是 | 否 | +| 2 | 是 | 是 | 否 | 是 | +| 3 | 否 | 是 | 是 | 否 | + +那么根据我的决策过程我会买`1`和`2`号西瓜。这个帮助我选择西瓜的过程，就是一个**决策树**。由之前介绍的知识可以知道，黄色部分为内部节点，蓝色部分为叶子节点。 \ No newline at end of file diff --git a/_book/Chapter6/决策树算法流程.html b/_book/Chapter6/决策树算法流程.html new file mode 100644 index 0000000..7fd93e0 --- /dev/null +++ b/_book/Chapter6/决策树算法流程.html @@ -0,0 +1,1085 @@ + + + + + + + 6.3:决策树算法流程 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                                                                                6.3:决策树算法流程

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                                                                                我们最终的目的是根据创建的决策树模型对测试集数据进行预测，算法实现流程如下：

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                                                                                • 1.计算训练样本信息增益
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                                                                                • 2.获得信息增益最高的特征
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                                                                                • 3.递归创建决策树
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                                                                                • 4.根据决策树模型对测试集数据进行预测
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                                                                                  6.4:动手实现决策树

                                                                                  +
                                                                                  #encoding=utf8
+import numpy as np
+
+# 计算熵
+def calcInfoEntropy(label):
+    '''
+    label(narray):样本标签
+    '''
+    label_set = set(label)
+    result = 0
+    for l in label_set:
+        count = 0
+        for j in range(len(label)):
+            if label[j] == l:
+                count += 1
+        # 计算标签在数据集中出现的概率
+        p = count / len(label)
+        # 计算熵
+        result -= p * np.log2(p)
+    return result
+
+#计算条件熵
+def calcHDA(feature,label,index,value):
+    '''
+    input:
+        feature(ndarray):样本特征
+        label(ndarray):样本标签
+        index(int):需要使用的特征列索引
+        value(int):index所表示的特征列中需要考察的特征值
+    output:
+        HDA(float):信息熵
+    '''
+    count = 0
+    # sub_feature和sub_label表示根据特征列和特征值分割出的子数据集中的特征和标签
+    sub_feature = []
+    sub_label = []
+    for i in range(len(feature)):
+        if feature[i][index] == value:
+            count += 1
+            sub_feature.append(feature[i])
+            sub_label.append(label[i])
+    pHA = count / len(feature)
+    e = calcInfoEntropy(sub_label)
+    HDA = pHA * e
+    return HDA
+
+#计算信息增益
+def calcInfoGain(feature, label, index):
+    '''
+    input:
+        feature(ndarry):测试用例中字典里的feature
+        label(ndarray):测试用例中字典里的label
+        index(int):测试用例中字典里的index，即feature部分特征列的索引。该索引指的是feature中第几个特征，如index:0表示使用第一个特征来计算信息增益。
+    output:
+        InfoGain(float):信息增益
+    '''
+    base_e = calcInfoEntropy(label)
+    f = np.array(feature)
+    # 得到指定特征列的值的集合
+    f_set = set(f[:, index])
+    sum_HDA = 0
+    # 计算条件熵
+    for value in f_set:
+        sum_HDA += calcHDA(feature, label, index, value)
+    # 计算信息增益
+    InfoGain = base_e - sum_HDA
+    return InfoGain
+
+# 获得信息增益最高的特征
+def getBestFeature(feature, label):
+    '''
+    input:
+        feature(ndarray):样本特征
+        label(ndarray):样本标签
+    output:
+        best_feature(int):信息增益最高的特征
+    '''
+    max_infogain = 0
+    best_feature = 0
+    for i in range(len(feature[0])):
+        infogain = calcInfoGain(feature, label, i)
+        if infogain > max_infogain:
+            max_infogain = infogain
+            best_feature = i
+    return best_feature
+
+#创建决策树
+def createTree(feature, label):
+    '''
+    input:
+        feature(ndarray):训练样本特征
+        label(ndarray):训练样本标签
+    output:
+        tree(dict):决策树模型    
+    '''
+    # 样本里都是同一个label没必要继续分叉了
+    if len(set(label)) == 1:
+        return label[0]
+    # 样本中只有一个特征或者所有样本的特征都一样的话就看哪个label的票数高
+    if len(feature[0]) == 1 or len(np.unique(feature, axis=0)) == 1:
+        vote = {}
+        for l in label:
+            if l in vote.keys():
+                vote[l] += 1
+            else:
+                vote[l] = 1
+        max_count = 0
+        vote_label = None
+        for k, v in vote.items():
+            if v > max_count:
+                max_count = v
+                vote_label = k
+        return vote_label
+    # 根据信息增益拿到特征的索引
+    best_feature = getBestFeature(feature, label)
+    tree = {best_feature: {}}
+    f = np.array(feature)
+    # 拿到bestfeature的所有特征值
+    f_set = set(f[:, best_feature])
+    # 构建对应特征值的子样本集sub_feature, sub_label
+    for v in f_set:
+        sub_feature = []
+        sub_label = []
+        for i in range(len(feature)):
+            if feature[i][best_feature] == v:
+                sub_feature.append(feature[i])
+                sub_label.append(label[i])
+        # 递归构建决策树
+        tree[best_feature][v] = createTree(sub_feature, sub_label)
+    return tree
+
+#决策树分类
+def dt_clf(train_feature,train_label,test_feature):
+    '''
+    input:
+        train_feature(ndarray):训练样本特征
+        train_label(ndarray):训练样本标签
+        test_feature(ndarray):测试样本特征
+    output:
+        predict(ndarray):测试样本预测标签     
+    '''
+    #创建决策树
+    tree = createTree(train_feature,train_label)
+    result = []
+    #根据tree与特征进行分类
+    def classify(tree,test_feature):
+        #如果tree是叶子节点，返回tree
+        if not isinstance(tree,dict):
+            return tree
+        #根据特征值走入tree中的分支
+        t_index,t_value = list(tree.items())[0]
+        f_value = test_feature[t_index]
+        #如果分支依然是tree
+        if isinstance(t_value,dict):
+            #根据tree与特征进行分类
+            classLabel = classify(tree[t_index][f_value],test_feature)
+            return classLabel
+        else:
+            #返回特征值
+            return t_value
+    for f in test_feature:
+        result.append(classify(tree,f))
+    predict = np.array(result)
+    return predict
+
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                                                                                    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter6/动手实现决策树.md b/_book/Chapter6/动手实现决策树.md new file mode 100644 index 0000000..8e4fa7f --- /dev/null +++ b/_book/Chapter6/动手实现决策树.md @@ -0,0 +1,170 @@ +# 6.4:动手实现决策树 + +```python +#encoding=utf8 +import numpy as np + +# 计算熵 +def calcInfoEntropy(label): + ''' + label(narray):样本标签 + ''' + label_set = set(label) + result = 0 + for l in label_set: + count = 0 + for j in range(len(label)): + if label[j] == l: + count += 1 + # 计算标签在数据集中出现的概率 + p = count / len(label) + # 计算熵 + result -= p * np.log2(p) + return result + +#计算条件熵 +def calcHDA(feature,label,index,value): + ''' + input: + feature(ndarray):样本特征 + label(ndarray):样本标签 + index(int):需要使用的特征列索引 + value(int):index所表示的特征列中需要考察的特征值 + output: + HDA(float):信息熵 + ''' + count = 0 + # sub_feature和sub_label表示根据特征列和特征值分割出的子数据集中的特征和标签 + sub_feature = [] + sub_label = [] + for i in range(len(feature)): + if feature[i][index] == value: + count += 1 + sub_feature.append(feature[i]) + sub_label.append(label[i]) + pHA = count / len(feature) + e = calcInfoEntropy(sub_label) + HDA = pHA * e + return HDA + +#计算信息增益 +def calcInfoGain(feature, label, index): + ''' + input: + feature(ndarry):测试用例中字典里的feature + label(ndarray):测试用例中字典里的label + index(int):测试用例中字典里的index，即feature部分特征列的索引。该索引指的是feature中第几个特征，如index:0表示使用第一个特征来计算信息增益。 + output: + InfoGain(float):信息增益 + ''' + base_e = calcInfoEntropy(label) + f = np.array(feature) + # 得到指定特征列的值的集合 + f_set = set(f[:, index]) + sum_HDA = 0 + # 计算条件熵 + for value in f_set: + sum_HDA += calcHDA(feature, label, index, value) + # 计算信息增益 + InfoGain = base_e - sum_HDA + return InfoGain + +# 获得信息增益最高的特征 +def getBestFeature(feature, label): + ''' + input: + feature(ndarray):样本特征 + label(ndarray):样本标签 + output: + best_feature(int):信息增益最高的特征 + ''' + max_infogain = 0 + best_feature = 0 + for i in range(len(feature[0])): + infogain = calcInfoGain(feature, label, i) + if infogain > max_infogain: + max_infogain = infogain + best_feature = i + return best_feature + +#创建决策树 +def createTree(feature, label): + ''' + input: + feature(ndarray):训练样本特征 + label(ndarray):训练样本标签 + output: + tree(dict):决策树模型 + ''' + # 样本里都是同一个label没必要继续分叉了 + if len(set(label)) == 1: + return label[0] + # 样本中只有一个特征或者所有样本的特征都一样的话就看哪个label的票数高 + if len(feature[0]) == 1 or len(np.unique(feature, axis=0)) == 1: + vote = {} + for l in label: + if l in vote.keys(): + vote[l] += 1 + else: + vote[l] = 1 + max_count = 0 + vote_label = None + for k, v in vote.items(): + if v > max_count: + max_count = v + vote_label = k + return vote_label + # 根据信息增益拿到特征的索引 + best_feature = getBestFeature(feature, label) + tree = {best_feature: {}} + f = np.array(feature) + # 拿到bestfeature的所有特征值 + f_set = set(f[:, best_feature]) + # 构建对应特征值的子样本集sub_feature, sub_label + for v in f_set: + sub_feature = [] + sub_label = [] + for i in range(len(feature)): + if feature[i][best_feature] == v: + sub_feature.append(feature[i]) + sub_label.append(label[i]) + # 递归构建决策树 + tree[best_feature][v] = createTree(sub_feature, sub_label) + return tree + +#决策树分类 +def dt_clf(train_feature,train_label,test_feature): + ''' + input: + train_feature(ndarray):训练样本特征 + train_label(ndarray):训练样本标签 + test_feature(ndarray):测试样本特征 + output: + predict(ndarray):测试样本预测标签 + ''' + #创建决策树 + tree = createTree(train_feature,train_label) + result = [] + #根据tree与特征进行分类 + def classify(tree,test_feature): + #如果tree是叶子节点，返回tree + if not isinstance(tree,dict): + return tree + #根据特征值走入tree中的分支 + t_index,t_value = list(tree.items())[0] + f_value = test_feature[t_index] + #如果分支依然是tree + if isinstance(t_value,dict): + #根据tree与特征进行分类 + classLabel = classify(tree[t_index][f_value],test_feature) + return classLabel + else: + #返回特征值 + return t_value + for f in test_feature: + result.append(classify(tree,f)) + predict = np.array(result) + return predict + +``` + diff --git a/_book/Chapter6/实战案例.html b/_book/Chapter6/实战案例.html new file mode 100644 index 0000000..9eae7e1 --- /dev/null +++ b/_book/Chapter6/实战案例.html @@ -0,0 +1,1156 @@ + + + + + + + 6.5:实战案例 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                                                                                    6.5:实战案例

                                                                                    +

                                                                                    鸢尾花数据

                                                                                    +

                                                                                    鸢尾花数据集是一类多重变量分析的数据集，一共有150个样本，通过花萼长度，花萼宽度，花瓣长度，花瓣宽度 4个特征预测鸢尾花卉属于（Setosa，Versicolour，Virginica）三个种类中的哪一类。

                                                                                    +

                                                                                    数据集中部分数据如下所示：

                                                                                    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                                                                                    花萼长度花萼宽度花瓣长度花瓣宽度
                                                                                    5.13.51.40.2
                                                                                    4.93.21.40.2
                                                                                    4.73.11.30.2
                                                                                    +

                                                                                    其中每一行代表一个鸢尾花样本各个属性的值。

                                                                                    +

                                                                                    数据集中部分标签如下图所示：

                                                                                    + + + + + + + + + + + + + + + + + +
                                                                                    标签
                                                                                    0
                                                                                    1
                                                                                    2
                                                                                    +

                                                                                    标签中的值0,1,2分别代表鸢尾花三种不同的类别。

                                                                                    +

                                                                                    我们可以直接使用sklearn直接对数据进行加载，代码如下：

                                                                                    +
                                                                                    from sklearn.datasets import load_iris
+#加载鸢尾花数据集
+iris = load_iris()
+#获取数据特征与标签
+x,y = iris.data.astype(int),iris.target
+
                                                                                    +

                                                                                    然后我们划分出训练集与测试集，训练集用来训练模型，测试集用来检测模型性能。代码如下：

                                                                                    +
                                                                                    from sklearn.model_selection import train_test_split
+#划分训练集测试集，其中测试集样本数为整个数据集的20%
+train_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666)
+
                                                                                    +

                                                                                    进行分类

                                                                                    +

                                                                                    然后我们再使用实现的决策树分类方法就可以对测试集数据进行分类：

                                                                                    +
                                                                                    predict = dt_clf(train_feature,train_label,test_feature)
+predict
+>>>array([1, 2, 1, 2, 0, 1, 1, 2, 1, 1, 1, 0, 0, 0, 2, 1, 0, 2, 2, 2, 1, 0,2, 0, 1, 1, 0, 1, 2, 2])
+
                                                                                    +

                                                                                    再根据测试集标签，可以计算出正确率：

                                                                                    +
                                                                                    acc = np.mean(predict==test_label)
+acc
+>>>1.0
+
                                                                                    +

                                                                                    可以看到，使用决策树对鸢尾花进行分类，正确率可以达到100%

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                                                                                        7.2:k-均值算法原理

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                                                                                        假设我们有k个簇：(c1,c2,...,ck)(c_1,c_2,...,c_k)

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                                                                                        则我们的目的就是使的簇内的每个点到簇的质心的距离最小，即最小化平方误差MSE： +∑i=1k∑x∈ci(x−ui)2 +\sum\limits_{i=1}^k\sum\limits_{x\in c_i}(x-u_i)^2 +

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                                                                                        其中，uiu_i为质心，表达式为：

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                                                                                        1∣ci∣∑x∈cix +\frac{1}{|c_i|}\sum\limits_{x\in c_i}x +

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                                                                                        ∣ci∣|c_i|表示集合内样本个数。

                                                                                        +

                                                                                        想要直接求得最小值是非常困难的，通常我们使用启发式的迭代方法，过程如下图：

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                                                                                        kmeans0

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                                                                                        • 图b:假设k=2，我们最开始先随机初始2个质心(红色与蓝色的点)。
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                                                                                        • 图c:计算每个样本到两个质心的距离，并将其归为与其距离最近的质心那个簇。
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                                                                                        • 图d:更新质心，我们可以看到，红色与蓝色的点位置有了变化。
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                                                                                        • 图e:重新计算样本到质心距离，并重新划分样本属于哪个簇。
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                                                                                        • 图f:直到质心位置变换小于阈值，停止迭代。
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                                                                                          7.1:k-均值算法思想

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                                                                                          k-means是属于机器学习里面的非监督学习，通常是大家接触到的第一个聚类算法，其思想非常简单，是一种典型的基于距离的聚类算法。k-means（K-均值）聚类，之所以称为 K-均值 是因为它可以发现K个簇，且每个簇的中心采用簇中所含值的均值计算而成。簇内的样本连接紧密，而簇之间的距离尽量大。简单来讲，其思想就是物以类聚。

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                                                                                            7.3:k-均值算法流程

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                                                                                            k-means算法流程如下：

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                                                                                            • 1.随机初始k个点，作为类别中心。
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                                                                                            • 2.对每个样本将其标记为距离类别中心最近的类别。
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                                                                                            • 3.将每个类别的质心更新为新的类别中心。
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                                                                                            • 4.重复步骤2、3，直到类别中心的变换小于阈值。
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                                                                                              + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter7/k-均值算法流程.md b/_book/Chapter7/k-均值算法流程.md new file mode 100644 index 0000000..2dedb29 --- /dev/null +++ b/_book/Chapter7/k-均值算法流程.md @@ -0,0 +1,9 @@ +# 7.3:k-均值算法流程 + + +`k-means`算法流程如下： + +- 1.随机初始`k`个点，作为类别中心。 +- 2.对每个样本将其标记为距离类别中心最近的类别。 +- 3.将每个类别的质心更新为新的类别中心。 +- 4.重复步骤`2、3`，直到类别中心的变换小于阈值。 diff --git a/_book/Chapter7/kmeans0.png b/_book/Chapter7/kmeans0.png new file mode 100644 index 0000000000000000000000000000000000000000..d316d44fec6f49c8ddb068aa71d3cd0d1caef023 GIT binary patch literal 44161 zcmd42gOeoD@&>wN+xCukY}>YN?AW$v$F^9(PC{H*@y8Efz8^n;LLq?xzs&X&9s<6A92La`e^gK7o&pX) z%>-lwe*CD5h50Z50~|xyiEB9i_yOPl?*oKJA?f$yMh6xI)GAJ6@9u!4Cfm{7pH$~X45RgDKL@+Nuj2wYTui?b6#3JkZB*8p> zt$8w=bW=T3y{qo5?`tkLC>tglQ`;k1Qw}3o3y0&)wCj(f_pIMF2Kz*$g#QzHTjWy8 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                                                                                              7.4:动手实现k-均值

                                                                                              +
                                                                                              #encoding=utf8
+import numpy as np
+
+# 计算一个样本与数据集中所有样本的欧氏距离的平方
+def euclidean_distance(one_sample, X):
+    '''
+    input:
+        one_sample(ndarray):单个样本
+        X(ndarray):所有样本
+    output:
+        distances(ndarray):单个样本到所有样本的欧氏距离平方
+    '''
+    one_sample = one_sample.reshape(1, -1)
+    distances = np.power(np.tile(one_sample, (X.shape[0], 1)) - X, 2).sum(axis=1)
+    return distances
+
+# 从所有样本中随机选取k个样本作为初始的聚类中心
+def init_random_centroids(k,X):
+    '''
+    input:
+        k(int):聚类簇的个数
+        X(ndarray):所有样本
+    output:
+        centroids(ndarray):k个簇的聚类中心
+    '''
+    n_samples, n_features = np.shape(X)
+    centroids = np.zeros((k, n_features))
+    for i in range(k):
+        centroid = X[np.random.choice(range(n_samples))]
+        centroids[i] = centroid
+    return centroids
+
+# 返回距离该样本最近的一个中心索引[0, k)
+def _closest_centroid(sample, centroids):
+    '''
+    input:
+        sample(ndarray):单个样本
+        centroids(ndarray):k个簇的聚类中心
+    output:
+        closest_i(int):最近中心的索引
+    '''
+    distances = euclidean_distance(sample, centroids)
+    closest_i = np.argmin(distances)
+    return closest_i
+
+# 将所有样本进行归类，归类规则就是将该样本归类到与其最近的中心
+def create_clusters(k,centroids, X):
+    '''
+    input:
+        k(int):聚类簇的个数
+        centroids(ndarray):k个簇的聚类中心
+        X(ndarray):所有样本
+    output:
+        clusters(list):列表中有k个元素，每个元素保存相同簇的样本的索引
+    '''
+    clusters = [[] for _ in range(k)]
+    for sample_i, sample in enumerate(X):
+        centroid_i = _closest_centroid(sample, centroids)
+        clusters[centroid_i].append(sample_i)
+    return clusters
+
+# 对中心进行更新
+def update_centroids(k,clusters, X):
+    '''
+    input:
+        k(int):聚类簇的个数
+        X(ndarray):所有样本
+    output:
+        centroids(ndarray):k个簇的聚类中心
+    '''
+    n_features = np.shape(X)[1]
+    centroids = np.zeros((k, n_features))
+    for i, cluster in enumerate(clusters):
+        centroid = np.mean(X[cluster], axis=0)
+        centroids[i] = centroid
+    return centroids
+
+# 将所有样本进行归类，其所在的类别的索引就是其类别标签
+def get_cluster_labels(clusters, X):
+    '''
+    input:
+        clusters(list):列表中有k个元素，每个元素保存相同簇的样本的索引
+        X(ndarray):所有样本
+    output:
+        y_pred(ndarray):所有样本的类别标签
+    '''
+    y_pred = np.zeros(np.shape(X)[0])
+    for cluster_i, cluster in enumerate(clusters):
+        for sample_i in cluster:
+            y_pred[sample_i] = cluster_i
+    return y_pred
+
+# 对整个数据集X进行Kmeans聚类，返回其聚类的标签
+def predict(k,X,max_iterations,varepsilon):
+    '''
+    input:
+        k(int):聚类簇的个数
+        X(ndarray):所有样本
+        max_iterations(int):最大训练轮数
+        varepsilon(float):最小误差阈值
+    output:
+        y_pred(ndarray):所有样本的类别标签
+    '''
+    # 从所有样本中随机选取k样本作为初始的聚类中心
+    centroids = init_random_centroids(k,X)
+    # 迭代，直到算法收敛(上一次的聚类中心和这一次的聚类中心几乎重合)或者达到最大迭代次数
+    for _ in range(max_iterations):
+        # 将所有进行归类，归类规则就是将该样本归类到与其最近的中心
+        clusters = create_clusters(k,centroids, X)
+        former_centroids = centroids
+        # 计算新的聚类中心
+        centroids = update_centroids(k,clusters, X)
+        # 如果聚类中心几乎没有变化，说明算法已经收敛，退出迭代
+        diff = centroids - former_centroids
+        if diff.any() < varepsilon:
+            break
+    y_pred = get_cluster_labels(clusters, X)
+    return y_pred
+
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                                                                                                + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/_book/Chapter7/动手实现k-均值.md b/_book/Chapter7/动手实现k-均值.md new file mode 100644 index 0000000..816e2d1 --- /dev/null +++ b/_book/Chapter7/动手实现k-均值.md @@ -0,0 +1,123 @@ +# 7.4:动手实现k-均值 + +```python +#encoding=utf8 +import numpy as np + +# 计算一个样本与数据集中所有样本的欧氏距离的平方 +def euclidean_distance(one_sample, X): + ''' + input: + one_sample(ndarray):单个样本 + X(ndarray):所有样本 + output: + distances(ndarray):单个样本到所有样本的欧氏距离平方 + ''' + one_sample = one_sample.reshape(1, -1) + distances = np.power(np.tile(one_sample, (X.shape[0], 1)) - X, 2).sum(axis=1) + return distances + +# 从所有样本中随机选取k个样本作为初始的聚类中心 +def init_random_centroids(k,X): + ''' + input: + k(int):聚类簇的个数 + X(ndarray):所有样本 + output: + centroids(ndarray):k个簇的聚类中心 + ''' + n_samples, n_features = np.shape(X) + centroids = np.zeros((k, n_features)) + for i in range(k): + centroid = X[np.random.choice(range(n_samples))] + centroids[i] = centroid + return centroids + +# 返回距离该样本最近的一个中心索引[0, k) +def _closest_centroid(sample, centroids): + ''' + input: + sample(ndarray):单个样本 + centroids(ndarray):k个簇的聚类中心 + output: + closest_i(int):最近中心的索引 + ''' + distances = euclidean_distance(sample, centroids) + closest_i = np.argmin(distances) + return closest_i + +# 将所有样本进行归类，归类规则就是将该样本归类到与其最近的中心 +def create_clusters(k,centroids, X): + ''' + input: + k(int):聚类簇的个数 + centroids(ndarray):k个簇的聚类中心 + X(ndarray):所有样本 + output: + clusters(list):列表中有k个元素，每个元素保存相同簇的样本的索引 + ''' + clusters = [[] for _ in range(k)] + for sample_i, sample in enumerate(X): + centroid_i = _closest_centroid(sample, centroids) + clusters[centroid_i].append(sample_i) + return clusters + +# 对中心进行更新 +def update_centroids(k,clusters, X): + ''' + input: + k(int):聚类簇的个数 + X(ndarray):所有样本 + output: + centroids(ndarray):k个簇的聚类中心 + ''' + n_features = np.shape(X)[1] + centroids = np.zeros((k, n_features)) + for i, cluster in enumerate(clusters): + centroid = np.mean(X[cluster], axis=0) + centroids[i] = centroid + return centroids + +# 将所有样本进行归类，其所在的类别的索引就是其类别标签 +def get_cluster_labels(clusters, X): + ''' + input: + clusters(list):列表中有k个元素，每个元素保存相同簇的样本的索引 + X(ndarray):所有样本 + output: + y_pred(ndarray):所有样本的类别标签 + ''' + y_pred = np.zeros(np.shape(X)[0]) + for cluster_i, cluster in enumerate(clusters): + for sample_i in cluster: + y_pred[sample_i] = cluster_i + return y_pred + +# 对整个数据集X进行Kmeans聚类，返回其聚类的标签 +def predict(k,X,max_iterations,varepsilon): + ''' + input: + k(int):聚类簇的个数 + X(ndarray):所有样本 + max_iterations(int):最大训练轮数 + varepsilon(float):最小误差阈值 + output: + y_pred(ndarray):所有样本的类别标签 + ''' + # 从所有样本中随机选取k样本作为初始的聚类中心 + centroids = init_random_centroids(k,X) + # 迭代，直到算法收敛(上一次的聚类中心和这一次的聚类中心几乎重合)或者达到最大迭代次数 + for _ in range(max_iterations): + # 将所有进行归类，归类规则就是将该样本归类到与其最近的中心 + clusters = create_clusters(k,centroids, X) + former_centroids = centroids + # 计算新的聚类中心 + centroids = update_centroids(k,clusters, X) + # 如果聚类中心几乎没有变化，说明算法已经收敛，退出迭代 + diff = centroids - former_centroids + if diff.any() < varepsilon: + break + y_pred = get_cluster_labels(clusters, X) + return y_pred +``` + diff --git a/_book/Chapter7/实战案例.html b/_book/Chapter7/实战案例.html new file mode 100644 index 0000000..4b9006a --- /dev/null +++ b/_book/Chapter7/实战案例.html @@ -0,0 +1,1111 @@ + + + + + + + 7.5:实战案例 · GitBook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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                                                                                                7.5:实战案例

                                                                                                +

                                                                                                鸢尾花数据

                                                                                                +

                                                                                                本次我们使用的仍然是鸢尾花数据，不过为了能够进行可视化我们只使用数据中的两个特征：

                                                                                                +
                                                                                                from sklearn.datasets import load_iris
+
+iris = load_iris()
+x,y = iris.data,iris.target
+x = x[:,2:]
+
                                                                                                +

                                                                                                可视化数据分布：

                                                                                                +
                                                                                                import matplotlib.pyplot as plt
+
+plt.scatter(x[:,0],x[:,1])
+plt.show()
+
                                                                                                +

                                                                                                可视化结果：

                                                                                                +

                                                                                                k-means

                                                                                                +

                                                                                                我们可以先根据数据的真实标签查看数据类别情况：

                                                                                                +
                                                                                                import matplotlib.pyplot as plt
+
+plt.scatter(x[:,0],x[:,1],c=y)
+plt.show()
+
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                                                                                                效果如下：

                                                                                                +

                                                                                                kmeans1

                                                                                                +

                                                                                                进行聚类

                                                                                                +

                                                                                                最后，使用我们实现的k-means方法对数据进行聚类并查看聚类效果：

                                                                                                +
                                                                                                predict = predict(3,x,500,0.0001)
+
+plt.scatter(x[:,0],x[:,1],c=predict)
+plt.show()
+
                                                                                                +

                                                                                                kmeans2

                                                                                                +

                                                                                                可以发现，使用实现的方法进行聚类的结果与真实情况非常吻合。

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+ { + config: 'white', + text: 'White', + id: 0 + }, + { + config: 'sepia', + text: 'Sepia', + id: 1 + }, + { + config: 'night', + text: 'Night', + id: 2 + } + ]; + + // Default font families + var FAMILIES = [ + { + config: 'serif', + text: 'Serif', + id: 0 + }, + { + config: 'sans', + text: 'Sans', + id: 1 + } + ]; + + // Return configured themes + function getThemes() { + return THEMES; + } + + // Modify configured themes + function setThemes(themes) { + THEMES = themes; + updateButtons(); + } + + // Return configured font families + function getFamilies() { + return FAMILIES; + } + + // Modify configured font families + function setFamilies(families) { + FAMILIES = families; + updateButtons(); + } + + // Save current font settings + function saveFontSettings() { + gitbook.storage.set('fontState', fontState); + update(); + } + + // Increase font size + function enlargeFontSize(e) { + e.preventDefault(); + if (fontState.size >= MAX_SIZE) return; + + fontState.size++; + saveFontSettings(); + } + + // Decrease font size + function reduceFontSize(e) { + e.preventDefault(); + if (fontState.size <= MIN_SIZE) return; + + fontState.size--; + saveFontSettings(); + } + + // Change font family + function changeFontFamily(configName, e) { + if (e && e instanceof Event) { + e.preventDefault(); + } + + var familyId = getFontFamilyId(configName); + fontState.family = familyId; + saveFontSettings(); + } + + // Change type of color theme + function changeColorTheme(configName, e) { + if (e && e instanceof Event) { + e.preventDefault(); + } + + var $book = gitbook.state.$book; + + // Remove currently applied color theme + if (fontState.theme !== 0) + $book.removeClass('color-theme-'+fontState.theme); + + // Set new color theme + var themeId = getThemeId(configName); + fontState.theme = themeId; + if (fontState.theme !== 0) + $book.addClass('color-theme-'+fontState.theme); + + saveFontSettings(); + } + + // Return the correct id for a font-family config key + // Default to first font-family + function getFontFamilyId(configName) { + // Search for plugin configured font family + var configFamily = $.grep(FAMILIES, function(family) { + return family.config == configName; + })[0]; + // Fallback to default font family + return (!!configFamily)? configFamily.id : 0; + } + + // Return the correct id for a theme config key + // Default to first theme + function getThemeId(configName) { + // Search for plugin configured theme + var configTheme = $.grep(THEMES, function(theme) { + return theme.config == configName; + })[0]; + // Fallback to default theme + return (!!configTheme)? configTheme.id : 0; + } + + function update() { + var $book = gitbook.state.$book; + + $('.font-settings .font-family-list li').removeClass('active'); + $('.font-settings .font-family-list li:nth-child('+(fontState.family+1)+')').addClass('active'); + + $book[0].className = $book[0].className.replace(/\bfont-\S+/g, ''); + $book.addClass('font-size-'+fontState.size); + $book.addClass('font-family-'+fontState.family); + + if(fontState.theme !== 0) { + $book[0].className = $book[0].className.replace(/\bcolor-theme-\S+/g, ''); + $book.addClass('color-theme-'+fontState.theme); + } + } + + function init(config) { + // Search for plugin configured font family + var configFamily = getFontFamilyId(config.family), + configTheme = getThemeId(config.theme); + + // Instantiate font state object + fontState = gitbook.storage.get('fontState', { + size: config.size || 2, + family: configFamily, + theme: configTheme + }); + + update(); + } + + function updateButtons() { + // Remove existing fontsettings buttons + if (!!BUTTON_ID) { + gitbook.toolbar.removeButton(BUTTON_ID); + } + + // Create buttons in toolbar + BUTTON_ID = gitbook.toolbar.createButton({ + icon: 'fa fa-font', + label: 'Font Settings', + className: 'font-settings', + dropdown: [ + [ + { + text: 'A', + className: 'font-reduce', + onClick: reduceFontSize + }, + { + text: 'A', + className: 'font-enlarge', + onClick: enlargeFontSize + } + ], + $.map(FAMILIES, function(family) { + family.onClick = function(e) { + return changeFontFamily(family.config, e); + }; + + return family; + }), + $.map(THEMES, function(theme) { + theme.onClick = function(e) { + return changeColorTheme(theme.config, e); + }; + + return theme; + }) + ] + }); + } + + // Init configuration at start + gitbook.events.bind('start', function(e, config) { + var opts = config.fontsettings; + + // Generate buttons at start + updateButtons(); + + // Init current settings + init(opts); + }); + + // Expose API + gitbook.fontsettings = { + enlargeFontSize: enlargeFontSize, + reduceFontSize: reduceFontSize, + setTheme: changeColorTheme, + setFamily: changeFontFamily, + getThemes: getThemes, + setThemes: setThemes, + getFamilies: getFamilies, + setFamilies: setFamilies + }; +}); + + diff --git a/_book/gitbook/gitbook-plugin-fontsettings/website.css b/_book/gitbook/gitbook-plugin-fontsettings/website.css new file mode 100644 index 0000000..26591fe --- /dev/null +++ b/_book/gitbook/gitbook-plugin-fontsettings/website.css @@ -0,0 +1,291 @@ +/* + * Theme 1 + */ +.color-theme-1 .dropdown-menu { + background-color: #111111; + border-color: #7e888b; +} +.color-theme-1 .dropdown-menu .dropdown-caret .caret-inner { + border-bottom: 9px solid #111111; +} +.color-theme-1 .dropdown-menu .buttons { + border-color: #7e888b; +} +.color-theme-1 .dropdown-menu .button { + color: #afa790; +} +.color-theme-1 .dropdown-menu .button:hover { + color: #73553c; +} +/* + * Theme 2 + */ +.color-theme-2 .dropdown-menu { + background-color: #2d3143; + border-color: #272a3a; +} +.color-theme-2 .dropdown-menu .dropdown-caret .caret-inner { + border-bottom: 9px solid #2d3143; +} +.color-theme-2 .dropdown-menu .buttons { + border-color: #272a3a; +} +.color-theme-2 .dropdown-menu .button { + color: #62677f; +} +.color-theme-2 .dropdown-menu .button:hover { + color: #f4f4f5; +} +.book .book-header .font-settings .font-enlarge { + line-height: 30px; + font-size: 1.4em; +} +.book .book-header .font-settings .font-reduce { + line-height: 30px; + font-size: 1em; +} +.book.color-theme-1 .book-body { + color: #704214; + background: #f3eacb; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section { + background: #f3eacb; +} +.book.color-theme-2 .book-body { + color: #bdcadb; + background: #1c1f2b; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section { + background: #1c1f2b; +} +.book.font-size-0 .book-body .page-inner section { + font-size: 1.2rem; +} +.book.font-size-1 .book-body .page-inner section { + font-size: 1.4rem; +} +.book.font-size-2 .book-body .page-inner section { + font-size: 1.6rem; +} +.book.font-size-3 .book-body .page-inner section { + font-size: 2.2rem; +} +.book.font-size-4 .book-body .page-inner section { + font-size: 4rem; +} +.book.font-family-0 { + font-family: Georgia, serif; +} +.book.font-family-1 { + font-family: "Helvetica Neue", Helvetica, Arial, sans-serif; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal { + color: #704214; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal a { + color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h1, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h2, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h3, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h4, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h5, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h6 { + color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h1, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h2 { + border-color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h6 { + color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal hr { + background-color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal blockquote { + border-color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code { + background: #fdf6e3; + color: #657b83; + border-color: #f8df9c; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal .highlight { + background-color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal table th, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal table td { + border-color: #f5d06c; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal table tr { + color: inherit; + background-color: #fdf6e3; + border-color: #444444; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal table tr:nth-child(2n) { + background-color: #fbeecb; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal { + color: #bdcadb; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal a { + color: #3eb1d0; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h1, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h2, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h3, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h4, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h5, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h6 { + color: #fffffa; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h1, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h2 { + border-color: #373b4e; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h6 { + color: #373b4e; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal hr { + background-color: #373b4e; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal blockquote { + border-color: #373b4e; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code { + color: #9dbed8; + background: #2d3143; + border-color: #2d3143; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal .highlight { + background-color: #282a39; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal table th, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal table td { + border-color: #3b3f54; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal table tr { + color: #b6c2d2; + background-color: #2d3143; + border-color: #3b3f54; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal table tr:nth-child(2n) { + background-color: #35394b; +} +.book.color-theme-1 .book-header { + color: #afa790; + background: transparent; +} +.book.color-theme-1 .book-header .btn { + color: #afa790; +} +.book.color-theme-1 .book-header .btn:hover { + color: #73553c; + background: none; +} +.book.color-theme-1 .book-header h1 { + color: #704214; +} +.book.color-theme-2 .book-header { + color: #7e888b; + background: transparent; +} +.book.color-theme-2 .book-header .btn { + color: #3b3f54; +} +.book.color-theme-2 .book-header .btn:hover { + color: #fffff5; + background: none; +} +.book.color-theme-2 .book-header h1 { + color: #bdcadb; +} +.book.color-theme-1 .book-body .navigation { + color: #afa790; +} +.book.color-theme-1 .book-body .navigation:hover { + color: #73553c; +} +.book.color-theme-2 .book-body .navigation { + color: #383f52; +} +.book.color-theme-2 .book-body .navigation:hover { + color: #fffff5; +} +/* + * Theme 1 + */ +.book.color-theme-1 .book-summary { + color: #afa790; + background: #111111; + border-right: 1px solid rgba(0, 0, 0, 0.07); +} +.book.color-theme-1 .book-summary .book-search { + background: transparent; +} +.book.color-theme-1 .book-summary .book-search input, +.book.color-theme-1 .book-summary .book-search input:focus { + border: 1px solid transparent; +} +.book.color-theme-1 .book-summary ul.summary li.divider { + background: #7e888b; + box-shadow: none; +} +.book.color-theme-1 .book-summary ul.summary li i.fa-check { + color: #33cc33; +} +.book.color-theme-1 .book-summary ul.summary li.done > a { + color: #877f6a; +} +.book.color-theme-1 .book-summary ul.summary li a, +.book.color-theme-1 .book-summary ul.summary li span { + color: #877f6a; + background: transparent; + font-weight: normal; +} +.book.color-theme-1 .book-summary ul.summary li.active > a, +.book.color-theme-1 .book-summary ul.summary li a:hover { + color: #704214; + background: transparent; + font-weight: normal; +} +/* + * Theme 2 + */ +.book.color-theme-2 .book-summary { + color: #bcc1d2; + background: #2d3143; + border-right: none; +} +.book.color-theme-2 .book-summary .book-search { + background: transparent; +} +.book.color-theme-2 .book-summary .book-search input, +.book.color-theme-2 .book-summary .book-search input:focus { + border: 1px solid transparent; +} +.book.color-theme-2 .book-summary ul.summary li.divider { + background: #272a3a; + box-shadow: none; +} +.book.color-theme-2 .book-summary ul.summary li i.fa-check { + color: #33cc33; +} +.book.color-theme-2 .book-summary ul.summary li.done > a { + color: #62687f; +} +.book.color-theme-2 .book-summary ul.summary li a, +.book.color-theme-2 .book-summary ul.summary li span { + color: #c1c6d7; + background: transparent; + font-weight: 600; +} +.book.color-theme-2 .book-summary ul.summary li.active > a, +.book.color-theme-2 .book-summary ul.summary li a:hover { + color: #f4f4f5; + background: #252737; + font-weight: 600; +} diff --git a/_book/gitbook/gitbook-plugin-highlight/ebook.css b/_book/gitbook/gitbook-plugin-highlight/ebook.css new file mode 100644 index 0000000..655c965 --- /dev/null +++ b/_book/gitbook/gitbook-plugin-highlight/ebook.css @@ -0,0 +1,96 @@ +pre, +code { + /* From https://github.com/isagalaev/highlight.js/blob/9.8.0/src/styles/tomorrow.css */ + /* http://jmblog.github.io/color-themes-for-highlightjs */ + /* Tomorrow Comment */ + /* Tomorrow Red */ + /* Tomorrow Orange */ + /* Tomorrow Yellow */ + /* Tomorrow Green */ + /* Tomorrow Blue */ + /* Tomorrow Purple */ +} +pre .hljs-comment, +code .hljs-comment, +pre .hljs-quote, +code .hljs-quote { + color: #8e908c; +} +pre .hljs-variable, +code .hljs-variable, +pre .hljs-template-variable, +code .hljs-template-variable, +pre .hljs-tag, +code .hljs-tag, +pre .hljs-name, +code .hljs-name, +pre .hljs-selector-id, +code .hljs-selector-id, +pre .hljs-selector-class, +code .hljs-selector-class, +pre .hljs-regexp, +code .hljs-regexp, +pre .hljs-deletion, +code .hljs-deletion { + color: #c82829; +} +pre .hljs-number, +code .hljs-number, +pre .hljs-built_in, +code .hljs-built_in, +pre .hljs-builtin-name, +code .hljs-builtin-name, +pre .hljs-literal, +code .hljs-literal, +pre .hljs-type, +code .hljs-type, +pre .hljs-params, +code .hljs-params, +pre .hljs-meta, +code .hljs-meta, +pre .hljs-link, +code .hljs-link { + color: #f5871f; +} +pre .hljs-attribute, +code .hljs-attribute { + color: #eab700; +} +pre .hljs-string, +code .hljs-string, +pre .hljs-symbol, +code .hljs-symbol, +pre .hljs-bullet, +code .hljs-bullet, +pre .hljs-addition, +code .hljs-addition { + color: #718c00; +} +pre .hljs-title, +code .hljs-title, +pre .hljs-section, +code .hljs-section { + color: #4271ae; +} +pre .hljs-keyword, +code .hljs-keyword, +pre .hljs-selector-tag, +code .hljs-selector-tag { + color: #8959a8; +} +pre .hljs, +code .hljs { + display: block; + overflow-x: auto; + background: white; + color: #4d4d4c; + padding: 0.5em; +} +pre .hljs-emphasis, +code .hljs-emphasis { + font-style: italic; +} +pre .hljs-strong, +code .hljs-strong { + font-weight: bold; +} diff --git a/_book/gitbook/gitbook-plugin-highlight/website.css b/_book/gitbook/gitbook-plugin-highlight/website.css new file mode 100644 index 0000000..687f4a5 --- /dev/null +++ b/_book/gitbook/gitbook-plugin-highlight/website.css @@ -0,0 +1,307 @@ +.book .book-body .page-wrapper .page-inner section.normal pre, +.book .book-body .page-wrapper .page-inner section.normal code { + /* From https://github.com/isagalaev/highlight.js/blob/9.8.0/src/styles/tomorrow.css */ + /* http://jmblog.github.com/color-themes-for-google-code-highlightjs */ + /* Tomorrow Comment */ + /* Tomorrow Red */ + /* Tomorrow Orange */ + /* Tomorrow Yellow */ + /* Tomorrow Green */ + /* Tomorrow Blue */ + /* Tomorrow Purple */ +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-comment, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-comment, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-quote, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-quote { + color: #8e908c; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-variable, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-variable, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-template-variable, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-template-variable, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-tag, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-tag, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-name, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-name, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-id, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-selector-id, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-class, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-selector-class, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-regexp, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-regexp, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-deletion, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-deletion { + color: #c82829; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-number, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-number, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-built_in, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-built_in, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-builtin-name, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-builtin-name, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-literal, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-literal, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-type, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-type, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-params, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-params, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-meta, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-meta, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-link, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-link { + color: #f5871f; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-attribute, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-attribute { + color: #eab700; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-string, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-string, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-symbol, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-symbol, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-bullet, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-bullet, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-addition, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-addition { + color: #718c00; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-title, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-title, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-section, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-section { + color: #4271ae; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-keyword, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-keyword, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-tag, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-selector-tag { + color: #8959a8; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs, +.book .book-body .page-wrapper .page-inner section.normal code .hljs { + display: block; + overflow-x: auto; + background: white; + color: #4d4d4c; + padding: 0.5em; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-emphasis, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-emphasis { + font-style: italic; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-strong, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-strong { + font-weight: bold; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code { + /* From https://github.com/isagalaev/highlight.js/blob/9.8.0/src/styles/solarized-light.css */ + /* + +Orginal Style from ethanschoonover.com/solarized (c) Jeremy Hull + +*/ + /* Solarized Green */ + /* Solarized Cyan */ + /* Solarized Blue */ + /* Solarized Yellow */ + /* Solarized Orange */ + /* Solarized Red */ +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs { + display: block; + overflow-x: auto; + padding: 0.5em; + background: #fdf6e3; + color: #657b83; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-comment, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-comment, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-quote, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-quote { + color: #93a1a1; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-keyword, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-keyword, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-tag, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-tag, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-addition, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-addition { + color: #859900; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-number, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-number, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-string, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-string, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-meta .hljs-meta-string, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-meta .hljs-meta-string, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-literal, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-literal, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-doctag, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-doctag, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-regexp, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-regexp { + color: #2aa198; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-title, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-title, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-section, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-section, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-name, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-name, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-id, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-id, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-class, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-class { + color: #268bd2; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-attribute, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-attribute, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-attr, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-attr, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-variable, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-variable, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-template-variable, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-template-variable, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-class .hljs-title, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-class .hljs-title, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-type, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-type { + color: #b58900; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-symbol, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-symbol, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-bullet, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-bullet, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-subst, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-subst, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-meta, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-meta, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-meta .hljs-keyword, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-meta .hljs-keyword, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-attr, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-attr, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-pseudo, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-pseudo, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-link, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-link { + color: #cb4b16; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-built_in, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-built_in, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-deletion, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-deletion { + color: #dc322f; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-formula, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-formula { + background: #eee8d5; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-emphasis, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-emphasis { + font-style: italic; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-strong, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-strong { + font-weight: bold; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code { + /* From https://github.com/isagalaev/highlight.js/blob/9.8.0/src/styles/tomorrow-night-bright.css */ + /* Tomorrow Night Bright Theme */ + /* Original theme - https://github.com/chriskempson/tomorrow-theme */ + /* http://jmblog.github.com/color-themes-for-google-code-highlightjs */ + /* Tomorrow Comment */ + /* Tomorrow Red */ + /* Tomorrow Orange */ + /* Tomorrow Yellow */ + /* Tomorrow Green */ + /* Tomorrow Blue */ + /* Tomorrow Purple */ +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-comment, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-comment, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-quote, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-quote { + color: #969896; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-variable, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-variable, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-template-variable, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-template-variable, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-tag, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-tag, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-name, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-name, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-id, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-id, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-class, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-class, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-regexp, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-regexp, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-deletion, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-deletion { + color: #d54e53; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-number, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-number, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-built_in, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-built_in, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-builtin-name, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-builtin-name, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-literal, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-literal, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-type, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-type, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-params, 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e=t.replace(/^\W+/,"").replace(/\W+$/,"");return""===e?void 0:e},t.Pipeline.registerFunction(t.trimmer,"trimmer"),t.TokenStore=function(){this.root={docs:{}},this.length=0},t.TokenStore.load=function(t){var e=new this;return e.root=t.root,e.length=t.length,e},t.TokenStore.prototype.add=function(t,e,n){var n=n||this.root,i=t[0],o=t.slice(1);return i in n||(n[i]={docs:{}}),0===o.length?(n[i].docs[e.ref]=e,void(this.length+=1)):this.add(o,e,n[i])},t.TokenStore.prototype.has=function(t){if(!t)return!1;for(var e=this.root,n=0;no;o++){for(var r=t[o],s=0;i>s&&(r=this._stack[s](r,o,t),void 0!==r);s++);void 0!==r&&e.push(r)}return e},t.Pipeline.prototype.reset=function(){this._stack=[]},t.Pipeline.prototype.toJSON=function(){return this._stack.map(function(e){return t.Pipeline.warnIfFunctionNotRegistered(e),e.label})},t.Vector=function(){this._magnitude=null,this.list=void 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t.SortedSet,i=0,o=0,r=this.length,s=e.length,a=this.elements,h=e.elements;;){if(i>r-1||o>s-1)break;a[i]!==h[o]?a[i]h[o]&&o++:(n.add(a[i]),i++,o++)}return n},t.SortedSet.prototype.clone=function(){var e=new t.SortedSet;return e.elements=this.toArray(),e.length=e.elements.length,e},t.SortedSet.prototype.union=function(t){var e,n,i;return this.length>=t.length?(e=this,n=t):(e=t,n=this),i=e.clone(),i.add.apply(i,n.toArray()),i},t.SortedSet.prototype.toJSON=function(){return this.toArray()},t.Index=function(){this._fields=[],this._ref="id",this.pipeline=new t.Pipeline,this.documentStore=new t.Store,this.tokenStore=new t.TokenStore,this.corpusTokens=new t.SortedSet,this.eventEmitter=new t.EventEmitter,this._idfCache={},this.on("add","remove","update",function(){this._idfCache={}}.bind(this))},t.Index.prototype.on=function(){var t=Array.prototype.slice.call(arguments);return this.eventEmitter.addListener.apply(this.eventEmitter,t)},t.Index.prototype.off=function(t,e){return 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s=0;s0&&(i=1+Math.log(this.documentStore.length/n)),this._idfCache[e]=i},t.Index.prototype.search=function(e){var n=this.pipeline.run(t.tokenizer(e)),i=new t.Vector,o=[],r=this._fields.reduce(function(t,e){return t+e.boost},0),s=n.some(function(t){return this.tokenStore.has(t)},this);if(!s)return[];n.forEach(function(e,n,s){var a=1/s.length*this._fields.length*r,h=this,l=this.tokenStore.expand(e).reduce(function(n,o){var r=h.corpusTokens.indexOf(o),s=h.idf(o),l=1,u=new t.SortedSet;if(o!==e){var c=Math.max(3,o.length-e.length);l=1/Math.log(c)}return r>-1&&i.insert(r,a*s*l),Object.keys(h.tokenStore.get(o)).forEach(function(t){u.add(t)}),n.union(u)},new t.SortedSet);o.push(l)},this);var a=o.reduce(function(t,e){return t.intersect(e)});return a.map(function(t){return{ref:t,score:i.similarity(this.documentVector(t))}},this).sort(function(t,e){return e.score-t.score})},t.Index.prototype.documentVector=function(e){for(var n=this.documentStore.get(e),i=n.length,o=new t.Vector,r=0;i>r;r++){var 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                                                                                                                        • ', { + 'class': 'search-results-item' + }); + + var $title = $('

                                                                                                                          '); + + var $link = $('', { + 'href': gitbook.state.basePath + '/' + res.url, + 'text': res.title + }); + + var content = res.body.trim(); + if (content.length > MAX_DESCRIPTION_SIZE) { + content = content.slice(0, MAX_DESCRIPTION_SIZE).trim()+'...'; + } + var $content = $('

                                                                                                                          ').html(content); + + $link.appendTo($title); + $title.appendTo($li); + $content.appendTo($li); + $li.appendTo($searchList); + }); + } + + function launchSearch(q) { + // Add class for loading + $body.addClass('with-search'); + $body.addClass('search-loading'); + + // Launch search query + throttle(gitbook.search.query(q, 0, MAX_RESULTS) + .then(function(results) { + displayResults(results); + }) + .always(function() { + $body.removeClass('search-loading'); + }), 1000); + } + + function closeSearch() { + $body.removeClass('with-search'); + $bookSearchResults.removeClass('open'); + } + + function launchSearchFromQueryString() { + var q = getParameterByName('q'); + if (q && q.length > 0) { + // Update search input + $searchInput.val(q); + + // Launch search + launchSearch(q); + } + } + + function bindSearch() { + // Bind DOM + $searchInput = $('#book-search-input input'); + $bookSearchResults = $('#book-search-results'); + $searchList = $bookSearchResults.find('.search-results-list'); + $searchTitle = $bookSearchResults.find('.search-results-title'); + $searchResultsCount = $searchTitle.find('.search-results-count'); + $searchQuery = $searchTitle.find('.search-query'); + + // Launch query based on input content + function handleUpdate() { + var q = $searchInput.val(); + + if (q.length == 0) { + closeSearch(); + } + else { + launchSearch(q); + } + } + + // Detect true content change in search input + // Workaround for IE < 9 + var propertyChangeUnbound = false; + $searchInput.on('propertychange', function(e) { + if (e.originalEvent.propertyName == 'value') { + handleUpdate(); + } + }); + + // HTML5 (IE9 & others) + $searchInput.on('input', function(e) { + // Unbind propertychange event for IE9+ + if (!propertyChangeUnbound) { + $(this).unbind('propertychange'); + propertyChangeUnbound = true; + } + + handleUpdate(); + }); + + // Push to history on blur + $searchInput.on('blur', function(e) { + // Update history state + if (usePushState) { + var uri = updateQueryString('q', $(this).val()); + history.pushState({ path: uri }, null, uri); + } + }); + } + + gitbook.events.on('page.change', function() { + bindSearch(); + closeSearch(); + + // Launch search based on query parameter + if (gitbook.search.isInitialized()) { + launchSearchFromQueryString(); + } + }); + + gitbook.events.on('search.ready', function() { + bindSearch(); + + // Launch search from query param at start + launchSearchFromQueryString(); + }); + + function getParameterByName(name) { + var url = window.location.href; + name = name.replace(/[\[\]]/g, '\\$&'); + var regex = new RegExp('[?&]' + name + '(=([^&#]*)|&|#|$)', 'i'), + results = regex.exec(url); + if (!results) return null; + if (!results[2]) return ''; + return decodeURIComponent(results[2].replace(/\+/g, ' ')); + } + + function updateQueryString(key, value) { + value = encodeURIComponent(value); + + var url = window.location.href; + var re = new RegExp('([?&])' + key + '=.*?(&|#|$)(.*)', 'gi'), + hash; + + if (re.test(url)) { + if (typeof value !== 'undefined' && value !== null) + return url.replace(re, '$1' + key + '=' + value + '$2$3'); + else { + hash = url.split('#'); + url = hash[0].replace(re, '$1$3').replace(/(&|\?)$/, ''); + if (typeof hash[1] !== 'undefined' && hash[1] !== null) + url += '#' + hash[1]; + return url; + } + } + else { + if (typeof value !== 'undefined' && value !== null) { + var separator = url.indexOf('?') !== -1 ? '&' : '?'; + hash = url.split('#'); + url = hash[0] + separator + key + '=' + value; + if (typeof hash[1] !== 'undefined' && hash[1] !== null) + url += '#' + hash[1]; + return url; + } + else + return url; + } + } +}); diff --git a/_book/gitbook/gitbook-plugin-sharing/buttons.js b/_book/gitbook/gitbook-plugin-sharing/buttons.js new file mode 100644 index 0000000..709a4e4 --- /dev/null +++ b/_book/gitbook/gitbook-plugin-sharing/buttons.js @@ -0,0 +1,90 @@ +require(['gitbook', 'jquery'], function(gitbook, $) { + var SITES = { + 'facebook': { + 'label': 'Facebook', + 'icon': 'fa fa-facebook', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://www.facebook.com/sharer/sharer.php?s=100&p[url]='+encodeURIComponent(location.href)); + } + }, + 'twitter': { + 'label': 'Twitter', + 'icon': 'fa fa-twitter', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://twitter.com/home?status='+encodeURIComponent(document.title+' '+location.href)); + } + }, + 'google': { + 'label': 'Google+', + 'icon': 'fa fa-google-plus', + 'onClick': function(e) { + e.preventDefault(); + window.open('https://plus.google.com/share?url='+encodeURIComponent(location.href)); + } + }, + 'weibo': { + 'label': 'Weibo', + 'icon': 'fa fa-weibo', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://service.weibo.com/share/share.php?content=utf-8&url='+encodeURIComponent(location.href)+'&title='+encodeURIComponent(document.title)); + } + }, + 'instapaper': { + 'label': 'Instapaper', + 'icon': 'fa fa-instapaper', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://www.instapaper.com/text?u='+encodeURIComponent(location.href)); + } + }, + 'vk': { + 'label': 'VK', + 'icon': 'fa fa-vk', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://vkontakte.ru/share.php?url='+encodeURIComponent(location.href)); + } + } + }; + + + + gitbook.events.bind('start', function(e, config) { + var opts = config.sharing; + + // Create dropdown menu + var menu = $.map(opts.all, function(id) { + var site = SITES[id]; + + return { + text: site.label, + onClick: site.onClick + }; + }); + + // Create main button with dropdown + if (menu.length > 0) { + gitbook.toolbar.createButton({ + icon: 'fa fa-share-alt', + label: 'Share', + position: 'right', + dropdown: [menu] + }); + } + + // Direct actions to share + $.each(SITES, function(sideId, site) { + if (!opts[sideId]) return; + + gitbook.toolbar.createButton({ + icon: site.icon, + label: site.text, + position: 'right', + onClick: site.onClick + }); + }); + }); +}); diff --git a/_book/gitbook/gitbook.js b/_book/gitbook/gitbook.js new file mode 100644 index 0000000..13077b4 --- /dev/null +++ b/_book/gitbook/gitbook.js @@ -0,0 +1,4 @@ +!function e(t,n,r){function o(s,a){if(!n[s]){if(!t[s]){var u="function"==typeof require&&require;if(!a&&u)return u(s,!0);if(i)return i(s,!0);var c=new Error("Cannot find module '"+s+"'");throw c.code="MODULE_NOT_FOUND",c}var 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+w_1x_1+w_2x_2+...+w_nx_n","y=b+w​1​​x​1​​+w​2​​x​2​​+...+w​n​​x​n​​","y=w0x0+w1x1+w2x2+...+wnxn","y=wx+b","y=w​0​​x​0​​+w​1​​x​1​​+w​2​​x​2​​+...+w​n​​x​n​​","y=x.w","y^{(i)})^2}","y^{(i)})^2}{\\sum\\limits_{i=1}^m(y_{mean}^{(i)}","y_pred","y_pred(ndarray):所有样本的类别标签","y_pred[sample_i]","y_test(ndarray):真实值","y_test)**2)","y_{ij})^2","y_{ij})w_{kj}","y_{ij})x_{ik}","{best_feature:","{}","{}}","δw=xt[(xw−y).r]","δw=x​t​​[(xw−y).r]","δx=r.(xw−y)wt","δx=r.(xw−y)w​t​​","​i=1​∑​k​​​x∈c​i​​​∑​​(x−u​i​​)​2​​","​∂w​dj​​​​∂loss​​=​i∈r(i,j)=1​∑​​(​l=1​∑​d​​x​il​​w​lj​​−y​ij​​)x​ik​​","​∂w​kj​​​​∂loss​​=​i∈r(i,j)=1​∑​​(​l=1​∑​d​​x​il​​w​lj​​−y​ij​​)x​ik​​","​∂x​ik​​​​∂loss​​=​j∈r(i,j)=1​∑​​(​l=1​∑​d​​x​il​​w​lj​​−y​ij​​)w​kj​​","​∣c​i​​∣​​1​​​x∈c​i​​​∑​​x","∂loss∂wdj=∑i∈r(i,j)=1(∑l=1dxilwlj−yij)xik","∂loss∂wkj=∑i∈r(i,j)=1(∑l=1dxilwlj−yij)xik","∂loss∂xik=∑j∈r(i,j)=1(∑l=1dxilwlj−yij)wkj","∑i=1k∑x∈ci(x−ui)2","−0−66∗log(66)=0","−0−​6​​6​​∗log(​6​​6​​)=0","−13∗log(13)−23∗log(23)=0.9182","−15∗log(15)−45∗log(45)=0.7219","−27∗log(27)−57∗log(57)=0.8631","−38∗log(38)−58∗log(58)=0.9543","−44∗log(44)=0","−515∗log(515)−1015∗log(1015)=0.9182","−​15​​5​​∗log(​15​​5​​)−​15​​10​​∗log(​15​​10​​)=0.9182","−​3​​1​​∗log(​3​​1​​)−​3​​2​​∗log(​3​​2​​)=0.9182","−​4​​4​​∗log(​4​​4​​)=0","−​5​​1​​∗log(​5​​1​​)−​5​​4​​∗log(​5​​4​​)=0.7219","−​7​​2​​∗log(​7​​2​​)−​7​​5​​∗log(​7​​5​​)=0.8631","−​8​​3​​∗log(​8​​3​​)−​8​​5​​∗log(​8​​5​​)=0.9543","∣ci∣|c_i|∣c​i​​∣表示集合内样本个数。","上标t表示矩阵转置","上面的几种衡量标准针对不同的模型会有不同的值。比如说预测房价","中","为了方便，我们稍微将模型进行变换：","为了更好的解释熵，条件熵，信息增益的计算过程，下面通过示例来描述。假设我现在有这一个数据集，第一列是编号，第二列是性别，第三列是活跃度，第四列是客户是否流失的标签（0:表示未流失，1:表示流失）。","为什么这个指标会有刚刚我们提到的性能呢？我们分析下公式：","为用户1推荐的电影为：","为用户555推荐的电影为：","为用户666推荐的电影为：","为用户88推荐的电影为：","二维平面上曼哈顿距离计算公式：","二维平面上欧式距离计算公式：","什么是数据挖掘","从所有样本中随机选取k个样本作为初始的聚类中心","从所有样本中随机选取k样本作为初始的聚类中心","从机器学习的角度来看，信息熵表示的是信息量的期望值。如果数据集中的数据需要被分成多个类别，则信息量","从这个公式也可以看出，如果概率是0或者是1的时候，熵就是0。（因为这种情况下随机变量的不确定性是最低的），那如果概率是0.5也就是五五开的时候，此时熵达到最大，也就是1。（就像扔硬币，你永远都猜不透你下次扔到的是正面还是反面，所以它的不确定性非常高）。所以呢，熵越大，不确定性就越高。","但是，并不是每个青少年都符合这个公式，只能说每个青少年的身高体重都存在这么一种近似的线性关系。这就是其实就是简单的线性回归，那么，到底什么是线性回归呢？假如我们将青少年的身高和体重值作为坐标，不同人的身高体重就会在平面上构成不同的坐标点，然后用一条直线，尽可能的去拟合这些点，这就是简单的线性回归。","低","体重/kg","何为最近","例如：要做房价预测，每平方是万元，我们预测结果也是万元。那么差值的平方单位应该是千万级别的。那我们不太好描述自己做的模型效果。怎么说呢？我们的模型误差是多少千万？于是干脆就开个根号就好了。我们误差的结果就跟我们数据是一个级别的了，在描述模型的时候就说，我们模型的误差是多少万元。","信息增益","信息是个很抽象的概念。人们常常说信息很多，或者信息较少，但却很难说清楚信息到底有多少。比如一本五十万字的中文书到底有多少信息量。","信息熵","值越大代表用户越喜欢某种元素。","值越大代表电影中某元素内容越多。","假如要算性别和活跃度这两个特征的信息增益的话，首先要先算总的熵和条件熵。总的熵其实非常好算，就是把标签作为随机变量x。上表中标签只有两种（0和1）因此随机变量x的取值只有0或者1。所以要计算熵就需要先分别计算标签为0的概率和标签为1的概率。从表中能看出标签为0的数据有10条，所以标签为0的概率等于2/3。标签为1的概率为1/3。所以熵为：","假设我们有k个簇：(c1,c2,...,ck)(c_1,c_2,...,c_k)(c​1​​,c​2​​,...,c​k​​)","假设现在水果店里有3个西瓜，它们的属性如下：","假设电影评分表y（为m行n列的矩阵）,我们考虑d种元素，则电影评分表可以分解为用户喜好表x（为m行d列的矩阵），与电影内容表w（为d行n列的矩阵）。其中d为超参数，大小由我们自己定。","关于何为最近，大家应该自然而然就会想到可以用两个样本之间的距离大小来衡量，我们常用的有两种距离：","其中p表示预测值，y表示真实值，m为样本总个数，i表示第i个样本。最后，我们再使用正规方程解来求得我们所需要的参数。","其中x0=1,w0=b,通过向量化公式可写成如下形式：","其中xix_ix​i​​表示多个类别中的第i个类别，p(xi)p(x_i)p(x​i​​)表示概率：","其中x表示特征值(如：体重值)，w表示权重，b表示偏置，y表示标签(如：身高值)。","其中yi表示第i个样本的真实标签，pi表示第i个样本的预测标签。线性回归的目的就是让损失函数最小。那么，模型训练出来了，我们再测试集上用损失函数来评估也是可以的。","其中每一行代表一个鸢尾花样本各个属性的值。","其中，record为评分记录矩阵。","其中，uiu_iu​i​​为质心，表达式为：","其中，xix_ix​i​​表示第i个特征，wiw_iw​i​​表示第i个特征对于的权重，b表示偏置，y表示标签。","其中，基准模型值的随机瞎猜的模型。","其中，标签y为m行1列的矩阵，训练特征x为m行(n+1)列的矩阵，回归系数w为(n+1)行1列的矩阵，对w求导，并令其导数为零可解得：","其中：","其实分子表示的是模型预测时产生的误差，分母表示的是对任意样本都预测为所有标签均值时产生的误差，由此可知：","其损失函数可以表示为","再根据测试集标签即真实分类结果，计算出正确率：","再根据测试集标签，可以计算出正确率：","决策树","决策树是一种可以用于分类与回归的机器学习算法，但主要用于分类。用于分类的决策树是一种描述对实例进行分类的树形结构。决策树由结点和边组成，其中结点分为内部结点和叶子结点，内部结点表示一个特征或者属性，叶子结点表示标签。","决策树说通俗点就是一棵能够替我们做决策的树，或者说是我们人类在要做决策时脑回路的一种表现形式，我们可以从下面这个例子来了解决策树是什么。","则我们的目的就是使的簇内的每个点到簇的质心的距离最小，即最小化平方误差mse：","则梯度为：","前言","加权投票","可以发现，使用实现的方法进行聚类的结果与真实情况非常吻合。","可以看到，使用knn对手写数字进行识别，正确率能达到99%以上。","可以看到，使用决策树对鸢尾花进行分类，正确率可以达到100%","可视化数据分布：","可视化结果：","同样的只需要调用之前实现线性回归方法就可以对测试集的波士顿房价数据进行预测了：","否","因素1","因素2","图b:假设k=2，我们最开始先随机初始2个质心(红色与蓝色的点)。","图c:计算每个样本到两个质心的距离，并将其归为与其距离最近的质心那个簇。","图d:更新质心，我们可以看到，红色与蓝色的点位置有了变化。","图e:重新计算样本到质心距离，并重新划分样本属于哪个簇。","图f:直到质心位置变换小于阈值，停止迭代。","在实际的场景中，我们可能需要研究数据集中某个特征等于某个值时的信息熵等于多少，这个时候就需要用到条件熵。条件熵h(y|x)表示特征x为某个值的条件下，类别为y的熵。条件熵的计算公式如下：","在推荐系统中，我们经常看到如下图的表格，表格中的数字代表用户对某个物品的评分，0代表未评分。我们希望能够预测目标用户对物品的评分，进而根据评分高低，将分高的物品推荐给用户。","在炎热的夏天，没有什么比冰镇后的西瓜更能令人感到心旷神怡的了。现在我要去水果店买西瓜，但怎样我才会买这个西瓜呢？那么，有可能我会有以下这个决策过程：","在生活中，我们常常能碰到这么一种情况，一个变量会跟着另一个变量的变化而变化，如圆的周长与半径的关系，当圆的半径确定了，那么周长也就确定了。还有一种情况就是，两个变量之间看似存在某种关系，但又没那么确定，如青少年的身高与体重，他们存在一种近似的线性关系：","均值","均值算法原理","均值算法思想","均值算法流程","均值）聚类，之所以称为","基于上面的设想，我们只要知道所有用户对电影内容各种元素喜欢程度与所有电影内容的成分，就能预测出所有用户对所有电影的评分了。","基于矩阵分解的协同过滤算法思想为：一个用户评分矩阵可以分解为一个用户喜好矩阵与内容矩阵，我们只要能找出正确的用户喜好矩阵参数与内容矩阵参数（即表内的值），就能对用户评分进行预测，再根据预测结果对用户进行推荐。","基于矩阵分解的协同过滤算法正好能解决这个问题。","基于矩阵分解的协同过滤算法通常都会构造如下图所示评分表y，这里我们以电影为例：","多元线性回归","够不够冰","大家已经知道，要使用基于矩阵分解的协同过滤算法，首先得有用户与电影评分的矩阵，而我们实际中的数据并不是以这样的形式保存，所以在使用算法前要先构造出用户","女","如:","如上图，当k=3时离绿色的圆最近的三个样本中，有两个红色的三角形，一个蓝色的正方形，则此时绿色的圆应该分为红色的三角形这一类。而当k=5时，离绿色的圆最近的五个样本中，有两个红色的三角形，三个蓝色的正方形，则此时绿色的圆应该分为蓝色的正方形这一类。","如上图，虽然蓝色正方形与红色三角形数量一样，但是根据加权投票的规则，绿色的圆应该属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绪论","keywords":"","body":"第一章 绪论\n"},"Chapter1/为什么要数据挖掘.html":{"url":"Chapter1/为什么要数据挖掘.html","title":"1.1:为什么要数据挖掘","keywords":"","body":"1.1:为什么要数据挖掘\n"},"Chapter1/什么是数据挖掘.html":{"url":"Chapter1/什么是数据挖掘.html","title":"1.2: 什么是数据挖掘","keywords":"","body":"1.2: 什么是数据挖掘\n"},"Chapter1/数据挖掘主要任务.html":{"url":"Chapter1/数据挖掘主要任务.html","title":"1.3:数据挖掘主要任务","keywords":"","body":"1.3:数据挖掘主要任务\n"},"Chapter2/":{"url":"Chapter2/","title":"第二章 数据探索","keywords":"","body":"第二章 数据探索\n"},"Chapter2/数据与属性.html":{"url":"Chapter2/数据与属性.html","title":"2.1:数据与属性","keywords":"","body":"2.1:数据与属性\n"},"Chapter2/数据的基本统计指标.html":{"url":"Chapter2/数据的基本统计指标.html","title":"2.2:数据的基本统计指标","keywords":"","body":"2.2:数据的基本统计指标\n"},"Chapter2/数据可视化.html":{"url":"Chapter2/数据可视化.html","title":"2.3:数据可视化","keywords":"","body":"2.3:数据可视化\n"},"Chapter2/相似性度量.html":{"url":"Chapter2/相似性度量.html","title":"2.4:相似性度量","keywords":"","body":"2.4:相似性度量\n"},"Chapter3/":{"url":"Chapter3/","title":"第三章 数据预处理","keywords":"","body":"第三章 数据预处理\n"},"Chapter3/为什么要数据预处理.html":{"url":"Chapter3/为什么要数据预处理.html","title":"3.1:为什么要数据预处理","keywords":"","body":"3.1:为什么要数据预处理\n数据挖掘其实就是从数据中学习到规律，再将学习到的规律对未知的数据进行分析。数据的质量直接影响到模型学习的好坏，而我们最开始获取的数据其中绝大多数是“有毛病”的，不利于后期进行分析。所以我们在分析前需要进行数据的预处理。\nsklearn.preprocessing包提供了几个常用的函数和转换类型，用它们将一个原始的特征向量转化为一个更适于数据分析的表示形式。一般来说，学习算法收益于数据集的标准形式。如果数据中存在异常点，稳健的数据规范或转换是更适合的。\n"},"Chapter3/标准化.html":{"url":"Chapter3/标准化.html","title":"3.2:标准化","keywords":"","body":"3.2:标准化\n"},"Chapter3/非线性变换.html":{"url":"Chapter3/非线性变换.html","title":"3.3:非线性变换","keywords":"","body":"3.3:非线性变换\n"},"Chapter3/归一化.html":{"url":"Chapter3/归一化.html","title":"3.4:归一化","keywords":"","body":"3.4:归一化\n"},"Chapter3/离散值编码.html":{"url":"Chapter3/离散值编码.html","title":"3.5:离散值编码","keywords":"","body":"3.5:离散值编码\n"},"Chapter3/生成多项式特征.html":{"url":"Chapter3/生成多项式特征.html","title":"3.6:生成多项式特征","keywords":"","body":"3.6:生成多项式特征\n"},"Chapter3/估算缺失值.html":{"url":"Chapter3/估算缺失值.html","title":"3.7:估算缺失值","keywords":"","body":"3.7:估算缺失值\n"},"Chapter4/":{"url":"Chapter4/","title":"第四章 k-近邻","keywords":"","body":"第四章 k-近邻\n"},"Chapter4/k-近邻算法思想.html":{"url":"Chapter4/k-近邻算法思想.html","title":"4.1:k-近邻算法思想","keywords":"","body":"4.1:k-近邻算法思想\nk-近邻（k-nearest neighbor ,knn）是一种分类与回归的方法。我们这里只讨论用来分类的knn。所谓k最近邻，就是k个最近的邻居的意思，说的是每个样本都可以用它最近的k个邻居来代表。\nknn算法的核心思想是如果一个样本在特征空间中的k个最相邻的样本中的大多数属于某一个类别，则该样本也属于这个类别，并具有这个类别上样本的特性。该方法在确定分类决策上只依据最邻近的一个或者几个样本的类别来决定待分样本所属的类别。knn方法在类别决策时，只与极少量的相邻样本有关。\n\n如上图，当k=3时离绿色的圆最近的三个样本中，有两个红色的三角形，一个蓝色的正方形，则此时绿色的圆应该分为红色的三角形这一类。而当k=5时，离绿色的圆最近的五个样本中，有两个红色的三角形，三个蓝色的正方形，则此时绿色的圆应该分为蓝色的正方形这一类。\n用一句话来总结knn算法的思想就是近朱者赤近墨者黑。\n"},"Chapter4/k-近邻算法原理.html":{"url":"Chapter4/k-近邻算法原理.html","title":"4.2:k-近邻算法原理","keywords":"","body":"4.2:k-近邻算法原理\n我们已经知道，如何判别一个样本属于哪个类型，主要是看离它最近的几个样本中哪个类型的数量最多，则该样本属于数量最多的类型。这里，存在两个问题：\n\n何为最近\n如果有两个类型的样本数一样且最多，那么最终该样本应该属于哪个类型\n\n距离度量\n关于何为最近，大家应该自然而然就会想到可以用两个样本之间的距离大小来衡量，我们常用的有两种距离：\n\n欧氏距离：欧氏距离是最容易直观理解的距离度量方法，我们小学、初中和高中接触到的两个点在空间中的距离一般都是指欧氏距离。\n\n\n二维平面上欧式距离计算公式：\nd12=(x1(1)−x1(2))2+(x2(1)−x2(2))2\rd_{12} = \\sqrt{(x^{(1)}_1-x^{(2)}_1)^2+(x^{(1)}_2-x^{(2)}_2)^2}\rd​12​​=√​(x​1​(1)​​−x​1​(2)​​)​2​​+(x​2​(1)​​−x​2​(2)​​)​2​​​​​\nn维平面上欧氏距离计算公式：\nd12=∑i=1n(xi(1)−xi(2))2\rd_{12}=\\sqrt{\\sum\\limits_{i=1}^n(x^{(1)}_i-x^{(2)}_i)^2}\rd​12​​=√​​i=1​∑​n​​(x​i​(1)​​−x​i​(2)​​)​2​​​​​\n\n曼哈顿距离：顾名思义，在曼哈顿街区要从一个十字路口开车到另一个十字路口，驾驶距离显然不是两点间的直线距离。这个实际驾驶距离就是“曼哈顿距离”。曼哈顿距离也称为“城市街区距离”。\n\n\n二维平面上曼哈顿距离计算公式：\nd12=∣x1(1)−x1(2)∣+∣x2(1)−x2(2)∣\rd_{12}=|x^{(1)}_1-x^{(2)}_1|+|x^{(1)}_2-x^{(2)}_2|\rd​12​​=∣x​1​(1)​​−x​1​(2)​​∣+∣x​2​(1)​​−x​2​(2)​​∣\nn维平面上曼哈顿计算公式：\nd12=∑i=1n∣xi(1)−xi(2)∣\rd_{12}=\\sum\\limits_{i=1}^n|x^{(1)}_i-x^{(2)}_i|\rd​12​​=​i=1​∑​n​​∣x​i​(1)​​−x​i​(2)​​∣\n加权投票\nknn算法最后决定样本属于哪个类别，其实好比就是在投票，哪个类别票数多，则该样本属于哪个类别。而如果出现票数相同的情况，我们可以给每一票加上一个权重，用来表示每一票的重要性，这样就可以解决票数相同的问题了。很明显，距离越近的样本所投的一票应该越重要，此时我们可以将距离的倒数作为权重赋予每一票。\n\n如上图，虽然蓝色正方形与红色三角形数量一样，但是根据加权投票的规则，绿色的圆应该属于蓝色正方形这个类别。\n"},"Chapter4/k-近邻算法流程.html":{"url":"Chapter4/k-近邻算法流程.html","title":"4.3:k-近邻算法流程","keywords":"","body":"4.3:k-近邻算法流程\nknn算法不需要训练模型，只是根据离样本最近的几个样本类型来判别该样本类型，所以流程非常简单：\n\n1.计算出新样本与每一个样本的距离\n2.找出距离最近的k个样本\n3.根据加权投票规则得到新样本的类别\n\n"},"Chapter4/动手实现k-近邻.html":{"url":"Chapter4/动手实现k-近邻.html","title":"4.4:动手实现k-近邻","keywords":"","body":"4.4:动手实现k-近邻\nknn算法实现python代码如下：\n#encoding=utf8\nimport numpy as np\n\ndef knn_clf(k,train_feature,train_label,test_feature):\n '''\n input:\n k(int):最近邻样本个数\n train_feature(ndarray):训练样本特征\n train_label(ndarray):训练样本标签\n test_feature(ndarray):测试样本特征\n output:\n predict(ndarray):测试样本预测标签\n '''\n #初始化预测结果\n predict = np.zeros(test_feature.shape[0],).astype('int')\n #对测试集每一个样本进行遍历\n for i in range(test_feature.shape[0]):\n #测试集第i个样本到训练集每一个样本的距离\n distance = np.sqrt(np.power(np.tile(test_feature[i],(train_feature.shape[0],1))-train_feature,2).sum(axis=1))\n #最近的k个样本的距离\n distance_k = np.sort(distance)[:k]\n #最近的k个样本的索引\n nearest = np.argsort(distance)[:k]\n #最近的k个样本的标签\n topK = [train_label[i] for i in nearest]\n #初始化进行投票的字典，字典的键为标签，值为投票分数\n votes = {}\n #初始化最大票数\n max_count = 0\n #进行投票\n for j,label in enumerate(topK):\n #如果标签在字典的键中则投票计分\n if label in votes.keys():\n votes[label] += 1/(distance_k[j]+1e-10)#防止分母为0\n #如果评分最高则将预测值更新为对应标签\n if votes[label] > max_count:\n max_count = votes[label]\n predict[i] = label\n #如果标签不在字典中则将标签加入字典的键，同时计入相应的分数\n else:\n votes[label] = 1/(distance_k[j]+1e-10)\n if votes[label] > max_count:\n max_count = votes[label]\n predict[i] = label\n return predict\n\n"},"Chapter4/实战案例.html":{"url":"Chapter4/实战案例.html","title":"4.5:实战案例","keywords":"","body":"4.5:实战案例\n手写数字数据\n手写数字数据集一共有1797个样本，每个样本有64个特征。每个特征的值为0-255之间的像素，我们的任务就是根据这64个特征值识别出该数字属于0-9十个类别中的哪一个。\n我们可以使用sklearn直接对数据进行加载，代码如下：\nfrom sklearn.datasets import load_digits\n#加载手写数字数据集\ndigits = load_digits()\n#获取数据特征与标签\nx,y = digits .data,digits .target\n\n当然，每一个样本就是一个数字，我们可以把它还原为8x8的大小进行查看：\nimport matplotlib.pyplot as plt\n\nimg = x[0].reshape(8,8)\nplt.imshow(img)\n\n\n然后我们划分出训练集与测试集，训练集用来训练模型，测试集用来检测模型性能。代码如下：\nfrom sklearn.model_selection import train_test_split\n#划分训练集测试集，其中测试集样本数为整个数据集的20%\ntrain_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666)\n\n进行识别\n接下来就只需要调用之前实现的knn_clf方法就可以对测试集的手写数字进行识别了：\npredict = knn_clf(3,train_feature,train_label,test_feature)\npredict\n>>>array([1, 5, 0, 7, 1, 0, 6, 1, 5, 4, 9, 2, 7, 8, 4, 6, 9, 3, 7, 4, 7, 1,\n 8, 6, 0, 9, 6, 1, 3, 7, 5, 9, 8, 3, 2, 8, 8, 1, 1, 0, 7, 9, 0, 0,\n 8, 7, 2, 7, 4, 3, 4, 3, 4, 0, 4, 7, 0, 5, 5, 5, 2, 1, 7, 0, 5, 1,\n 8, 3, 3, 4, 0, 3, 7, 4, 3, 4, 2, 9, 7, 3, 2, 5, 3, 4, 1, 5, 5, 2,\n 9, 2, 2, 2, 2, 7, 0, 8, 1, 7, 4, 2, 3, 8, 2, 3, 3, 0, 2, 9, 9, 2,\n 3, 2, 8, 1, 1, 9, 1, 2, 0, 4, 8, 5, 4, 4, 7, 6, 7, 6, 6, 1, 7, 5,\n 6, 3, 8, 3, 7, 1, 8, 5, 3, 4, 7, 8, 5, 0, 6, 0, 6, 3, 7, 6, 5, 6,\n 2, 2, 2, 3, 0, 7, 6, 5, 6, 4, 1, 0, 6, 0, 6, 4, 0, 9, 3, 8, 1, 2,\n 3, 1, 9, 0, 7, 6, 2, 9, 3, 5, 3, 4, 6, 3, 3, 7, 4, 9, 2, 7, 6, 1,\n 6, 8, 4, 0, 3, 1, 0, 9, 9, 9, 0, 1, 8, 6, 8, 0, 9, 5, 9, 8, 2, 3,\n 5, 3, 0, 8, 7, 4, 0, 3, 3, 3, 6, 3, 3, 2, 9, 1, 6, 9, 0, 4, 2, 2,\n 7, 9, 1, 6, 7, 6, 3, 9, 1, 9, 3, 4, 0, 6, 4, 8, 5, 3, 6, 3, 1, 4,\n 0, 4, 4, 8, 7, 9, 1, 5, 2, 7, 0, 9, 0, 4, 4, 0, 1, 0, 6, 4, 2, 8,\n 5, 0, 2, 6, 0, 1, 8, 2, 0, 9, 5, 6, 2, 0, 5, 0, 9, 1, 4, 7, 1, 7,\n 0, 6, 6, 8, 0, 2, 2, 6, 9, 9, 7, 5, 1, 7, 6, 4, 6, 1, 9, 4, 7, 1,\n 3, 7, 8, 1, 6, 9, 8, 3, 2, 4, 8, 7, 5, 5, 6, 9, 9, 8, 5, 0, 0, 4,\n 9, 3, 0, 4, 9, 4, 2, 5])\n\n再根据测试集标签即真实分类结果，计算出正确率：\nacc = np.mean(predict==test_label)\nacc\n>>>0.994\n\n可以看到，使用knn对手写数字进行识别，正确率能达到99%以上。\n"},"Chapter5/":{"url":"Chapter5/","title":"第五章 线性回归","keywords":"","body":"第五章 线性回归\n"},"Chapter5/线性回归算法思想.html":{"url":"Chapter5/线性回归算法思想.html","title":"5.1:线性回归算法思想","keywords":"","body":"5.1:线性回归算法思想\n简单线性回归\n在生活中，我们常常能碰到这么一种情况，一个变量会跟着另一个变量的变化而变化，如圆的周长与半径的关系，当圆的半径确定了，那么周长也就确定了。还有一种情况就是，两个变量之间看似存在某种关系，但又没那么确定，如青少年的身高与体重，他们存在一种近似的线性关系：\n身高/cm = 体重/kg +105\n但是，并不是每个青少年都符合这个公式，只能说每个青少年的身高体重都存在这么一种近似的线性关系。这就是其实就是简单的线性回归，那么，到底什么是线性回归呢？假如我们将青少年的身高和体重值作为坐标，不同人的身高体重就会在平面上构成不同的坐标点，然后用一条直线，尽可能的去拟合这些点，这就是简单的线性回归。\n\n简单的线性回归模型如下：\ny=wx+b\ny = wx+b\ny=wx+b\n其中x表示特征值(如：体重值)，w表示权重，b表示偏置，y表示标签(如：身高值)。\n多元线性回归\n简单线性回归中，一个变量跟另一个变量的变化而变化，但是生活中，还有很多变量，可能由多个变量的变化决定着它的变化，比如房价，影响它的因素可能有：房屋面积、地理位置等等。如果我们要给它们建立出近似的线性关系，这就是多元线性回归，多元线性回归模型如下：\ny=b+w1x1+w2x2+...+wnxn\ny=b+w_1x_1+w_2x_2+...+w_nx_n\ny=b+w​1​​x​1​​+w​2​​x​2​​+...+w​n​​x​n​​\n其中，xix_ix​i​​表示第i个特征，wiw_iw​i​​表示第i个特征对于的权重，b表示偏置，y表示标签。\n"},"Chapter5/线性回归算法原理.html":{"url":"Chapter5/线性回归算法原理.html","title":"5.2:线性回归算法原理","keywords":"","body":"5.2:线性回归算法原理\n线性回归训练流程\n我们已经知道线性回归模型如下：\ny=b+w1x1+w2x2+...+wnxn\ny = b +w_1x_1+w_2x_2+...+w_nx_n\ny=b+w​1​​x​1​​+w​2​​x​2​​+...+w​n​​x​n​​\n为了方便，我们稍微将模型进行变换：\ny=w0x0+w1x1+w2x2+...+wnxn\ny = w_0x_0 +w_1x_1+w_2x_2+...+w_nx_n\ny=w​0​​x​0​​+w​1​​x​1​​+w​2​​x​2​​+...+w​n​​x​n​​\n其中x0=1,w0=b,通过向量化公式可写成如下形式：\nY=X.W\nY=X.W\nY=X.W\nW=(w0,w1,...,wn)\nW = (w_0,w_1,...,w_n)\nW=(w​0​​,w​1​​,...,w​n​​)\nX=(1,x1,...,xn)\nX = (1,x_1,...,x_n)\nX=(1,x​1​​,...,x​n​​)\n而我们的目的就是找出能够正确预测的多元线性回归模型，即找出正确的W（即权重与偏置）。那么如何寻找呢？通常在监督学习里面都会使用这么一个套路，构造一个损失函数，用来衡量真实值与预测值之间的差异，然后将问题转化为最优化损失函数。既然损失函数是用来衡量真实值与预测值之间的差异那么很多人自然而然的想到了用所有真实值与预测值的差的绝对值来表示损失函数。不过带绝对值的函数不容易求导，所以采用MSE(均方误差)作为损失函数，公式如下：\nloss=1m∑i=1m(y(i)−p(i))2\nloss = \\frac{1}{m}\\sum\\limits_{i=1}^m(y^{(i)}-p^{(i)})^2\nloss=​m​​1​​​i=1​∑​m​​(y​(i)​​−p​(i)​​)​2​​\n其中p表示预测值，y表示真实值，m为样本总个数，i表示第i个样本。最后，我们再使用正规方程解来求得我们所需要的参数。\n线性回归模型训练流程图如下：\n\n正规方程解\n对线性回归模型，假设训练集中m个训练样本，每个训练样本中有n个特征，可以使用矩阵的表示方法，预测函数可以写为：\nY=X.W\nY = X.W\nY=X.W\n其损失函数可以表示为\nloss=1m(Y−X.W)T(Y−X.W)\nloss = \\frac{1}{m}(Y-X.W)^T(Y-X.W)\nloss=​m​​1​​(Y−X.W)​T​​(Y−X.W)\n其中，标签Y为m行1列的矩阵，训练特征X为m行(n+1)列的矩阵，回归系数W为(n+1)行1列的矩阵，对W求导，并令其导数为零可解得：\nW=(XTX)−1XTY\nW=(X^TX)^{-1}X^TY\nW=(X​T​​X)​−1​​X​T​​Y\n这个就是正规方程解，我们可以通过正规方程解直接求得我们所需要的参数。\n"},"Chapter5/线性回归算法流程.html":{"url":"Chapter5/线性回归算法流程.html","title":"5.3:线性回归算法流程","keywords":"","body":"5.3:线性回归算法流程\n我们最终的目的是通过训练出来的线性回归模型对测试集数据进行预测，算法实现流程如下：\n\n1.将x0=1加入训练数据\n2.使用正规方程解求得参数\n3.将x0=1加入测试数据\n4.对测试集数据进行预测\n\n"},"Chapter5/动手实现线性回归.html":{"url":"Chapter5/动手实现线性回归.html","title":"5.4:动手实现线性回归","keywords":"","body":"5.4:动手实现线性回归\n线性回归python实现代码如下：\n#encoding=utf8\nimport numpy as np\n\ndef lr(train_feature,train_label,test_feature):\n '''\n input:\n train_feature(ndarray):训练样本特征\n train_label(ndarray):训练样本标签\n test_feature(ndarray):测试样本特征\n output:\n predict(ndarray):测试样本预测标签\n '''\n #将x0=1加入训练数据\n train_x = np.hstack([np.ones((len(train_feature),1)),train_feature])\n #使用正规方程解求得参数\n theta =np.linalg.inv(train_x.T.dot(train_x)).dot(train_x.T).dot(train_label)\n #将x0=1加入测试数据\n test_x = np.hstack([np.ones((len(test_feature),1)),test_feature])\n #求得测试集预测标签 \n predict = test_x.dot(theta)\n return predict\n\n"},"Chapter5/实战案例.html":{"url":"Chapter5/实战案例.html","title":"5.5:实战案例","keywords":"","body":"5.5:实战案例\n波士顿房价数据\n波士顿房价数据集共有506条房价数据，每条数据包括对指定房屋的13项数值型特征和目标房价组成。我们需要通过数据特征来对目标房价进行预测。\n数据集中部分数据与标签如下图所示：\n\n\nsklearn中已经提供了波士顿房价数据集的相关接口，想要使用该数据集可以使用如下代码：\nfrom sklearn import datasets\n#加载波士顿房价数据集\nboston = datasets.load_boston()\n#X表示特征，y表示目标房价\nx = boston.data\ny = boston.target\n\n然后再对数据集进行划分：\nfrom sklearn.model_selection import train_test_split\n#划分训练集测试集，所有样本的20%作为测试集\ntrain_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666)\n\n进行预测\n同样的只需要调用之前实现线性回归方法就可以对测试集的波士顿房价数据进行预测了：\npredict = lr(train_feature,train_label,test_feature)\n>>>predict\narray([27.14328365, 23.03653632, 27.00098113, 34.67246356, 22.9249281 ,\n 21.27666411, 15.67682012, 23.71041177, 24.9170328 , 18.94485146,\n 4.21475157, 24.91145159, 20.98995302, 18.43508891, 24.17666486,\n 26.84239278, 27.83397467, 13.52699359, 18.45498398, 28.42388411,\n 30.59256907, 13.41724252, 8.12085396, 35.51572129, 25.67615918,\n 17.16601994, 20.37433719, 13.09756854, 34.29369038, 23.73452722,\n 39.80575322, 8.23996654, 24.79976309, 17.93534789, 23.166615 ,\n 19.77561659, 35.15958711, 35.62614752, 21.48402467, 13.53651885,\n 23.8764859 , 22.76090085, 27.69433621, 18.25312903, 28.24166439,\n 11.37889658, 27.10532052, 32.76787747, 29.42762069, 24.90135914,\n 27.29432351, 33.19296658, 26.14048342, 23.62626694, 27.59078519,\n 20.00241919, 14.46427082, 20.0119397 , 19.81015781, 13.93309224,\n 20.96227953, 25.93383085, 30.17587814, 18.06438076, 12.03215906,\n 11.3801673 , 26.81093528, 22.56148123, 22.95599483, 25.79865129,\n 10.10532755, 33.63114297, 17.81932257, 17.21896388, 39.33351986,\n 14.91994896, 18.19524145, 24.94373123, 20.09101825, 31.48389087,\n 32.8430831 , 23.95919903, 9.77345135, 31.55307878, 30.55370904,\n 23.20332797, 21.90050123, 13.5557125 , 18.27957707, 25.0240593 ,\n 19.54159097, 36.39430746, 24.02473259, 33.08973723, 21.71311184,\n 17.37919862, 26.67885309, 27.42896672, 13.1943355 , 0.57642556,\n 19.69396665, 14.18869608])\n\n衡量线性回归的性能指标\n对于分类问题，我们可以使用正确率来衡量模型的性能好坏，很明显，回归问题并不能使用正确率来衡量，那么，回归问题可以使用哪些指标用来评估呢？\nMSE\nMSE （Mean Squared Error）叫做均方误差,公式如下：\nmse=1m∑i=1m(y(i)−p(i))2\nmse = \\frac{1}{m}\\sum\\limits_{i=1}^m(y^{(i)}-p^{(i)})^2\nmse=​m​​1​​​i=1​∑​m​​(y​(i)​​−p​(i)​​)​2​​\n其中yi表示第i个样本的真实标签，pi表示第i个样本的预测标签。线性回归的目的就是让损失函数最小。那么，模型训练出来了，我们再测试集上用损失函数来评估也是可以的。\nRMSE\nRMSE（Root Mean Squard Error）均方根误差，公式如下：\nrmse=1m∑i=1m(y(i)−p(i))2\nrmse = \\sqrt{\\frac{1}{m}\\sum\\limits_{i=1}^m(y^{(i)}-p^{(i)})^2}\nrmse=​⎷​​​​​​​m​​1​​​i=1​∑​m​​(y​(i)​​−p​(i)​​)​2​​​​​\nRMSE其实就是MSE开个根号。有什么意义呢？其实实质是一样的。只不过用于数据更好的描述。\n例如：要做房价预测，每平方是万元，我们预测结果也是万元。那么差值的平方单位应该是千万级别的。那我们不太好描述自己做的模型效果。怎么说呢？我们的模型误差是多少千万？于是干脆就开个根号就好了。我们误差的结果就跟我们数据是一个级别的了，在描述模型的时候就说，我们模型的误差是多少万元。\nMAE\nMAE(平均绝对误差)，公式如下：\nmae=1m∑i=1m∣y(i)−p(i)∣\nmae = \\frac{1}{m}\\sum\\limits_{i=1}^m|y^{(i)}-p^{(i)}|\nmae=​m​​1​​​i=1​∑​m​​∣y​(i)​​−p​(i)​​∣\nMAE虽然不作为损失函数，确是一个非常直观的评估指标，它表示每个样本的预测标签值与真实标签值的L1距离。\nR-Squared\n上面的几种衡量标准针对不同的模型会有不同的值。比如说预测房价 那么误差单位就是万元。数子可能是3，4，5之类的。那么预测身高就可能是0.1，0.6之类的。没有什么可读性，到底多少才算好呢？不知道，那要根据模型的应用场景来。 看看分类算法的衡量标准就是正确率，而正确率又在0～1之间，最高百分之百。最低0。那么线性回归有没有这样的衡量标准呢？R-Squared就是这么一个指标，公式如下：\nR2=1−∑i=1m(p(i)−y(i))2∑i=1m(ymean(i)−y(i))2\nR^2=1-\\frac{\\sum\\limits_{i=1}^m(p^{(i)}-y^{(i)})^2}{\\sum\\limits_{i=1}^m(y_{mean}^{(i)}-y^{(i)})^2}\nR​2​​=1−​​i=1​∑​m​​(y​mean​(i)​​−y​(i)​​)​2​​​​​i=1​∑​m​​(p​(i)​​−y​(i)​​)​2​​​​\n为什么这个指标会有刚刚我们提到的性能呢？我们分析下公式：\n\n其实分子表示的是模型预测时产生的误差，分母表示的是对任意样本都预测为所有标签均值时产生的误差，由此可知：\n\n1.当我们的模型不犯任何错误时，取最大值1。\n2.当我们的模型性能跟基模型性能相同时，取0。\n3.如果为负数，则说明我们训练出来的模型还不如基准模型，此时，很有可能我们的数据不存在任何线性关系。\n\n其中，基准模型值的随机瞎猜的模型。\n这里使用python实现了MSE，R-Squared方法，代码如下：\nimport numpy as np\n\n#mse\ndef mse_score(y_predict,y_test):\n mse = np.mean((y_predict-y_test)**2)\n return mse\n#r2\ndef r2_score(y_predict,y_test):\n '''\n input:y_predict(ndarray):预测值\n y_test(ndarray):真实值\n output:r2(float):r2值\n '''\n r2 = 1 - mse_score(y_predict,y_test)/np.var(y_test)\n return r2\n我们可以根据求得的预测值，计算出MSE值与R-Squared值:\nmse = mse_score(predict,test_label)\nmse\n>>>27.22\nr2 = r2_score(predict,test_label)\nr2\n>>>0.63\n\n"},"Chapter6/":{"url":"Chapter6/","title":"第六章 决策树","keywords":"","body":"第六章 决策树\n"},"Chapter6/决策树算法思想.html":{"url":"Chapter6/决策树算法思想.html","title":"6.1:决策树算法思想","keywords":"","body":"6.1:决策树算法思想\n决策树是一种可以用于分类与回归的机器学习算法，但主要用于分类。用于分类的决策树是一种描述对实例进行分类的树形结构。决策树由结点和边组成，其中结点分为内部结点和叶子结点，内部结点表示一个特征或者属性，叶子结点表示标签。\n决策树说通俗点就是一棵能够替我们做决策的树，或者说是我们人类在要做决策时脑回路的一种表现形式，我们可以从下面这个例子来了解决策树是什么。\n在炎热的夏天，没有什么比冰镇后的西瓜更能令人感到心旷神怡的了。现在我要去水果店买西瓜，但怎样我才会买这个西瓜呢？那么，有可能我会有以下这个决策过程：\n\n假设现在水果店里有3个西瓜，它们的属性如下：\n\n\n\n编号\n瓤是否够红\n够不够冰\n是否便宜\n是否有籽\n\n\n\n\n1\n是\n否\n是\n否\n\n\n2\n是\n是\n否\n是\n\n\n3\n否\n是\n是\n否\n\n\n\n那么根据我的决策过程我会买1和2号西瓜。这个帮助我选择西瓜的过程，就是一个决策树。由之前介绍的知识可以知道，黄色部分为内部节点，蓝色部分为叶子节点。\n"},"Chapter6/决策树算法原理.html":{"url":"Chapter6/决策树算法原理.html","title":"6.2:决策树算法原理","keywords":"","body":"6.2:决策树算法原理\n我们已经知道，构造一棵决策树其实就是根据数据的特征(内部节点)对数据一步一步的进行划分，从而达到分类的目的。但是，每一步根据哪个特征来进行划分呢？这个就是构造决策树的关键。其实构造决策树时会遵循一个指标，有的是按照信息增益来构建，如ID3算法；有的是信息增益率来构建，如C4.5算法；有的是按照基尼系数来构建的，如CART算法。但不管是使用哪种构建算法，决策树的构建过程通常都是一个递归选择最优特征，并根据特征对训练集进行分割，使得对各个子数据集有一个最好的分类的过程。这里我们以ID3算法为例，详细介绍构建决策树相关知识。\n信息熵\n信息是个很抽象的概念。人们常常说信息很多，或者信息较少，但却很难说清楚信息到底有多少。比如一本五十万字的中文书到底有多少信息量。\n直到1948年，香农提出了“信息熵”的概念，才解决了对信息的量化度量问题。信息熵这个词是香农从热力学中借用过来的。热力学中的热熵是表示分子状态混乱程度的物理量。香农用信息熵的概念来描述信源的不确定度。信源的不确定性越大，信息熵也越大。\n从机器学习的角度来看，信息熵表示的是信息量的期望值。如果数据集中的数据需要被分成多个类别，则信息量 I(xi)I(x_i)I(x​i​​)的定义如下：\n其中xix_ix​i​​表示多个类别中的第i个类别，p(xi)p(x_i)p(x​i​​)表示概率：\nI(Xi)=−log2p(xi)\nI(X_i)=-log_2p(x_i)\nI(X​i​​)=−log​2​​p(x​i​​)\n由于信息熵是信息量的期望值，所以信息熵H(X)H(X)H(X)的定义如下(其中n为数据集中类别的数量)：\nH(X)=−∑i=1np(xi)log2p(xi)\nH(X)=-\\sum\\limits_{i=1}^np(x_i)log_2p(x_i)\nH(X)=−​i=1​∑​n​​p(x​i​​)log​2​​p(x​i​​)\n从这个公式也可以看出，如果概率是0或者是1的时候，熵就是0。（因为这种情况下随机变量的不确定性是最低的），那如果概率是0.5也就是五五开的时候，此时熵达到最大，也就是1。（就像扔硬币，你永远都猜不透你下次扔到的是正面还是反面，所以它的不确定性非常高）。所以呢，熵越大，不确定性就越高。\n条件熵\n在实际的场景中，我们可能需要研究数据集中某个特征等于某个值时的信息熵等于多少，这个时候就需要用到条件熵。条件熵H(Y|X)表示特征X为某个值的条件下，类别为Y的熵。条件熵的计算公式如下：\nH(Y∣X)=∑i=1npiH(Y∣X=xi)\nH(Y|X)=\\sum\\limits_{i=1}^np_iH(Y|X=x_i)\nH(Y∣X)=​i=1​∑​n​​p​i​​H(Y∣X=x​i​​)\n信息增益\n现在已经知道了什么是熵，什么是条件熵。接下来就可以看看什么是信息增益了。所谓的信息增益就是表示我已知条件X后能得到信息Y的不确定性的减少程度。\n就好比，我在玩读心术。你心里想一件东西，我来猜。我已开始什么都没问你，我要猜的话，肯定是瞎猜。这个时候我的熵就非常高。然后我接下来我会去试着问你是非题，当我问了是非题之后，我就能减小猜测你心中想到的东西的范围，这样其实就是减小了我的熵。那么我熵的减小程度就是我的信息增益。\n所以信息增益如果套上机器学习的话就是，如果把特征A对训练集D的信息增益记为g(D, A)的话，那么g(D, A)的计算公式就是：\ng(D,A)=H(D)−H(D,A)\ng(D,A)=H(D)-H(D,A)\ng(D,A)=H(D)−H(D,A)\n为了更好的解释熵，条件熵，信息增益的计算过程，下面通过示例来描述。假设我现在有这一个数据集，第一列是编号，第二列是性别，第三列是活跃度，第四列是客户是否流失的标签（0:表示未流失，1:表示流失）。\n\n\n\n编号\n性别\n活跃度\n是否流失\n\n\n\n\n1\n男\n高\n0\n\n\n2\n女\n中\n0\n\n\n3\n男\n低\n1\n\n\n4\n女\n高\n0\n\n\n5\n男\n高\n0\n\n\n6\n男\n中\n0\n\n\n7\n男\n中\n1\n\n\n8\n女\n中\n0\n\n\n9\n女\n低\n1\n\n\n10\n女\n中\n0\n\n\n11\n女\n高\n0\n\n\n12\n男\n低\n1\n\n\n13\n女\n低\n1\n\n\n14\n男\n高\n0\n\n\n15\n男\n高\n0\n\n\n\n假如要算性别和活跃度这两个特征的信息增益的话，首先要先算总的熵和条件熵。总的熵其实非常好算，就是把标签作为随机变量X。上表中标签只有两种（0和1）因此随机变量X的取值只有0或者1。所以要计算熵就需要先分别计算标签为0的概率和标签为1的概率。从表中能看出标签为0的数据有10条，所以标签为0的概率等于2/3。标签为1的概率为1/3。所以熵为：\n−13∗log(13)−23∗log(23)=0.9182\n-\\frac{1}{3}*log(\\frac{1}{3})-\\frac{2}{3}*log(\\frac{2}{3}) = 0.9182\n−​3​​1​​∗log(​3​​1​​)−​3​​2​​∗log(​3​​2​​)=0.9182\n接下来就是条件熵的计算，以性别为男的熵为例。表格中性别为男的数据有8条，这8条数据中有3条数据的标签为1，有5条数据的标签为0。所以根据条件熵的计算公式能够得出该条件熵为：\n−38∗log(38)−58∗log(58)=0.9543\n-\\frac{3}{8}*log(\\frac{3}{8})-\\frac{5}{8}*log(\\frac{5}{8}) = 0.9543\n−​8​​3​​∗log(​8​​3​​)−​8​​5​​∗log(​8​​5​​)=0.9543\n根据上述的计算方法可知，总熵为：\n−515∗log(515)−1015∗log(1015)=0.9182\n-\\frac{5}{15}*log(\\frac{5}{15})-\\frac{10}{15}*log(\\frac{10}{15}) = 0.9182\n−​15​​5​​∗log(​15​​5​​)−​15​​10​​∗log(​15​​10​​)=0.9182\n性别为男的熵为：\n−38∗log(38)−58∗log(58)=0.9543\n-\\frac{3}{8}*log(\\frac{3}{8})-\\frac{5}{8}*log(\\frac{5}{8}) = 0.9543\n−​8​​3​​∗log(​8​​3​​)−​8​​5​​∗log(​8​​5​​)=0.9543\n性别为女的熵为：\n−27∗log(27)−57∗log(57)=0.8631\n-\\frac{2}{7}*log(\\frac{2}{7})-\\frac{5}{7}*log(\\frac{5}{7}) = 0.8631\n−​7​​2​​∗log(​7​​2​​)−​7​​5​​∗log(​7​​5​​)=0.8631\n活跃度为低的熵为：\n−44∗log(44)=0\n-\\frac{4}{4}*log(\\frac{4}{4}) = 0\n−​4​​4​​∗log(​4​​4​​)=0\n活跃度为中的熵为：\n−15∗log(15)−45∗log(45)=0.7219\n-\\frac{1}{5}*log(\\frac{1}{5})-\\frac{4}{5}*log(\\frac{4}{5}) = 0.7219\n−​5​​1​​∗log(​5​​1​​)−​5​​4​​∗log(​5​​4​​)=0.7219\n活跃度为高的熵为：\n−0−66∗log(66)=0\n-0-\\frac{6}{6}*log(\\frac{6}{6}) = 0\n−0−​6​​6​​∗log(​6​​6​​)=0\n现在有了总的熵和条件熵之后就能算出性别和活跃度这两个特征的信息增益了。\n性别的信息增益=总的熵-(8/15)性别为男的熵-(7/15)性别为女的熵=0.0064\n活跃度的信息增益=总的熵-(6/15)活跃度为高的熵-(5/15)活跃度为中的熵-(4/15)活跃度为低的熵=0.6776 \n那信息增益算出来之后有什么意义呢？回到读心术的问题，为了我能更加准确的猜出你心中所想，我肯定是问的问题越好就能猜得越准！换句话来说我肯定是要想出一个信息增益最大（减少不确定性程度最高）的问题来问你。其实ID3算法也是这么想的。ID3算法的思想是从训练集D中计算每个特征的信息增益，然后看哪个最大就选哪个作为当前结点。然后继续重复刚刚的步骤来构建决策树。\n"},"Chapter6/决策树算法流程.html":{"url":"Chapter6/决策树算法流程.html","title":"6.3:决策树算法流程","keywords":"","body":"6.3:决策树算法流程\n我们最终的目的是根据创建的决策树模型对测试集数据进行预测，算法实现流程如下：\n\n1.计算训练样本信息增益\n2.获得信息增益最高的特征\n3.递归创建决策树\n4.根据决策树模型对测试集数据进行预测\n\n"},"Chapter6/动手实现决策树.html":{"url":"Chapter6/动手实现决策树.html","title":"6.4:动手实现决策树","keywords":"","body":"6.4:动手实现决策树\n#encoding=utf8\nimport numpy as np\n\n# 计算熵\ndef calcInfoEntropy(label):\n '''\n label(narray):样本标签\n '''\n label_set = set(label)\n result = 0\n for l in label_set:\n count = 0\n for j in range(len(label)):\n if label[j] == l:\n count += 1\n # 计算标签在数据集中出现的概率\n p = count / len(label)\n # 计算熵\n result -= p * np.log2(p)\n return result\n\n#计算条件熵\ndef calcHDA(feature,label,index,value):\n '''\n input:\n feature(ndarray):样本特征\n label(ndarray):样本标签\n index(int):需要使用的特征列索引\n value(int):index所表示的特征列中需要考察的特征值\n output:\n HDA(float):信息熵\n '''\n count = 0\n # sub_feature和sub_label表示根据特征列和特征值分割出的子数据集中的特征和标签\n sub_feature = []\n sub_label = []\n for i in range(len(feature)):\n if feature[i][index] == value:\n count += 1\n sub_feature.append(feature[i])\n sub_label.append(label[i])\n pHA = count / len(feature)\n e = calcInfoEntropy(sub_label)\n HDA = pHA * e\n return HDA\n\n#计算信息增益\ndef calcInfoGain(feature, label, index):\n '''\n input:\n feature(ndarry):测试用例中字典里的feature\n label(ndarray):测试用例中字典里的label\n index(int):测试用例中字典里的index，即feature部分特征列的索引。该索引指的是feature中第几个特征，如index:0表示使用第一个特征来计算信息增益。\n output:\n InfoGain(float):信息增益\n '''\n base_e = calcInfoEntropy(label)\n f = np.array(feature)\n # 得到指定特征列的值的集合\n f_set = set(f[:, index])\n sum_HDA = 0\n # 计算条件熵\n for value in f_set:\n sum_HDA += calcHDA(feature, label, index, value)\n # 计算信息增益\n InfoGain = base_e - sum_HDA\n return InfoGain\n\n# 获得信息增益最高的特征\ndef getBestFeature(feature, label):\n '''\n input:\n feature(ndarray):样本特征\n label(ndarray):样本标签\n output:\n best_feature(int):信息增益最高的特征\n '''\n max_infogain = 0\n best_feature = 0\n for i in range(len(feature[0])):\n infogain = calcInfoGain(feature, label, i)\n if infogain > max_infogain:\n max_infogain = infogain\n best_feature = i\n return best_feature\n\n#创建决策树\ndef createTree(feature, label):\n '''\n input:\n feature(ndarray):训练样本特征\n label(ndarray):训练样本标签\n output:\n tree(dict):决策树模型 \n '''\n # 样本里都是同一个label没必要继续分叉了\n if len(set(label)) == 1:\n return label[0]\n # 样本中只有一个特征或者所有样本的特征都一样的话就看哪个label的票数高\n if len(feature[0]) == 1 or len(np.unique(feature, axis=0)) == 1:\n vote = {}\n for l in label:\n if l in vote.keys():\n vote[l] += 1\n else:\n vote[l] = 1\n max_count = 0\n vote_label = None\n for k, v in vote.items():\n if v > max_count:\n max_count = v\n vote_label = k\n return vote_label\n # 根据信息增益拿到特征的索引\n best_feature = getBestFeature(feature, label)\n tree = {best_feature: {}}\n f = np.array(feature)\n # 拿到bestfeature的所有特征值\n f_set = set(f[:, best_feature])\n # 构建对应特征值的子样本集sub_feature, sub_label\n for v in f_set:\n sub_feature = []\n sub_label = []\n for i in range(len(feature)):\n if feature[i][best_feature] == v:\n sub_feature.append(feature[i])\n sub_label.append(label[i])\n # 递归构建决策树\n tree[best_feature][v] = createTree(sub_feature, sub_label)\n return tree\n\n#决策树分类\ndef dt_clf(train_feature,train_label,test_feature):\n '''\n input:\n train_feature(ndarray):训练样本特征\n train_label(ndarray):训练样本标签\n test_feature(ndarray):测试样本特征\n output:\n predict(ndarray):测试样本预测标签 \n '''\n #创建决策树\n tree = createTree(train_feature,train_label)\n result = []\n #根据tree与特征进行分类\n def classify(tree,test_feature):\n #如果tree是叶子节点，返回tree\n if not isinstance(tree,dict):\n return tree\n #根据特征值走入tree中的分支\n t_index,t_value = list(tree.items())[0]\n f_value = test_feature[t_index]\n #如果分支依然是tree\n if isinstance(t_value,dict):\n #根据tree与特征进行分类\n classLabel = classify(tree[t_index][f_value],test_feature)\n return classLabel\n else:\n #返回特征值\n return t_value\n for f in test_feature:\n result.append(classify(tree,f))\n predict = np.array(result)\n return predict\n\n"},"Chapter6/实战案例.html":{"url":"Chapter6/实战案例.html","title":"6.5:实战案例","keywords":"","body":"6.5:实战案例\n鸢尾花数据\n鸢尾花数据集是一类多重变量分析的数据集，一共有150个样本，通过花萼长度，花萼宽度，花瓣长度，花瓣宽度 4个特征预测鸢尾花卉属于（Setosa，Versicolour，Virginica）三个种类中的哪一类。\n数据集中部分数据如下所示：\n\n\n\n花萼长度\n花萼宽度\n花瓣长度\n花瓣宽度\n\n\n\n\n5.1\n3.5\n1.4\n0.2\n\n\n4.9\n3.2\n1.4\n0.2\n\n\n4.7\n3.1\n1.3\n0.2\n\n\n\n其中每一行代表一个鸢尾花样本各个属性的值。\n数据集中部分标签如下图所示：\n\n\n\n标签\n\n\n\n\n0\n\n\n1\n\n\n2\n\n\n\n标签中的值0,1,2分别代表鸢尾花三种不同的类别。\n我们可以直接使用sklearn直接对数据进行加载，代码如下：\nfrom sklearn.datasets import load_iris\n#加载鸢尾花数据集\niris = load_iris()\n#获取数据特征与标签\nx,y = iris.data.astype(int),iris.target\n\n然后我们划分出训练集与测试集，训练集用来训练模型，测试集用来检测模型性能。代码如下：\nfrom sklearn.model_selection import train_test_split\n#划分训练集测试集，其中测试集样本数为整个数据集的20%\ntrain_feature,test_feature,train_label,test_label = train_test_split(x,y,test_size=0.2,random_state=666)\n\n进行分类\n然后我们再使用实现的决策树分类方法就可以对测试集数据进行分类：\npredict = dt_clf(train_feature,train_label,test_feature)\npredict\n>>>array([1, 2, 1, 2, 0, 1, 1, 2, 1, 1, 1, 0, 0, 0, 2, 1, 0, 2, 2, 2, 1, 0,2, 0, 1, 1, 0, 1, 2, 2])\n\n再根据测试集标签，可以计算出正确率：\nacc = np.mean(predict==test_label)\nacc\n>>>1.0\n\n可以看到，使用决策树对鸢尾花进行分类，正确率可以达到100%\n"},"Chapter7/":{"url":"Chapter7/","title":"第七章 k-均值","keywords":"","body":"第七章 k-均值\n"},"Chapter7/k-均值算法思想.html":{"url":"Chapter7/k-均值算法思想.html","title":"7.1:k-均值算法思想","keywords":"","body":"7.1:k-均值算法思想\nk-means是属于机器学习里面的非监督学习，通常是大家接触到的第一个聚类算法，其思想非常简单，是一种典型的基于距离的聚类算法。k-means（K-均值）聚类，之所以称为 K-均值 是因为它可以发现K个簇，且每个簇的中心采用簇中所含值的均值计算而成。簇内的样本连接紧密，而簇之间的距离尽量大。简单来讲，其思想就是物以类聚。\n"},"Chapter7/k-均值算法原理.html":{"url":"Chapter7/k-均值算法原理.html","title":"7.2:k-均值算法原理","keywords":"","body":"7.2:k-均值算法原理\n假设我们有k个簇：(c1,c2,...,ck)(c_1,c_2,...,c_k)(c​1​​,c​2​​,...,c​k​​)\n则我们的目的就是使的簇内的每个点到簇的质心的距离最小，即最小化平方误差MSE：\n∑i=1k∑x∈ci(x−ui)2\n\\sum\\limits_{i=1}^k\\sum\\limits_{x\\in c_i}(x-u_i)^2\n​i=1​∑​k​​​x∈c​i​​​∑​​(x−u​i​​)​2​​\n其中，uiu_iu​i​​为质心，表达式为：\n1∣ci∣∑x∈cix\n\\frac{1}{|c_i|}\\sum\\limits_{x\\in c_i}x\n​∣c​i​​∣​​1​​​x∈c​i​​​∑​​x\n∣ci∣|c_i|∣c​i​​∣表示集合内样本个数。\n想要直接求得最小值是非常困难的，通常我们使用启发式的迭代方法，过程如下图：\n\n\n图b:假设k=2，我们最开始先随机初始2个质心(红色与蓝色的点)。\n图c:计算每个样本到两个质心的距离，并将其归为与其距离最近的质心那个簇。\n图d:更新质心，我们可以看到，红色与蓝色的点位置有了变化。\n图e:重新计算样本到质心距离，并重新划分样本属于哪个簇。\n图f:直到质心位置变换小于阈值，停止迭代。\n\n"},"Chapter7/k-均值算法流程.html":{"url":"Chapter7/k-均值算法流程.html","title":"7.3:k-均值算法流程","keywords":"","body":"7.3:k-均值算法流程\nk-means算法流程如下：\n\n1.随机初始k个点，作为类别中心。\n2.对每个样本将其标记为距离类别中心最近的类别。\n3.将每个类别的质心更新为新的类别中心。\n4.重复步骤2、3，直到类别中心的变换小于阈值。\n\n"},"Chapter7/动手实现k-均值.html":{"url":"Chapter7/动手实现k-均值.html","title":"7.4:动手实现k-均值","keywords":"","body":"7.4:动手实现k-均值\n#encoding=utf8\nimport numpy as np\n\n# 计算一个样本与数据集中所有样本的欧氏距离的平方\ndef euclidean_distance(one_sample, X):\n '''\n input:\n one_sample(ndarray):单个样本\n X(ndarray):所有样本\n output:\n distances(ndarray):单个样本到所有样本的欧氏距离平方\n '''\n one_sample = one_sample.reshape(1, -1)\n distances = np.power(np.tile(one_sample, (X.shape[0], 1)) - X, 2).sum(axis=1)\n return distances\n\n# 从所有样本中随机选取k个样本作为初始的聚类中心\ndef init_random_centroids(k,X):\n '''\n input:\n k(int):聚类簇的个数\n X(ndarray):所有样本\n output:\n centroids(ndarray):k个簇的聚类中心\n '''\n n_samples, n_features = np.shape(X)\n centroids = np.zeros((k, n_features))\n for i in range(k):\n centroid = X[np.random.choice(range(n_samples))]\n centroids[i] = centroid\n return centroids\n\n# 返回距离该样本最近的一个中心索引[0, k)\ndef _closest_centroid(sample, centroids):\n '''\n input:\n sample(ndarray):单个样本\n centroids(ndarray):k个簇的聚类中心\n output:\n closest_i(int):最近中心的索引\n '''\n distances = euclidean_distance(sample, centroids)\n closest_i = np.argmin(distances)\n return closest_i\n\n# 将所有样本进行归类，归类规则就是将该样本归类到与其最近的中心\ndef create_clusters(k,centroids, X):\n '''\n input:\n k(int):聚类簇的个数\n centroids(ndarray):k个簇的聚类中心\n X(ndarray):所有样本\n output:\n clusters(list):列表中有k个元素，每个元素保存相同簇的样本的索引\n '''\n clusters = [[] for _ in range(k)]\n for sample_i, sample in enumerate(X):\n centroid_i = _closest_centroid(sample, centroids)\n clusters[centroid_i].append(sample_i)\n return clusters\n\n# 对中心进行更新\ndef update_centroids(k,clusters, X):\n '''\n input:\n k(int):聚类簇的个数\n X(ndarray):所有样本\n output:\n centroids(ndarray):k个簇的聚类中心\n '''\n n_features = np.shape(X)[1]\n centroids = np.zeros((k, n_features))\n for i, cluster in enumerate(clusters):\n centroid = np.mean(X[cluster], axis=0)\n centroids[i] = centroid\n return centroids\n\n# 将所有样本进行归类，其所在的类别的索引就是其类别标签\ndef get_cluster_labels(clusters, X):\n '''\n input:\n clusters(list):列表中有k个元素，每个元素保存相同簇的样本的索引\n X(ndarray):所有样本\n output:\n y_pred(ndarray):所有样本的类别标签\n '''\n y_pred = np.zeros(np.shape(X)[0])\n for cluster_i, cluster in enumerate(clusters):\n for sample_i in cluster:\n y_pred[sample_i] = cluster_i\n return y_pred\n\n# 对整个数据集X进行Kmeans聚类，返回其聚类的标签\ndef predict(k,X,max_iterations,varepsilon):\n '''\n input:\n k(int):聚类簇的个数\n X(ndarray):所有样本\n max_iterations(int):最大训练轮数\n varepsilon(float):最小误差阈值\n output:\n y_pred(ndarray):所有样本的类别标签\n '''\n # 从所有样本中随机选取k样本作为初始的聚类中心\n centroids = init_random_centroids(k,X)\n # 迭代，直到算法收敛(上一次的聚类中心和这一次的聚类中心几乎重合)或者达到最大迭代次数\n for _ in range(max_iterations):\n # 将所有进行归类，归类规则就是将该样本归类到与其最近的中心\n clusters = create_clusters(k,centroids, X)\n former_centroids = centroids\n # 计算新的聚类中心\n centroids = update_centroids(k,clusters, X)\n # 如果聚类中心几乎没有变化，说明算法已经收敛，退出迭代\n diff = centroids - former_centroids\n if diff.any() \n"},"Chapter7/实战案例.html":{"url":"Chapter7/实战案例.html","title":"7.5:实战案例","keywords":"","body":"7.5:实战案例\n鸢尾花数据\n本次我们使用的仍然是鸢尾花数据，不过为了能够进行可视化我们只使用数据中的两个特征：\nfrom sklearn.datasets import load_iris\n\niris = load_iris()\nx,y = iris.data,iris.target\nx = x[:,2:]\n\n可视化数据分布：\nimport matplotlib.pyplot as plt\n\nplt.scatter(x[:,0],x[:,1])\nplt.show()\n\n可视化结果：\n\n我们可以先根据数据的真实标签查看数据类别情况：\nimport matplotlib.pyplot as plt\n\nplt.scatter(x[:,0],x[:,1],c=y)\nplt.show()\n\n效果如下：\n\n进行聚类\n最后，使用我们实现的k-means方法对数据进行聚类并查看聚类效果：\npredict = predict(3,x,500,0.0001)\n\nplt.scatter(x[:,0],x[:,1],c=predict)\nplt.show()\n\n\n可以发现，使用实现的方法进行聚类的结果与真实情况非常吻合。\n"},"Chapter8/":{"url":"Chapter8/","title":"第八章 Apriori","keywords":"","body":"第八章 Apriori\n"},"Chapter8/Apriori算法思想.html":{"url":"Chapter8/Apriori算法思想.html","title":"8.1:Apriori算法思想","keywords":"","body":"8.1:Apriori算法思想\n"},"Chapter8/Apriori算法原理.html":{"url":"Chapter8/Apriori算法原理.html","title":"8.2:Apriori算法原理","keywords":"","body":"8.2:Apriori算法原理\n"},"Chapter8/Apriori算法流程.html":{"url":"Chapter8/Apriori算法流程.html","title":"8.3:Apriori算法流程","keywords":"","body":"8.3:Apriori算法流程\n"},"Chapter8/动手实现Apriori.html":{"url":"Chapter8/动手实现Apriori.html","title":"8.4:动手实现Apriori","keywords":"","body":"8.4:动手实现Apriori\n"},"Chapter8/实战案例.html":{"url":"Chapter8/实战案例.html","title":"8.5:实战案例","keywords":"","body":"8.5:实战案例\n"},"Chapter9/":{"url":"Chapter9/","title":"第九章 PageRank","keywords":"","body":"第九章 PageRank\n"},"Chapter9/PageRank算法思想.html":{"url":"Chapter9/PageRank算法思想.html","title":"9.1:PageRank算法思想","keywords":"","body":"9.1:PageRank算法思想\n"},"Chapter9/PageRank算法原理.html":{"url":"Chapter9/PageRank算法原理.html","title":"9.2:PageRank算法原理","keywords":"","body":"9.2:PageRank算法原理\n"},"Chapter9/PageRank算法流程.html":{"url":"Chapter9/PageRank算法流程.html","title":"9.3:PageRank算法流程","keywords":"","body":"9.3:PageRank算法流程\n"},"Chapter9/动手实现PageRank.html":{"url":"Chapter9/动手实现PageRank.html","title":"9.4:动手实现PageRank","keywords":"","body":"9.4:动手实现PageRank\n"},"Chapter9/实战案例.html":{"url":"Chapter9/实战案例.html","title":"9.5:实战案例","keywords":"","body":"9.5:实战案例\n"},"Chapter10/":{"url":"Chapter10/","title":"第十章 推荐系统","keywords":"","body":"第十章 推荐系统\n"},"Chapter10/推荐系统概述.html":{"url":"Chapter10/推荐系统概述.html","title":"10.1:推荐系统概述","keywords":"","body":"10.1:推荐系统概述\n"},"Chapter10/基于矩阵分解的协同过滤算法思想.html":{"url":"Chapter10/基于矩阵分解的协同过滤算法思想.html","title":"10.2:基于矩阵分解的协同过滤算法思想","keywords":"","body":"10.2:基于矩阵分解的协同过滤算法思想\n在推荐系统中，我们经常看到如下图的表格，表格中的数字代表用户对某个物品的评分，0代表未评分。我们希望能够预测目标用户对物品的评分，进而根据评分高低，将分高的物品推荐给用户。\n\n\n\ny\n物品1\n物品2\n物品3\n物品4\n物品5\n\n\n\n\n用户1\n5\n5\n0\n1\n1\n\n\n用户2\n5\n0\n4\n1\n1\n\n\n用户3\n1\n0\n1\n5\n5\n\n\n用户4\n1\n1\n0\n4\n0\n\n\n\n基于矩阵分解的协同过滤算法正好能解决这个问题。\n基于矩阵分解的协同过滤算法通常都会构造如下图所示评分表y，这里我们以电影为例：\n\n\n\ny\n电影1\n电影2\n电影3\n电影4\n电影5\n\n\n\n\n用户1\n5\n5\n0\n1\n1\n\n\n用户2\n5\n0\n4\n1\n1\n\n\n用户3\n1\n0\n1\n5\n5\n\n\n用户4\n1\n1\n0\n4\n0\n\n\n\n我们认为，有很多因素会影响到用户给电影评分，如电影内容：感情戏，恐怖元素，动作成分，推理悬疑等等。假设我们现在想预测用户2对电影2的评分，用户2他很喜欢看动作片与推理悬疑，不喜欢看感情戏与恐怖的元素，而电影2只有少量的感情戏与恐怖元素，大部分都是动作与推理的剧情，则用户2对电影2评分可能很高，比如5分。\n基于上面的设想，我们只要知道所有用户对电影内容各种元素喜欢程度与所有电影内容的成分，就能预测出所有用户对所有电影的评分了。\n若只考虑两种元素则用户喜好表与电影内容表如下：\n用户喜好表x：\n\n\n\nx\n因素1\n因素2\n\n\n\n\n用户1\n5\n0\n\n\n用户2\n5\n0\n\n\n用户3\n0\n5\n\n\n用户4\n0\n5\n\n\n\n值越大代表用户越喜欢某种元素。\n电影内容表：w:\n\n\n\nw\n电影1\n电影2\n电影3\n电影4\n电影5\n\n\n\n\n因素1\n0.9\n1.0\n0.99\n0.1\n0\n\n\n因素2\n0\n0.01\n0\n1.0\n0.9\n\n\n\n值越大代表电影中某元素内容越多。\n用户2对电影2评分为：5×1.0+0×0.01=5.05\\times 1.0 +0\\times 0.01 = 5.05×1.0+0×0.01=5.0\n对于所有用户，我们可以将矩阵x与矩阵w相乘，得到所有用户对所有电影的预测评分如下表：\n\n\n\nxw\n电影1\n电影2\n电影3\n电影4\n电影5\n\n\n\n\n用户1\n4.5\n5.0\n4.95\n0.5\n0\n\n\n用户2\n4.5\n5.0\n4.95\n0.5\n0\n\n\n用户3\n0\n0.05\n0\n5\n4.5\n\n\n用户4\n0\n0.05\n0\n5\n4.5\n\n\n\n假设电影评分表y（为m行n列的矩阵）,我们考虑d种元素，则电影评分表可以分解为用户喜好表x（为m行d列的矩阵），与电影内容表w（为d行n列的矩阵）。其中d为超参数，大小由我们自己定。\n基于矩阵分解的协同过滤算法思想为：一个用户评分矩阵可以分解为一个用户喜好矩阵与内容矩阵，我们只要能找出正确的用户喜好矩阵参数与内容矩阵参数（即表内的值），就能对用户评分进行预测，再根据预测结果对用户进行推荐。\n"},"Chapter10/基于矩阵分解的协同过滤算法原理.html":{"url":"Chapter10/基于矩阵分解的协同过滤算法原理.html","title":"10.3:基于矩阵分解的协同过滤算法原理","keywords":"","body":"10.3:基于矩阵分解的协同过滤算法原理\n将用户喜好矩阵与内容矩阵进行矩阵乘法就能得到用户对物品的预测结果，而我们的目的是预测结果与真实情况越接近越好。所以，我们将预测值与评分表中已评分部分的值构造平方差损失函数：\nloss=12∑(i,j)∈r(i,j)=1(∑l=1dxilwlj−yij)2\nloss = \\frac{1}{2}\\sum\\limits_{(i,j)\\in r(i,j)=1}(\\sum\\limits_{l=1}^dx_{il}w_{lj}-y_{ij})^2\nloss=​2​​1​​​(i,j)∈r(i,j)=1​∑​​(​l=1​∑​d​​x​il​​w​lj​​−y​ij​​)​2​​\n其中：\n\ni:第i个用户\nj:第j个物品\nd:第d种因素\nx:用户喜好矩阵\nw:内容矩阵\ny:评分矩阵\nr:评分记录矩阵，无评分记为0，有评分记为1。r(i,j)=1代表用户i对物品j进行过评分，r(i,j)=0代表用户i对物品j未进行过评分\n\n损失函数python实现代码如下：\nimport numpy as np\nloss = np.mean(np.multiply((y-np.dot(x,w))**2,record))\n\n其中，record为评分记录矩阵。\n我们的目的就是最小化平方差损失函数，通常机器学习都是使用梯度下降的方法来最小化损失函数得到正确的参数。\n对每个参数求得偏导如下：\n∂loss∂xik=∑j∈r(i,j)=1(∑l=1dxilwlj−yij)wkj\n\\frac{\\partial loss}{\\partial x_{ik}} = \\sum\\limits_{j\\in r(i,j)=1}(\\sum\\limits_{l=1}^dx_{il}w_{lj}-y_{ij})w_{kj}\n​∂x​ik​​​​∂loss​​=​j∈r(i,j)=1​∑​​(​l=1​∑​d​​x​il​​w​lj​​−y​ij​​)w​kj​​\n∂loss∂wkj=∑i∈r(i,j)=1(∑l=1dxilwlj−yij)xik\n\\frac{\\partial loss}{\\partial w_{kj}} = \\sum\\limits_{i\\in r(i,j)=1}(\\sum\\limits_{l=1}^dx_{il}w_{lj}-y_{ij})x_{ik}\n​∂w​kj​​​​∂loss​​=​i∈r(i,j)=1​∑​​(​l=1​∑​d​​x​il​​w​lj​​−y​ij​​)x​ik​​\n则梯度为：\nΔx=r.(xw−y)wT\n\\Delta x = r.(xw-y)w^T\nΔx=r.(xw−y)w​T​​\nΔw=xT[(xw−y).r]\n\\Delta w = x^T[(xw-y).r]\nΔw=x​T​​[(xw−y).r]\n其中：\n.表示点乘法，无则表示矩阵相乘\n上标T表示矩阵转置\n梯度python代码如下：\nx_grads = np.dot(np.multiply(record,np.dot(x,w)-y),w.T)\nw_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-y))\n\n然后再进行梯度下降:\n#梯度下降，更新参数\nfor i in range(n_iter):\n x_grads = np.dot(np.multiply(record,np.dot(x,w)-y),w.T)\n w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-y))\n x = alpha*x - lr*x_grads\n w = alpha*w - lr*w_grads\n\n其中：\nn_iter:训练轮数\nlr:学习率\nalpha：权重衰减系数，用来防止过拟合\n"},"Chapter10/基于矩阵分解的协同过滤算法流程.html":{"url":"Chapter10/基于矩阵分解的协同过滤算法流程.html","title":"10.4:基于矩阵分解的协同过滤算法流程","keywords":"","body":"10.4:基于矩阵分解的协同过滤算法流程\n\n1.随机初始矩阵值\n2.构造损失函数，求得矩阵参数梯度\n3.进行梯度下降，更新矩阵参数值\n4.喜好矩阵与内容矩阵相乘得到预测评分\n5.根据预测评分进行推荐\n\n"},"Chapter10/动手实现基于矩阵分解的协同过滤.html":{"url":"Chapter10/动手实现基于矩阵分解的协同过滤.html","title":"10.5:动手实现基于矩阵分解的协同过滤","keywords":"","body":"10.5:动手实现基于矩阵分解的协同过滤\n# -*- coding: utf-8 -*-\n\nimport numpy as np\n\ndef recommend(userID,lr,alpha,d,n_iter,data):\n '''\n userID(int):推荐用户ID\n lr(float):学习率\n alpha(float):权重衰减系数\n d(int):矩阵分解因子\n n_iter(int):训练轮数\n data(ndarray):电影评分表\n ''' \n #获取用户数与电影数\n m,n = data.shape \n #初始化参数 \n x = np.random.uniform(0,1,(m,d))\n w = np.random.uniform(0,1,(d,n))\n #创建评分记录表，无评分记为0，有评分记为1\n record = np.array(data>0,dtype=int)\n #梯度下降，更新参数 \n for i in range(n_iter):\n x_grads = np.dot(np.multiply(record,np.dot(x,w)-data),w.T)\n w_grads = np.dot(x.T,np.multiply(record,np.dot(x,w)-data))\n x = alpha*x - lr*x_grads\n w = alpha*w - lr*w_grads\n #预测\n predict = np.dot(x,w)\n #将用户未看过的电影分值从低到高进行排列\n for i in range(n):\n if record[userID-1][i] == 1 :\n predict[userID-1][i] = 0 \n recommend = np.argsort(predict[userID-1])\n a = recommend[-1]\n b = recommend[-2]\n c = recommend[-3]\n d = recommend[-4]\n e = recommend[-5]\n print('为用户%d推荐的电影为：\\n1:%s\\n2:%s\\n3:%s\\n4:%s\\n5:%s。'\\\n %(userID,movies_df['title'][a],movies_df['title'][b],movies_df['title'][c],movies_df['title'][d],movies_df['title'][e]))\n\n"},"Chapter10/实战案例.html":{"url":"Chapter10/实战案例.html","title":"10.6:实战案例","keywords":"","body":"10.6:实战案例\n电影评分数据\n本次使用电影评分数据为672个用户对9123部电影的评分记录，部分数据如下：\n\n\n\nuserId\nmovieRow\nrating\n\n\n\n\n1\n30\n2.5\n\n\n7\n30\n3\n\n\n31\n30\n4\n\n\n32\n30\n4\n\n\n\n其中：\nuserId：用户编号\nmovieRow:电影编号\nrating:评分值\n如:\n\n第一行数据表示用户1对电影30评分为2.5分。\n第二行数据表示用户7对电影30评分为3分。\n\n然后，我们还有电影编号与电影名字对应的数据如下：\n\n\n\nmovieRow\ntitle\n\n\n\n\n0\nToy Story (1995)\n\n\n1\nJumanji (1995)\n\n\n2\nGrumpier Old Men (1995)\n\n\n3\nWaiting to Exhale (1995)\n\n\n\n其中：\nmovieRow：电影编号\ntitle：电影名称\n数据下载连接 提取码：ve3v\n构造用户-电影评分矩阵\n大家已经知道，要使用基于矩阵分解的协同过滤算法，首先得有用户与电影评分的矩阵，而我们实际中的数据并不是以这样的形式保存，所以在使用算法前要先构造出用户-电影评分矩阵，python实现代码如下：\nimport numpy as np\n#获取用户数与电影数\nuserNo = max(ratings_df['userId'])+1\nmovieNo = max(ratings_df['movieRow'])+1\n\n#创建电影评分表\nrating = np.zeros((userNo,movieNo))\nfor index,row in ratings_df.iterrows():\n rating[int(row['userId']),int(row['movieRow'])]=row['rating']\n\n构造出表格后，我们就能使用上一关实现的方法来对用户进行电影推荐了：\nrecommend(1,1e-4,0.999,20,100,rating)\n>>>\n为用户1推荐的电影为：\n1:Rumble Fish (1983)\n2:Aquamarine (2006)\n3:Stay Alive (2006)\n4:Betrayal, The (Nerakhoon) (2008)\n5:Midnight Express (1978)。\n\nrecommend(666,1e-4,0.999,20,100,rating) \n>>>\n为用户666推荐的电影为：\n1:Aquamarine (2006)\n2:It's a Boy Girl Thing (2006)\n3:Kill the Messenger (2014)\n4:Onion Field, The (1979)\n5:Wind Rises, The (Kaze tachinu) (2013)。\n\nrecommend(555,1e-4,0.999,20,100,rating) \n>>>\n为用户555推荐的电影为：\n1:Return from Witch Mountain (1978)\n2:Hitcher, The (2007)\n3:Betrayal, The (Nerakhoon) (2008)\n4:Listen to Me Marlon (2015)\n5:World of Tomorrow (2015)。\n\nrecommend(88,1e-4,0.999,20,100,rating) \n>>>\n为用户88推荐的电影为：\n1:Now, Voyager (1942)\n2:Betrayal, The (Nerakhoon) (2008)\n3:Aquamarine (2006)\n4:Post Grad (2009)\n5:Hitcher, The (2007)\n\n"}}} \ No newline at end of file diff --git a/book.json b/book.json new file mode 100644 index 0000000..ba0bea1 --- /dev/null +++ b/book.json @@ -0,0 +1,11 @@ +{ + "plugins": [ + "fontsettings", + "sharing", + "lunr", + "search", + "highlight", + "livereload", + "katex" + ] +} \ No newline at end of file diff --git a/node_modules/.bin/katex b/node_modules/.bin/katex new file mode 100644 index 0000000..8ac118b --- /dev/null +++ b/node_modules/.bin/katex @@ -0,0 +1,15 @@ +#!/bin/sh +basedir=$(dirname "$(echo "$0" | sed -e 's,\\,/,g')") + +case `uname` in + *CYGWIN*) basedir=`cygpath -w "$basedir"`;; +esac + +if [ -x "$basedir/node" ]; then + "$basedir/node" "$basedir/../katex/cli.js" "$@" + ret=$? +else + node "$basedir/../katex/cli.js" "$@" + ret=$? +fi +exit $ret diff --git a/node_modules/.bin/katex.cmd b/node_modules/.bin/katex.cmd new file mode 100644 index 0000000..21ebd85 --- /dev/null +++ b/node_modules/.bin/katex.cmd @@ -0,0 +1,7 @@ +@IF EXIST "%~dp0\node.exe" ( + "%~dp0\node.exe" "%~dp0\..\katex\cli.js" %* +) ELSE ( + @SETLOCAL + @SET PATHEXT=%PATHEXT:;.JS;=;% + node "%~dp0\..\katex\cli.js" %* +) \ No newline at end of file diff --git a/node_modules/gitbook-plugin-fontsettings/.eslintrc b/node_modules/gitbook-plugin-fontsettings/.eslintrc new file mode 100644 index 0000000..c306715 --- /dev/null +++ b/node_modules/gitbook-plugin-fontsettings/.eslintrc @@ -0,0 +1,20 @@ +{ + "rules": { + "no-extra-boolean-cast": [ 0 ], + "indent": [ 2, 4 ], + "quotes": [ 2, "single" ], + "linebreak-style": [ 2, "unix" ], + "semi": [ 2, "always" ], + "no-unused-vars": [ 2, { + "vars": "all", + "args": "none" + } ], + "spaced-comment": [ 2, "always" ] + }, + "env": { + "node": true, + "mocha": true, + "browser": true + }, + "extends": "eslint:recommended" +} \ No newline at end of file diff --git a/node_modules/gitbook-plugin-fontsettings/.npmignore b/node_modules/gitbook-plugin-fontsettings/.npmignore new file mode 100644 index 0000000..46e7c90 --- /dev/null +++ b/node_modules/gitbook-plugin-fontsettings/.npmignore @@ -0,0 +1,2 @@ +!assets/website.css +less diff --git a/node_modules/gitbook-plugin-fontsettings/LICENSE b/node_modules/gitbook-plugin-fontsettings/LICENSE new file mode 100644 index 0000000..8f71f43 --- /dev/null +++ b/node_modules/gitbook-plugin-fontsettings/LICENSE @@ -0,0 +1,202 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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Max value is `4`. + +##### `gitbook.fontsettings.reduceFontSize()` + +Decreases the font size of the document by one. Min value is `1`. + +#### Font families + +Each font family should be described as: + +```js +var fontFamily = { + config: 'sans', // name of the font family in book.json for your theme + text: 'Sans', // display name of the font family in menu + id: 0 // the id appended to the CSS class for this font-family +}; +``` + +The `text` property will be used to display the font-family name in the fontsettings dropdown menu. + +The `config` property allows you to let the users of your theme choose a default font family in their `book.json`. You will have to handle setting the chosen font family in your theme's frontend JavaScript. + +For instance: + +```json +// book.json +{ + plugins: ["my-theme"], + pluginsConfig: { + "my-theme": { + "font-family": "sans" + } + } +} +``` + +```js +// my-theme.js +require('gitbook', function(gitbook) { + var FONT_FAMILIES = [ + { + config: 'sans', + text: 'Sans', + id: 0 + }, + { + config: 'serif', + text: 'Serif', + id: 1 + } + ]; + + gitbook.events.on('start', function(e, config) { + // Read configuration + var themeConfig = config['my-theme'], + defaultFont = themeConfig['font-family']; + + // Initialize new font families + gitbook.fontsettings.setFamilies(FONT_FAMILIES); + // Set to configured font-family + gitbook.fontsettings.setFamily(defaultFont); + }); +}); +``` + +The `id` property lets you define a specific id to use for your CSS rules as explained below. + +##### CSS rules + +The CSS class `font-family-` will be applied to the theme book's root element `

                                                                                                                          ` when a font family is selected in the menu. + +The CSS rules for the font-family can then easily be defined using the parent selector `.book.font-family-`: + +```CSS +.book.font-family- { + font-family: 'My Awesome Font'; +} +``` + +##### Managing the font families + +##### `gitbook.fontsettings.getFamilies()` + +Returns the currently set font families. + +By default, the font families are: + +```js +// Default font families +var FAMILIES = [ + { + config: 'serif', + text: 'Serif', + id: 0 + }, + { + config: 'sans', + text: 'Sans', + id: 1 + } +]; +``` + +##### `gitbook.fontsettings.setFamilies()` + +Set the new font families configuration, as an array of font family objects, used by the `plugin-fontsettings` in the form: + +```js +var FONT_FAMILIES = [ + { + config: 'sans', + text: 'Sans', + id: 0 + }, + { + config: 'serif', + text: 'Serif', + id: 1 + } +]; + +gitbook.fontsettings.setFamilies(FONT_FAMILIES); +``` + +This will recreate the fontsettings menu to reflect the changes. + +##### `gitbook.fontsettings.setFamily()` + +Takes a font-family `config` key as an argument and updates the font-family used for this book. + +This will basically apply the CSS class with the corresponding family `id`: `.font-family-`. + +#### Color themes + +Setting and manipulating color themes follow the exact same rules as font families. + +Here are the default value for the color themes in the plugin: + +```js +// Default themes +var THEMES = [ + { + config: 'white', + text: 'White', + id: 0 + }, + { + config: 'sepia', + text: 'Sepia', + id: 1 + }, + { + config: 'night', + text: 'Night', + id: 2 + } +]; +``` + +##### CSS rules + +The applied CSS classes for color themes will be in the form: `.color-theme-`. + +**Caution**: No CSS class for color theme with `id: 0` will be applied. Basically, the first color theme corresponds to your default theme's colors. + +For instance, using the default color themes: + +```js +gitbook.fontsettings.setTheme('night'); +``` + +will result in the following HTML state for the root element: + +```HTML +
                                                                                                                          +``` + +While: + +```js +gitbook.fontsettings.setTheme('white'); +``` + +will reset the HTML state for the root element: + +```HTML +
                                                                                                                          +``` + +##### Managing the color themes + +##### `gitbook.fontsettings.getFamilies()` + +Returns the currently set color themes. + +By default, the font families are: + +```js +// Default themes +var THEMES = [ + { + config: 'white', + text: 'White', + id: 0 + }, + { + config: 'sepia', + text: 'Sepia', + id: 1 + }, + { + config: 'night', + text: 'Night', + id: 2 + } +]; +``` + +##### `gitbook.fontsettings.setThemes()` + +Set the new color themes configuration, as an array of font family objects, used by the `plugin-fontsettings` in the form: + +```js +var COLOR_THEMES = [ + { + config: 'light', + text: 'Light', + id: 0 + }, + { + config: 'dark', + text: 'Dark', + id: 1 + } +]; + +gitbook.fontsettings.setThemes(COLOR_THEMES); +``` + +This will recreate the fontsettings menu to reflect the changes. + +##### `gitbook.fontsettings.setTheme()` + +Takes a color theme `config` key as an argument and updates the color theme used for this book. + +This will basically apply the CSS class with the corresponding theme `id`: `.color-theme-`, or remove the applied CSS class if the selected theme `id` is `0`. \ No newline at end of file diff --git a/node_modules/gitbook-plugin-fontsettings/assets/fontsettings.js b/node_modules/gitbook-plugin-fontsettings/assets/fontsettings.js new file mode 100644 index 0000000..ff7be71 --- /dev/null +++ b/node_modules/gitbook-plugin-fontsettings/assets/fontsettings.js @@ -0,0 +1,240 @@ +require(['gitbook', 'jquery'], function(gitbook, $) { + // Configuration + var MAX_SIZE = 4, + MIN_SIZE = 0, + BUTTON_ID; + + // Current fontsettings state + var fontState; + + // Default themes + var THEMES = [ + { + config: 'white', + text: 'White', + id: 0 + }, + { + config: 'sepia', + text: 'Sepia', + id: 1 + }, + { + config: 'night', + text: 'Night', + id: 2 + } + ]; + + // Default font families + var FAMILIES = [ + { + config: 'serif', + text: 'Serif', + id: 0 + }, + { + config: 'sans', + text: 'Sans', + id: 1 + } + ]; + + // Return configured themes + function getThemes() { + return THEMES; + } + + // Modify configured themes + function setThemes(themes) { + THEMES = themes; + updateButtons(); + } + + // Return configured font families + function getFamilies() { + return FAMILIES; + } + + // Modify configured font families + function setFamilies(families) { + FAMILIES = families; + updateButtons(); + } + + // Save current font settings + function saveFontSettings() { + gitbook.storage.set('fontState', fontState); + update(); + } + + // Increase font size + function enlargeFontSize(e) { + e.preventDefault(); + if (fontState.size >= MAX_SIZE) return; + + fontState.size++; + saveFontSettings(); + } + + // Decrease font size + function reduceFontSize(e) { + e.preventDefault(); + if (fontState.size <= MIN_SIZE) return; + + fontState.size--; + saveFontSettings(); + } + + // Change font family + function changeFontFamily(configName, e) { + if (e && e instanceof Event) { + e.preventDefault(); + } + + var familyId = getFontFamilyId(configName); + fontState.family = familyId; + saveFontSettings(); + } + + // Change type of color theme + function changeColorTheme(configName, e) { + if (e && e instanceof Event) { + e.preventDefault(); + } + + var $book = gitbook.state.$book; + + // Remove currently applied color theme + if (fontState.theme !== 0) + $book.removeClass('color-theme-'+fontState.theme); + + // Set new color theme + var themeId = getThemeId(configName); + fontState.theme = themeId; + if (fontState.theme !== 0) + $book.addClass('color-theme-'+fontState.theme); + + saveFontSettings(); + } + + // Return the correct id for a font-family config key + // Default to first font-family + function getFontFamilyId(configName) { + // Search for plugin configured font family + var configFamily = $.grep(FAMILIES, function(family) { + return family.config == configName; + })[0]; + // Fallback to default font family + return (!!configFamily)? configFamily.id : 0; + } + + // Return the correct id for a theme config key + // Default to first theme + function getThemeId(configName) { + // Search for plugin configured theme + var configTheme = $.grep(THEMES, function(theme) { + return theme.config == configName; + })[0]; + // Fallback to default theme + return (!!configTheme)? configTheme.id : 0; + } + + function update() { + var $book = gitbook.state.$book; + + $('.font-settings .font-family-list li').removeClass('active'); + $('.font-settings .font-family-list li:nth-child('+(fontState.family+1)+')').addClass('active'); + + $book[0].className = $book[0].className.replace(/\bfont-\S+/g, ''); + $book.addClass('font-size-'+fontState.size); + $book.addClass('font-family-'+fontState.family); + + if(fontState.theme !== 0) { + $book[0].className = $book[0].className.replace(/\bcolor-theme-\S+/g, ''); + $book.addClass('color-theme-'+fontState.theme); + } + } + + function init(config) { + // Search for plugin configured font family + var configFamily = getFontFamilyId(config.family), + configTheme = getThemeId(config.theme); + + // Instantiate font state object + fontState = gitbook.storage.get('fontState', { + size: config.size || 2, + family: configFamily, + theme: configTheme + }); + + update(); + } + + function updateButtons() { + // Remove existing fontsettings buttons + if (!!BUTTON_ID) { + gitbook.toolbar.removeButton(BUTTON_ID); + } + + // Create buttons in toolbar + BUTTON_ID = gitbook.toolbar.createButton({ + icon: 'fa fa-font', + label: 'Font Settings', + className: 'font-settings', + dropdown: [ + [ + { + text: 'A', + className: 'font-reduce', + onClick: reduceFontSize + }, + { + text: 'A', + className: 'font-enlarge', + onClick: enlargeFontSize + } + ], + $.map(FAMILIES, function(family) { + family.onClick = function(e) { + return changeFontFamily(family.config, e); + }; + + return family; + }), + $.map(THEMES, function(theme) { + theme.onClick = function(e) { + return changeColorTheme(theme.config, e); + }; + + return theme; + }) + ] + }); + } + + // Init configuration at start + gitbook.events.bind('start', function(e, config) { + var opts = config.fontsettings; + + // Generate buttons at start + updateButtons(); + + // Init current settings + init(opts); + }); + + // Expose API + gitbook.fontsettings = { + enlargeFontSize: enlargeFontSize, + reduceFontSize: reduceFontSize, + setTheme: changeColorTheme, + setFamily: changeFontFamily, + getThemes: getThemes, + setThemes: setThemes, + getFamilies: getFamilies, + setFamilies: setFamilies + }; +}); + + diff --git a/node_modules/gitbook-plugin-fontsettings/assets/website.css b/node_modules/gitbook-plugin-fontsettings/assets/website.css new file mode 100644 index 0000000..26591fe --- /dev/null +++ b/node_modules/gitbook-plugin-fontsettings/assets/website.css @@ -0,0 +1,291 @@ +/* + * Theme 1 + */ +.color-theme-1 .dropdown-menu { + background-color: #111111; + border-color: #7e888b; +} +.color-theme-1 .dropdown-menu .dropdown-caret .caret-inner { + border-bottom: 9px solid #111111; +} +.color-theme-1 .dropdown-menu .buttons { + border-color: #7e888b; +} +.color-theme-1 .dropdown-menu .button { + color: #afa790; +} +.color-theme-1 .dropdown-menu .button:hover { + color: #73553c; +} +/* + * Theme 2 + */ +.color-theme-2 .dropdown-menu { + background-color: #2d3143; + border-color: #272a3a; +} +.color-theme-2 .dropdown-menu .dropdown-caret .caret-inner { + border-bottom: 9px solid #2d3143; +} +.color-theme-2 .dropdown-menu .buttons { + border-color: #272a3a; +} +.color-theme-2 .dropdown-menu .button { + color: #62677f; +} +.color-theme-2 .dropdown-menu .button:hover { + color: #f4f4f5; +} +.book .book-header .font-settings .font-enlarge { + line-height: 30px; + font-size: 1.4em; +} +.book .book-header .font-settings .font-reduce { + line-height: 30px; + font-size: 1em; +} +.book.color-theme-1 .book-body { + color: #704214; + background: #f3eacb; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section { + background: #f3eacb; +} +.book.color-theme-2 .book-body { + color: #bdcadb; + background: #1c1f2b; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section { + background: #1c1f2b; +} +.book.font-size-0 .book-body .page-inner section { + font-size: 1.2rem; +} +.book.font-size-1 .book-body .page-inner section { + font-size: 1.4rem; +} +.book.font-size-2 .book-body .page-inner section { + font-size: 1.6rem; +} +.book.font-size-3 .book-body .page-inner section { + font-size: 2.2rem; +} +.book.font-size-4 .book-body .page-inner section { + font-size: 4rem; +} +.book.font-family-0 { + font-family: Georgia, serif; +} +.book.font-family-1 { + font-family: "Helvetica Neue", Helvetica, Arial, sans-serif; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal { + color: #704214; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal a { + color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h1, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h2, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h3, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h4, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h5, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h6 { + color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h1, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h2 { + border-color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal h6 { + color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal hr { + background-color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal blockquote { + border-color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code { + background: #fdf6e3; + color: #657b83; + border-color: #f8df9c; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal .highlight { + background-color: inherit; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal table th, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal table td { + border-color: #f5d06c; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal table tr { + color: inherit; + background-color: #fdf6e3; + border-color: #444444; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal table tr:nth-child(2n) { + background-color: #fbeecb; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal { + color: #bdcadb; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal a { + color: #3eb1d0; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h1, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h2, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h3, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h4, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h5, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h6 { + color: #fffffa; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h1, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h2 { + border-color: #373b4e; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal h6 { + color: #373b4e; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal hr { + background-color: #373b4e; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal blockquote { + border-color: #373b4e; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code { + color: #9dbed8; + background: #2d3143; + border-color: #2d3143; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal .highlight { + background-color: #282a39; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal table th, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal table td { + border-color: #3b3f54; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal table tr { + color: #b6c2d2; + background-color: #2d3143; + border-color: #3b3f54; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal table tr:nth-child(2n) { + background-color: #35394b; +} +.book.color-theme-1 .book-header { + color: #afa790; + background: transparent; +} +.book.color-theme-1 .book-header .btn { + color: #afa790; +} +.book.color-theme-1 .book-header .btn:hover { + color: #73553c; + background: none; +} +.book.color-theme-1 .book-header h1 { + color: #704214; +} +.book.color-theme-2 .book-header { + color: #7e888b; + background: transparent; +} +.book.color-theme-2 .book-header .btn { + color: #3b3f54; +} +.book.color-theme-2 .book-header .btn:hover { + color: #fffff5; + background: none; +} +.book.color-theme-2 .book-header h1 { + color: #bdcadb; +} +.book.color-theme-1 .book-body .navigation { + color: #afa790; +} +.book.color-theme-1 .book-body .navigation:hover { + color: #73553c; +} +.book.color-theme-2 .book-body .navigation { + color: #383f52; +} +.book.color-theme-2 .book-body .navigation:hover { + color: #fffff5; +} +/* + * Theme 1 + */ +.book.color-theme-1 .book-summary { + color: #afa790; + background: #111111; + border-right: 1px solid rgba(0, 0, 0, 0.07); +} +.book.color-theme-1 .book-summary .book-search { + background: transparent; +} +.book.color-theme-1 .book-summary .book-search input, +.book.color-theme-1 .book-summary .book-search input:focus { + border: 1px solid transparent; +} +.book.color-theme-1 .book-summary ul.summary li.divider { + background: #7e888b; + box-shadow: none; +} +.book.color-theme-1 .book-summary ul.summary li i.fa-check { + color: #33cc33; +} +.book.color-theme-1 .book-summary ul.summary li.done > a { + color: #877f6a; +} +.book.color-theme-1 .book-summary ul.summary li a, +.book.color-theme-1 .book-summary ul.summary li span { + color: #877f6a; + background: transparent; + font-weight: normal; +} +.book.color-theme-1 .book-summary ul.summary li.active > a, +.book.color-theme-1 .book-summary ul.summary li a:hover { + color: #704214; + background: transparent; + font-weight: normal; +} +/* + * Theme 2 + */ +.book.color-theme-2 .book-summary { + color: #bcc1d2; + background: #2d3143; + border-right: none; +} +.book.color-theme-2 .book-summary .book-search { + background: transparent; +} +.book.color-theme-2 .book-summary .book-search input, +.book.color-theme-2 .book-summary .book-search input:focus { + border: 1px solid transparent; +} +.book.color-theme-2 .book-summary ul.summary li.divider { + background: #272a3a; + box-shadow: none; +} +.book.color-theme-2 .book-summary ul.summary li i.fa-check { + color: #33cc33; +} +.book.color-theme-2 .book-summary ul.summary li.done > a { + color: #62687f; +} +.book.color-theme-2 .book-summary ul.summary li a, +.book.color-theme-2 .book-summary ul.summary li span { + color: #c1c6d7; + background: transparent; + font-weight: 600; +} +.book.color-theme-2 .book-summary ul.summary li.active > a, +.book.color-theme-2 .book-summary ul.summary li a:hover { + color: #f4f4f5; + background: #252737; + font-weight: 600; +} diff --git a/node_modules/gitbook-plugin-fontsettings/index.js b/node_modules/gitbook-plugin-fontsettings/index.js new file mode 100644 index 0000000..9e6b9f8 --- /dev/null +++ b/node_modules/gitbook-plugin-fontsettings/index.js @@ -0,0 +1,12 @@ + +module.exports = { + book: { + assets: './assets', + js: [ + 'fontsettings.js' + ], + css: [ + 'website.css' + ] + } +}; diff --git a/node_modules/gitbook-plugin-fontsettings/package.json b/node_modules/gitbook-plugin-fontsettings/package.json new file mode 100644 index 0000000..1b76d8b --- /dev/null +++ b/node_modules/gitbook-plugin-fontsettings/package.json @@ -0,0 +1,119 @@ +{ + "_args": [ + [ + { + "name": "gitbook-plugin-fontsettings", + "raw": "gitbook-plugin-fontsettings@2.0.0", + "rawSpec": "2.0.0", + "scope": null, + "spec": "2.0.0", + "type": "version" + }, + "D:\\AAA\\gitbook\\data_mining" + ] + ], + "_from": "gitbook-plugin-fontsettings@2.0.0", + "_id": "gitbook-plugin-fontsettings@2.0.0", + "_inCache": true, + "_installable": true, + "_location": "/gitbook-plugin-fontsettings", + "_nodeVersion": "5.9.0", + "_npmOperationalInternal": { + "host": "packages-12-west.internal.npmjs.com", + "tmp": "tmp/gitbook-plugin-fontsettings-2.0.0.tgz_1464855818780_0.2278499191161245" + }, + "_npmUser": { + "email": "johan.preynat@gmail.com", + "name": "jpreynat" + }, + "_npmVersion": "3.7.3", + "_phantomChildren": {}, + "_requested": { + "name": "gitbook-plugin-fontsettings", + "raw": "gitbook-plugin-fontsettings@2.0.0", + "rawSpec": "2.0.0", + "scope": null, + "spec": "2.0.0", + "type": "version" + }, + "_requiredBy": [ + "#USER" + ], + "_resolved": "https://registry.npmjs.org/gitbook-plugin-fontsettings/-/gitbook-plugin-fontsettings-2.0.0.tgz", + "_shasum": "835f900ae3dd111086fe7ed4425ee3de024861ab", + "_shrinkwrap": null, + "_spec": "gitbook-plugin-fontsettings@2.0.0", + "_where": "D:\\AAA\\gitbook\\data_mining", + "bugs": { + "url": "https://github.com/GitbookIO/plugin-fontsettings/issues" + }, + "dependencies": {}, + "description": "Fonts and colors themes settings the website for a better reading experience", + "devDependencies": { + "eslint": "^2.7.0", + "less": "2.5.1" + }, + "directories": {}, + "dist": { + "shasum": "835f900ae3dd111086fe7ed4425ee3de024861ab", + "tarball": "https://registry.npmjs.org/gitbook-plugin-fontsettings/-/gitbook-plugin-fontsettings-2.0.0.tgz" + }, + "engines": { + "gitbook": ">=2.4.0" + }, + "gitHead": "dd960cfd5ff4ca2cfd58f8b0939addb3e075832b", + "gitbook": { + "properties": { + "family": { + "default": "sans", + "enum": [ + "sans", + "serif" + ], + "title": "Default font family", + "type": "string" + }, + "size": { + "default": 2, + "max": 4, + "min": 1, + "title": "Default font size", + "type": "number" + }, + "theme": { + "default": "white", + "enum": [ + "white", + "sepia", + "night" + ], + "title": "Default theme", + "type": "string" + } + } + }, + "homepage": "https://github.com/GitbookIO/plugin-fontsettings", + "license": "Apache-2.0", + "main": "index.js", + "maintainers": [ + { + "email": "johan.preynat@gmail.com", + "name": "jpreynat" + }, + { + "email": "samypesse@gmail.com", + "name": "samypesse" + } + ], + "name": "gitbook-plugin-fontsettings", + "optionalDependencies": {}, + "readme": "ERROR: No README data found!", + "repository": { + "type": "git", + "url": "git+https://github.com/GitbookIO/plugin-fontsettings.git" + }, + "scripts": { + "prepublish": "lessc ./less/website.less > ./assets/website.css;" + }, + "version": "2.0.0" +} diff --git a/node_modules/gitbook-plugin-highlight/.npmignore b/node_modules/gitbook-plugin-highlight/.npmignore new file mode 100644 index 0000000..b29179c --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/.npmignore @@ -0,0 +1,2 @@ +!css +less diff --git a/node_modules/gitbook-plugin-highlight/.travis.yml b/node_modules/gitbook-plugin-highlight/.travis.yml new file mode 100644 index 0000000..b5efd79 --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/.travis.yml @@ -0,0 +1,4 @@ +sudo: false +language: node_js +node_js: + - "stable" diff --git a/node_modules/gitbook-plugin-highlight/README.md b/node_modules/gitbook-plugin-highlight/README.md new file mode 100644 index 0000000..ff6176d --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/README.md @@ -0,0 +1,13 @@ +# Code highlighting in GitBook + +This plugin is the default GitBook plugin used to highlight code blocks. + +You can remove it using: + +``` +{ + plugins: ["-highlight"] +} +``` + + diff --git a/node_modules/gitbook-plugin-highlight/css/ebook.css b/node_modules/gitbook-plugin-highlight/css/ebook.css new file mode 100644 index 0000000..655c965 --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/css/ebook.css @@ -0,0 +1,96 @@ +pre, +code { + /* From https://github.com/isagalaev/highlight.js/blob/9.8.0/src/styles/tomorrow.css */ + /* http://jmblog.github.io/color-themes-for-highlightjs */ + /* Tomorrow Comment */ + /* Tomorrow Red */ + /* Tomorrow Orange */ + /* Tomorrow Yellow */ + /* Tomorrow Green */ + /* Tomorrow Blue */ + /* Tomorrow Purple */ +} +pre .hljs-comment, +code .hljs-comment, +pre .hljs-quote, +code .hljs-quote { + color: #8e908c; +} +pre .hljs-variable, +code .hljs-variable, +pre .hljs-template-variable, +code .hljs-template-variable, +pre .hljs-tag, +code .hljs-tag, +pre .hljs-name, +code .hljs-name, +pre .hljs-selector-id, +code .hljs-selector-id, +pre .hljs-selector-class, +code .hljs-selector-class, +pre .hljs-regexp, +code .hljs-regexp, +pre .hljs-deletion, +code .hljs-deletion { + color: #c82829; +} +pre .hljs-number, +code .hljs-number, +pre .hljs-built_in, +code .hljs-built_in, +pre .hljs-builtin-name, +code .hljs-builtin-name, +pre .hljs-literal, +code .hljs-literal, +pre .hljs-type, +code .hljs-type, +pre .hljs-params, +code .hljs-params, +pre .hljs-meta, +code .hljs-meta, +pre .hljs-link, +code .hljs-link { + color: #f5871f; +} +pre .hljs-attribute, +code .hljs-attribute { + color: #eab700; +} +pre .hljs-string, +code .hljs-string, +pre .hljs-symbol, +code .hljs-symbol, +pre .hljs-bullet, +code .hljs-bullet, +pre .hljs-addition, +code .hljs-addition { + color: #718c00; +} +pre .hljs-title, +code .hljs-title, +pre .hljs-section, +code .hljs-section { + color: #4271ae; +} +pre .hljs-keyword, +code .hljs-keyword, +pre .hljs-selector-tag, +code .hljs-selector-tag { + color: #8959a8; +} +pre .hljs, +code .hljs { + display: block; + overflow-x: auto; + background: white; + color: #4d4d4c; + padding: 0.5em; +} +pre .hljs-emphasis, +code .hljs-emphasis { + font-style: italic; +} +pre .hljs-strong, +code .hljs-strong { + font-weight: bold; +} diff --git a/node_modules/gitbook-plugin-highlight/css/website.css b/node_modules/gitbook-plugin-highlight/css/website.css new file mode 100644 index 0000000..687f4a5 --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/css/website.css @@ -0,0 +1,307 @@ +.book .book-body .page-wrapper .page-inner section.normal pre, +.book .book-body .page-wrapper .page-inner section.normal code { + /* From https://github.com/isagalaev/highlight.js/blob/9.8.0/src/styles/tomorrow.css */ + /* http://jmblog.github.com/color-themes-for-google-code-highlightjs */ + /* Tomorrow Comment */ + /* Tomorrow Red */ + /* Tomorrow Orange */ + /* Tomorrow Yellow */ + /* Tomorrow Green */ + /* Tomorrow Blue */ + /* Tomorrow Purple */ +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-comment, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-comment, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-quote, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-quote { + color: #8e908c; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-variable, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-variable, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-template-variable, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-template-variable, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-tag, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-tag, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-name, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-name, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-id, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-selector-id, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-class, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-selector-class, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-regexp, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-regexp, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-deletion, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-deletion { + color: #c82829; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-number, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-number, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-built_in, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-built_in, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-builtin-name, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-builtin-name, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-literal, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-literal, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-type, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-type, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-params, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-params, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-meta, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-meta, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-link, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-link { + color: #f5871f; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-attribute, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-attribute { + color: #eab700; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-string, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-string, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-symbol, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-symbol, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-bullet, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-bullet, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-addition, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-addition { + color: #718c00; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-title, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-title, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-section, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-section { + color: #4271ae; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-keyword, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-keyword, +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-tag, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-selector-tag { + color: #8959a8; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs, +.book .book-body .page-wrapper .page-inner section.normal code .hljs { + display: block; + overflow-x: auto; + background: white; + color: #4d4d4c; + padding: 0.5em; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-emphasis, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-emphasis { + font-style: italic; +} +.book .book-body .page-wrapper .page-inner section.normal pre .hljs-strong, +.book .book-body .page-wrapper .page-inner section.normal code .hljs-strong { + font-weight: bold; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code { + /* From https://github.com/isagalaev/highlight.js/blob/9.8.0/src/styles/solarized-light.css */ + /* + +Orginal Style from ethanschoonover.com/solarized (c) Jeremy Hull + +*/ + /* Solarized Green */ + /* Solarized Cyan */ + /* Solarized Blue */ + /* Solarized Yellow */ + /* Solarized Orange */ + /* Solarized Red */ +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs { + display: block; + overflow-x: auto; + padding: 0.5em; + background: #fdf6e3; + color: #657b83; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-comment, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-comment, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-quote, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-quote { + color: #93a1a1; +} +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-keyword, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-keyword, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-tag, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-tag, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal pre .hljs-addition, +.book.color-theme-1 .book-body .page-wrapper .page-inner section.normal code .hljs-addition { + color: #859900; 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+} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code { + /* From https://github.com/isagalaev/highlight.js/blob/9.8.0/src/styles/tomorrow-night-bright.css */ + /* Tomorrow Night Bright Theme */ + /* Original theme - https://github.com/chriskempson/tomorrow-theme */ + /* http://jmblog.github.com/color-themes-for-google-code-highlightjs */ + /* Tomorrow Comment */ + /* Tomorrow Red */ + /* Tomorrow Orange */ + /* Tomorrow Yellow */ + /* Tomorrow Green */ + /* Tomorrow Blue */ + /* Tomorrow Purple */ +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-comment, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-comment, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-quote, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-quote { + color: #969896; +} +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-variable, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-variable, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-template-variable, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-template-variable, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-tag, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-tag, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-name, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-name, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-id, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-id, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-selector-class, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-selector-class, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-regexp, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-regexp, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal pre .hljs-deletion, +.book.color-theme-2 .book-body .page-wrapper .page-inner section.normal code .hljs-deletion { + color: #d54e53; 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+} diff --git a/node_modules/gitbook-plugin-highlight/index.js b/node_modules/gitbook-plugin-highlight/index.js new file mode 100644 index 0000000..791eb55 --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/index.js @@ -0,0 +1,57 @@ +var path = require('path'); +var hljs = require('highlight.js'); + +var MAP = { + 'py': 'python', + 'js': 'javascript', + 'json': 'javascript', + 'rb': 'ruby', + 'csharp': 'cs', +}; + +function normalize(lang) { + if(!lang) { return null; } + + var lower = lang.toLowerCase(); + return MAP[lower] || lower; +} + +function highlight(lang, code) { + if(!lang) return { + body: code, + html: false + }; + + // Normalize lang + lang = normalize(lang); + + try { + return hljs.highlight(lang, code).value; + } catch(e) { } + + return { + body: code, + html: false + }; +} + + +module.exports = { + book: { + assets: './css', + css: [ + 'website.css' + ] + }, + ebook: { + assets: './css', + css: [ + 'ebook.css' + ] + }, + blocks: { + code: function(block) { + return highlight(block.kwargs.language, block.body); + } + } +}; diff --git a/node_modules/gitbook-plugin-highlight/package.json b/node_modules/gitbook-plugin-highlight/package.json new file mode 100644 index 0000000..8791c72 --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/package.json @@ -0,0 +1,97 @@ +{ + "_args": [ + [ + { + "name": "gitbook-plugin-highlight", + "raw": "gitbook-plugin-highlight@2.0.3", + "rawSpec": "2.0.3", + "scope": null, + "spec": "2.0.3", + "type": "version" + }, + "D:\\AAA\\gitbook\\data_mining" + ] + ], + "_from": "gitbook-plugin-highlight@2.0.3", + "_id": "gitbook-plugin-highlight@2.0.3", + "_inCache": true, + "_installable": true, + "_location": "/gitbook-plugin-highlight", + "_nodeVersion": "6.4.0", + "_npmOperationalInternal": { + "host": "packages-18-east.internal.npmjs.com", + "tmp": "tmp/gitbook-plugin-highlight-2.0.3.tgz_1481810504806_0.6394935857970268" + }, + "_npmUser": { + "email": "soreine.plume@gmail.com", + "name": "soreine" + }, + "_npmVersion": "3.10.3", + "_phantomChildren": {}, + "_requested": { + "name": "gitbook-plugin-highlight", + "raw": "gitbook-plugin-highlight@2.0.3", + "rawSpec": "2.0.3", + "scope": null, + "spec": "2.0.3", + "type": "version" + }, + "_requiredBy": [ + "#USER" + ], + "_resolved": "https://registry.npmjs.org/gitbook-plugin-highlight/-/gitbook-plugin-highlight-2.0.3.tgz", + "_shasum": "89af66a94c168f5eadde3e7674a8295b77db5987", + "_shrinkwrap": null, + "_spec": "gitbook-plugin-highlight@2.0.3", + "_where": "D:\\AAA\\gitbook\\data_mining", + "bugs": { + "url": "https://github.com/GitbookIO/plugin-highlight/issues" + }, + "dependencies": { + "highlight.js": "9.8.0" + }, + "description": "Default code highlighter for GitBook", + "devDependencies": { + "gitbook-tester": "1.4.3", + "less": "2.7.1", + "mocha": "3.2.0" + }, + "directories": {}, + "dist": { + "shasum": "89af66a94c168f5eadde3e7674a8295b77db5987", + "tarball": "https://registry.npmjs.org/gitbook-plugin-highlight/-/gitbook-plugin-highlight-2.0.3.tgz" + }, + "engines": { + "gitbook": ">=2.4.0" + }, + "gitHead": "2366611d806622168a5189399ccf44d23a38007d", + "homepage": "https://github.com/GitbookIO/plugin-highlight", + "license": "Apache 2", + "main": "index.js", + "maintainers": [ + { + "email": "johan.preynat@gmail.com", + "name": "jpreynat" + }, + { + "email": "samypesse@gmail.com", + "name": "samypesse" + }, + { + "email": "soreine.plume@gmail.com", + "name": "soreine" + } + ], + "name": "gitbook-plugin-highlight", + "optionalDependencies": {}, + "readme": "ERROR: No README data found!", + "repository": { + "type": "git", + "url": "git+https://github.com/GitbookIO/plugin-highlight.git" + }, + "scripts": { + "prepublish": "mkdir -p css && lessc ./less/website.less > ./css/website.css; lessc ./less/ebook.less > ./css/ebook.css", + "test": "mocha test/" + }, + "version": "2.0.3" +} diff --git a/node_modules/gitbook-plugin-highlight/test/highlight.js b/node_modules/gitbook-plugin-highlight/test/highlight.js new file mode 100644 index 0000000..3dd02a1 --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/test/highlight.js @@ -0,0 +1,39 @@ +var tester = require('gitbook-tester'); +var mocha = require('mocha'); +var pluginDir = require('path').join(__dirname, '..'); + +describe("Detect breaking changes in highlight.js", function() { + // Default timeout is 5000ms. That can be too low for complete + // test (install, build, expects) + this.timeout(20000); + + it('should highlight Haskell', function(done) { + tester.builder() + .withContent('``` haskell\nfibs = 0 : 1 : zipWith (+) fibs (tail fibs)\n```') + .withLocalPlugin(pluginDir) + .create() + .then(function(result) { + var expected = '
                                                                                                                          fibs = 0 : 1 : zipWith (+) fibs (tail fibs)\n
                                                                                                                          '; + if (result.get('index.html').content !== expected) { + throw new Error('Found ' + result[0].content + ' instead of ' + expected); + } + }) + .then(done) + .done(); + }); + + it('should return a safe code block for unrecognized languages', function (done) { + tester.builder() + .withContent('```foo\nif (foo <= bar) { console.log(\'Too bad, foo...\'); }\n```') + .withLocalPlugin(pluginDir) + .create() + .then(function(result) { + var expected = '
                                                                                                                          if (foo <= bar) { console.log('Too bad, foo...'); }\n
                                                                                                                          '; + if (result.get('index.html').content !== expected) { + throw new Error('Found ' + result[0].content + ' instead of ' + expected); + } + }) + .then(done) + .done(); + }); +}); diff --git a/node_modules/gitbook-plugin-highlight/yarn.lock b/node_modules/gitbook-plugin-highlight/yarn.lock new file mode 100644 index 0000000..bded115 --- /dev/null +++ b/node_modules/gitbook-plugin-highlight/yarn.lock @@ -0,0 +1,1958 @@ +# THIS IS AN AUTOGENERATED FILE. DO NOT EDIT THIS FILE DIRECTLY. +# yarn lockfile v1 + + +abbrev@1, abbrev@~1.0.7, abbrev@~1.0.9: + version "1.0.9" + resolved "https://registry.yarnpkg.com/abbrev/-/abbrev-1.0.9.tgz#91b4792588a7738c25f35dd6f63752a2f8776135" + +ansi-regex@*, ansi-regex@^2.0.0: + version "2.0.0" + resolved "https://registry.yarnpkg.com/ansi-regex/-/ansi-regex-2.0.0.tgz#c5061b6e0ef8a81775e50f5d66151bf6bf371107" + +ansi-styles@^2.2.1: + version "2.2.1" + resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-2.2.1.tgz#b432dd3358b634cf75e1e4664368240533c1ddbe" + +ansi@^0.3.0, ansi@~0.3.1: + version "0.3.1" + resolved "https://registry.yarnpkg.com/ansi/-/ansi-0.3.1.tgz#0c42d4fb17160d5a9af1e484bace1c66922c1b21" + +ansicolors@~0.3.2: + version "0.3.2" + resolved "https://registry.yarnpkg.com/ansicolors/-/ansicolors-0.3.2.tgz#665597de86a9ffe3aa9bfbe6cae5c6ea426b4979" + +ansistyles@~0.1.3: + version "0.1.3" + resolved "https://registry.yarnpkg.com/ansistyles/-/ansistyles-0.1.3.tgz#5de60415bda071bb37127854c864f41b23254539" + +aproba@~1.0.1: + version "1.0.4" + resolved "https://registry.yarnpkg.com/aproba/-/aproba-1.0.4.tgz#2713680775e7614c8ba186c065d4e2e52d1072c0" + +archy@~1.0.0: + version "1.0.0" + resolved "https://registry.yarnpkg.com/archy/-/archy-1.0.0.tgz#f9c8c13757cc1dd7bc379ac77b2c62a5c2868c40" + +are-we-there-yet@~1.1.2: + version "1.1.2" + resolved "https://registry.yarnpkg.com/are-we-there-yet/-/are-we-there-yet-1.1.2.tgz#80e470e95a084794fe1899262c5667c6e88de1b3" + dependencies: + delegates "^1.0.0" + readable-stream "^2.0.0 || ^1.1.13" + +array-index@^1.0.0: + version "1.0.0" + resolved "https://registry.yarnpkg.com/array-index/-/array-index-1.0.0.tgz#ec56a749ee103e4e08c790b9c353df16055b97f9" + dependencies: + debug "^2.2.0" + es6-symbol "^3.0.2" + +asap@^2.0.0, asap@~2.0.3: + version "2.0.5" + resolved 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a/node_modules/gitbook-plugin-katex/.npmignore b/node_modules/gitbook-plugin-katex/.npmignore new file mode 100644 index 0000000..59d842b --- /dev/null +++ b/node_modules/gitbook-plugin-katex/.npmignore @@ -0,0 +1,28 @@ +# Logs +logs +*.log + +# Runtime data +pids +*.pid +*.seed + +# Directory for instrumented libs generated by jscoverage/JSCover +lib-cov + +# Coverage directory used by tools like istanbul +coverage + +# Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files) +.grunt + +# Compiled binary addons (http://nodejs.org/api/addons.html) +build/Release + +# Dependency directory +# Commenting this out is preferred by some people, see +# https://www.npmjs.org/doc/misc/npm-faq.html#should-i-check-my-node_modules-folder-into-git- +node_modules + +# Users Environment Variables +.lock-wscript diff --git a/node_modules/gitbook-plugin-katex/LICENSE b/node_modules/gitbook-plugin-katex/LICENSE new file mode 100644 index 0000000..ad410e1 --- /dev/null +++ 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b/node_modules/gitbook-plugin-katex/README.md @@ -0,0 +1,35 @@ +Math typesetting using KaTex +============== + +Use it for your book, by adding to your book.json: + +``` +{ + "plugins": ["katex"] +} +``` + +then run `gitbook install`. + +## Usage + +``` +Inline math: $$\int_{-\infty}^\infty g(x) dx$$ + + +Block math: + +$$ +\int_{-\infty}^\infty g(x) dx +$$ + +Or using the templating syntax: + +{% math %}\int_{-\infty}^\infty g(x) dx{% endblock %} +``` + + +### Comparison with [MathJax](https://github.com/GitbookIO/plugin-mathjax) + +- Faster + diff --git a/node_modules/gitbook-plugin-katex/index.js b/node_modules/gitbook-plugin-katex/index.js new file mode 100644 index 0000000..9f3b971 --- /dev/null +++ b/node_modules/gitbook-plugin-katex/index.js @@ -0,0 +1,35 @@ +var katex = require("katex"); + +module.exports = { + book: { + assets: "./static", + js: [], + css: [ + "katex.min.css" + ] + }, + ebook: { + assets: "./static", + css: [ + "katex.min.css" + ] + }, + blocks: { + math: { + shortcuts: { + parsers: ["markdown", "asciidoc", "restructuredtext"], + start: "$$", + end: "$$" + }, + process: function(blk) { + var tex = blk.body; + var isInline = !(tex[0] == "\n"); + var output = katex.renderToString(tex, { + displayMode: !isInline + }); + + return output; + } + } + } +}; diff --git a/node_modules/gitbook-plugin-katex/package.json b/node_modules/gitbook-plugin-katex/package.json new file mode 100644 index 0000000..2a8bdab --- /dev/null +++ b/node_modules/gitbook-plugin-katex/package.json @@ -0,0 +1,106 @@ +{ + "_args": [ + [ + { + "name": "gitbook-plugin-katex", + "raw": "gitbook-plugin-katex@1.1.4", + "rawSpec": "1.1.4", + "scope": null, + "spec": "1.1.4", + "type": "version" + }, + "D:\\AAA\\gitbook\\data_mining" + ] + ], + "_from": "gitbook-plugin-katex@1.1.4", + "_id": "gitbook-plugin-katex@1.1.4", + "_inCache": true, + "_installable": true, + "_location": "/gitbook-plugin-katex", + "_nodeVersion": "8.1.3", + "_npmOperationalInternal": { + "host": "s3://npm-registry-packages", + "tmp": "tmp/gitbook-plugin-katex-1.1.4.tgz_1502894343416_0.2687492223922163" + }, + "_npmUser": { + "email": "aaron.omullan@gmail.com", + "name": "aarono" + }, + "_npmVersion": "5.0.3", + "_phantomChildren": {}, + "_requested": { + "name": "gitbook-plugin-katex", + "raw": "gitbook-plugin-katex@1.1.4", + "rawSpec": "1.1.4", + "scope": null, + "spec": "1.1.4", + "type": "version" + }, + "_requiredBy": [ + "#USER" + ], + "_resolved": "https://registry.npmjs.org/gitbook-plugin-katex/-/gitbook-plugin-katex-1.1.4.tgz", + "_shasum": "9d323efadd26c3408526c5c227ebdb4c1120d9ac", + "_shrinkwrap": null, + "_spec": "gitbook-plugin-katex@1.1.4", + "_where": "D:\\AAA\\gitbook\\data_mining", + "bugs": { + "url": "https://github.com/GitbookIO/plugin-katex/issues" + }, + "dependencies": { + "katex": "0.7.1" + }, + "description": "Math typesetting using KaTex into GitBook", + "devDependencies": {}, + "directories": {}, + "dist": { + "integrity": 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However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + APPENDIX: How to apply the Apache License to your work. + + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "{}" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright {yyyy} {name of copyright owner} + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. \ No newline at end of file diff --git a/node_modules/gitbook-plugin-livereload/README.md b/node_modules/gitbook-plugin-livereload/README.md new file mode 100644 index 0000000..5eccd1f --- /dev/null +++ b/node_modules/gitbook-plugin-livereload/README.md @@ -0,0 +1,2 @@ +Live reloading for GitBook +========================== diff --git a/node_modules/gitbook-plugin-livereload/book/plugin.js b/node_modules/gitbook-plugin-livereload/book/plugin.js new file mode 100644 index 0000000..923b3ae --- /dev/null +++ b/node_modules/gitbook-plugin-livereload/book/plugin.js @@ -0,0 +1,11 @@ +(function() { + var newEl = document.createElement('script'), + firstScriptTag = document.getElementsByTagName('script')[0]; + + if (firstScriptTag) { + newEl.async = 1; + newEl.src = '//' + window.location.hostname + ':35729/livereload.js'; + firstScriptTag.parentNode.insertBefore(newEl, firstScriptTag); + } + +})(); diff --git a/node_modules/gitbook-plugin-livereload/index.js b/node_modules/gitbook-plugin-livereload/index.js new file mode 100644 index 0000000..1fe6db4 --- /dev/null +++ b/node_modules/gitbook-plugin-livereload/index.js @@ -0,0 +1,8 @@ +module.exports = { + book: { + assets: "./book", + js: [ + "plugin.js" + ] + } +}; \ No newline at end of file diff --git a/node_modules/gitbook-plugin-livereload/package.json b/node_modules/gitbook-plugin-livereload/package.json new file mode 100644 index 0000000..c9b625d --- /dev/null +++ b/node_modules/gitbook-plugin-livereload/package.json @@ -0,0 +1,73 @@ +{ + "_args": [ + [ + { + "name": "gitbook-plugin-livereload", + "raw": "gitbook-plugin-livereload@0.0.1", + "rawSpec": "0.0.1", + "scope": null, + "spec": "0.0.1", + "type": "version" + }, + "D:\\AAA\\gitbook\\data_mining" + ] + ], + "_from": "gitbook-plugin-livereload@0.0.1", + "_id": "gitbook-plugin-livereload@0.0.1", + "_inCache": true, + "_installable": true, + "_location": "/gitbook-plugin-livereload", + "_npmUser": { + "email": "davidagraf@gmail.com", + "name": "davidagraf" + }, + "_npmVersion": "1.4.10", + "_phantomChildren": {}, + "_requested": { + "name": "gitbook-plugin-livereload", + "raw": "gitbook-plugin-livereload@0.0.1", + "rawSpec": "0.0.1", + "scope": null, + "spec": "0.0.1", + "type": "version" + }, + "_requiredBy": [ + "#USER" + ], + "_resolved": "https://registry.npmjs.org/gitbook-plugin-livereload/-/gitbook-plugin-livereload-0.0.1.tgz", + "_shasum": "c0c9dc6f55f82fc24f97532b25287abbbb416b96", + "_shrinkwrap": null, + "_spec": "gitbook-plugin-livereload@0.0.1", + "_where": "D:\\AAA\\gitbook\\data_mining", + "bugs": { + "url": "https://github.com/davidagraf/gitbook-plugin-livereload/issues" + }, + "dependencies": {}, + "description": "Live reloading for your gitbook", + "devDependencies": {}, + "directories": {}, + "dist": { + "shasum": "c0c9dc6f55f82fc24f97532b25287abbbb416b96", + "tarball": "https://registry.npmjs.org/gitbook-plugin-livereload/-/gitbook-plugin-livereload-0.0.1.tgz" + }, + "engines": { + "gitbook": "*" + }, + "homepage": "https://github.com/davidagraf/gitbook-plugin-livereload", + "license": "Apache 2", + "main": "index.js", + "maintainers": [ + { + "email": "davidagraf@gmail.com", + "name": "davidagraf" + } + ], + "name": "gitbook-plugin-livereload", + "optionalDependencies": {}, + "readme": "ERROR: No README data found!", + "repository": { + "type": "git", + "url": "git+https://github.com/davidagraf/gitbook-plugin-livereload.git" + }, + "version": "0.0.1" +} diff --git a/node_modules/gitbook-plugin-lunr/.npmignore b/node_modules/gitbook-plugin-lunr/.npmignore new file mode 100644 index 0000000..d2fbda4 --- /dev/null +++ b/node_modules/gitbook-plugin-lunr/.npmignore @@ -0,0 +1,2 @@ +!assets/lunr.min.js + diff --git a/node_modules/gitbook-plugin-lunr/LICENSE b/node_modules/gitbook-plugin-lunr/LICENSE new file mode 100644 index 0000000..8f71f43 --- /dev/null +++ b/node_modules/gitbook-plugin-lunr/LICENSE @@ -0,0 +1,202 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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In no event and under no legal theory, + whether in tort (including negligence), contract, or otherwise, + unless required by applicable law (such as deliberate and grossly + negligent acts) or agreed to in writing, shall any Contributor be + liable to You for damages, including any direct, indirect, special, + incidental, or consequential damages of any character arising as a + result of this License or out of the use or inability to use the + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + APPENDIX: How to apply the Apache License to your work. + + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "{}" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright {yyyy} {name of copyright owner} + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. + diff --git a/node_modules/gitbook-plugin-lunr/README.md b/node_modules/gitbook-plugin-lunr/README.md new file mode 100644 index 0000000..5a42c87 --- /dev/null +++ b/node_modules/gitbook-plugin-lunr/README.md @@ -0,0 +1,76 @@ +# lunr + +This plugin provides a backend for the [search](https://github.com/GitbookIO/plugin-search) plugin. + +This plugin is a default plugin. + +### Disable this plugin + +This is a default plugin and it can be disabled using a `book.json` configuration: + +```js +{ + "plugins": ["-lunr"] +} +``` + +### Limitations + +Lunr can't index a huge book, by default the index size is limited at ~100ko. + +You can change this limit by settings the configuration `maxIndexSize`: + +```js +{ + "pluginsConfig": { + "lunr": { + "maxIndexSize": 200000 + } + } +} +``` + +### Adding keywords to a page + +You can specify explicit keywords for any page. When searching for these keywords, the page will rank higher in the results. + +```md +--- +search: + keywords: ['keyword1', 'keyword2', 'etc.'] + +--- + +# My Page + +This page will rank better if we search for 'keyword1'. +``` + +### Disabling indexing of a page + +You can disable the indexing of a specific page by adding a YAML header to the page: + +```md +--- +search: false +--- + +# My Page + +This page is not indexed in Lunr. +``` + +### Ignoring special characters + +By default, special characters will be taken into account, to allow special searches like "C++" or "#word". You can disable this if your text is essentially English prose with the `ignoreSpecialCharacters` option: + + +```js +{ + "pluginsConfig": { + "lunr": { + "ignoreSpecialCharacters": true + } + } +} +``` diff --git a/node_modules/gitbook-plugin-lunr/assets/lunr.min.js b/node_modules/gitbook-plugin-lunr/assets/lunr.min.js new file mode 100644 index 0000000..6aa6bc7 --- /dev/null +++ b/node_modules/gitbook-plugin-lunr/assets/lunr.min.js @@ -0,0 +1,7 @@ +/** + * lunr - http://lunrjs.com - A bit like Solr, but much smaller and not as bright - 0.5.12 + * Copyright (C) 2015 Oliver Nightingale + * MIT Licensed + * @license + */ +!function(){var t=function(e){var n=new t.Index;return n.pipeline.add(t.trimmer,t.stopWordFilter,t.stemmer),e&&e.call(n,n),n};t.version="0.5.12",t.utils={},t.utils.warn=function(t){return function(e){t.console&&console.warn&&console.warn(e)}}(this),t.EventEmitter=function(){this.events={}},t.EventEmitter.prototype.addListener=function(){var t=Array.prototype.slice.call(arguments),e=t.pop(),n=t;if("function"!=typeof e)throw new TypeError("last argument must be a function");n.forEach(function(t){this.hasHandler(t)||(this.events[t]=[]),this.events[t].push(e)},this)},t.EventEmitter.prototype.removeListener=function(t,e){if(this.hasHandler(t)){var n=this.events[t].indexOf(e);this.events[t].splice(n,1),this.events[t].length||delete this.events[t]}},t.EventEmitter.prototype.emit=function(t){if(this.hasHandler(t)){var e=Array.prototype.slice.call(arguments,1);this.events[t].forEach(function(t){t.apply(void 0,e)})}},t.EventEmitter.prototype.hasHandler=function(t){return t in this.events},t.tokenizer=function(t){return arguments.length&&null!=t&&void 0!=t?Array.isArray(t)?t.map(function(t){return t.toLowerCase()}):t.toString().trim().toLowerCase().split(/[\s\-]+/):[]},t.Pipeline=function(){this._stack=[]},t.Pipeline.registeredFunctions={},t.Pipeline.registerFunction=function(e,n){n in this.registeredFunctions&&t.utils.warn("Overwriting existing registered function: "+n),e.label=n,t.Pipeline.registeredFunctions[e.label]=e},t.Pipeline.warnIfFunctionNotRegistered=function(e){var n=e.label&&e.label in this.registeredFunctions;n||t.utils.warn("Function is not registered with pipeline. This may cause problems when serialising the index.\n",e)},t.Pipeline.load=function(e){var n=new t.Pipeline;return e.forEach(function(e){var i=t.Pipeline.registeredFunctions[e];if(!i)throw new Error("Cannot load un-registered function: "+e);n.add(i)}),n},t.Pipeline.prototype.add=function(){var e=Array.prototype.slice.call(arguments);e.forEach(function(e){t.Pipeline.warnIfFunctionNotRegistered(e),this._stack.push(e)},this)},t.Pipeline.prototype.after=function(e,n){t.Pipeline.warnIfFunctionNotRegistered(n);var i=this._stack.indexOf(e);if(-1==i)throw new Error("Cannot find existingFn");i+=1,this._stack.splice(i,0,n)},t.Pipeline.prototype.before=function(e,n){t.Pipeline.warnIfFunctionNotRegistered(n);var i=this._stack.indexOf(e);if(-1==i)throw new Error("Cannot find existingFn");this._stack.splice(i,0,n)},t.Pipeline.prototype.remove=function(t){var e=this._stack.indexOf(t);-1!=e&&this._stack.splice(e,1)},t.Pipeline.prototype.run=function(t){for(var e=[],n=t.length,i=this._stack.length,o=0;n>o;o++){for(var r=t[o],s=0;i>s&&(r=this._stack[s](r,o,t),void 0!==r);s++);void 0!==r&&e.push(r)}return e},t.Pipeline.prototype.reset=function(){this._stack=[]},t.Pipeline.prototype.toJSON=function(){return this._stack.map(function(e){return t.Pipeline.warnIfFunctionNotRegistered(e),e.label})},t.Vector=function(){this._magnitude=null,this.list=void 0,this.length=0},t.Vector.Node=function(t,e,n){this.idx=t,this.val=e,this.next=n},t.Vector.prototype.insert=function(e,n){this._magnitude=void 0;var i=this.list;if(!i)return this.list=new t.Vector.Node(e,n,i),this.length++;if(en.idx?n=n.next:(i+=e.val*n.val,e=e.next,n=n.next);return i},t.Vector.prototype.similarity=function(t){return this.dot(t)/(this.magnitude()*t.magnitude())},t.SortedSet=function(){this.length=0,this.elements=[]},t.SortedSet.load=function(t){var e=new this;return e.elements=t,e.length=t.length,e},t.SortedSet.prototype.add=function(){var t,e;for(t=0;t1;){if(r===t)return o;t>r&&(e=o),r>t&&(n=o),i=n-e,o=e+Math.floor(i/2),r=this.elements[o]}return r===t?o:-1},t.SortedSet.prototype.locationFor=function(t){for(var e=0,n=this.elements.length,i=n-e,o=e+Math.floor(i/2),r=this.elements[o];i>1;)t>r&&(e=o),r>t&&(n=o),i=n-e,o=e+Math.floor(i/2),r=this.elements[o];return r>t?o:t>r?o+1:void 0},t.SortedSet.prototype.intersect=function(e){for(var n=new t.SortedSet,i=0,o=0,r=this.length,s=e.length,a=this.elements,h=e.elements;;){if(i>r-1||o>s-1)break;a[i]!==h[o]?a[i]h[o]&&o++:(n.add(a[i]),i++,o++)}return n},t.SortedSet.prototype.clone=function(){var e=new t.SortedSet;return e.elements=this.toArray(),e.length=e.elements.length,e},t.SortedSet.prototype.union=function(t){var e,n,i;return this.length>=t.length?(e=this,n=t):(e=t,n=this),i=e.clone(),i.add.apply(i,n.toArray()),i},t.SortedSet.prototype.toJSON=function(){return this.toArray()},t.Index=function(){this._fields=[],this._ref="id",this.pipeline=new t.Pipeline,this.documentStore=new t.Store,this.tokenStore=new t.TokenStore,this.corpusTokens=new t.SortedSet,this.eventEmitter=new t.EventEmitter,this._idfCache={},this.on("add","remove","update",function(){this._idfCache={}}.bind(this))},t.Index.prototype.on=function(){var t=Array.prototype.slice.call(arguments);return this.eventEmitter.addListener.apply(this.eventEmitter,t)},t.Index.prototype.off=function(t,e){return this.eventEmitter.removeListener(t,e)},t.Index.load=function(e){e.version!==t.version&&t.utils.warn("version mismatch: current "+t.version+" importing "+e.version);var n=new this;return n._fields=e.fields,n._ref=e.ref,n.documentStore=t.Store.load(e.documentStore),n.tokenStore=t.TokenStore.load(e.tokenStore),n.corpusTokens=t.SortedSet.load(e.corpusTokens),n.pipeline=t.Pipeline.load(e.pipeline),n},t.Index.prototype.field=function(t,e){var e=e||{},n={name:t,boost:e.boost||1};return this._fields.push(n),this},t.Index.prototype.ref=function(t){return this._ref=t,this},t.Index.prototype.add=function(e,n){var i={},o=new t.SortedSet,r=e[this._ref],n=void 0===n?!0:n;this._fields.forEach(function(n){var r=this.pipeline.run(t.tokenizer(e[n.name]));i[n.name]=r,t.SortedSet.prototype.add.apply(o,r)},this),this.documentStore.set(r,o),t.SortedSet.prototype.add.apply(this.corpusTokens,o.toArray());for(var s=0;s0&&(i=1+Math.log(this.documentStore.length/n)),this._idfCache[e]=i},t.Index.prototype.search=function(e){var n=this.pipeline.run(t.tokenizer(e)),i=new t.Vector,o=[],r=this._fields.reduce(function(t,e){return t+e.boost},0),s=n.some(function(t){return this.tokenStore.has(t)},this);if(!s)return[];n.forEach(function(e,n,s){var a=1/s.length*this._fields.length*r,h=this,l=this.tokenStore.expand(e).reduce(function(n,o){var r=h.corpusTokens.indexOf(o),s=h.idf(o),l=1,u=new t.SortedSet;if(o!==e){var c=Math.max(3,o.length-e.length);l=1/Math.log(c)}return r>-1&&i.insert(r,a*s*l),Object.keys(h.tokenStore.get(o)).forEach(function(t){u.add(t)}),n.union(u)},new t.SortedSet);o.push(l)},this);var a=o.reduce(function(t,e){return t.intersect(e)});return a.map(function(t){return{ref:t,score:i.similarity(this.documentVector(t))}},this).sort(function(t,e){return e.score-t.score})},t.Index.prototype.documentVector=function(e){for(var n=this.documentStore.get(e),i=n.length,o=new t.Vector,r=0;i>r;r++){var s=n.elements[r],a=this.tokenStore.get(s)[e].tf,h=this.idf(s);o.insert(this.corpusTokens.indexOf(s),a*h)}return o},t.Index.prototype.toJSON=function(){return{version:t.version,fields:this._fields,ref:this._ref,documentStore:this.documentStore.toJSON(),tokenStore:this.tokenStore.toJSON(),corpusTokens:this.corpusTokens.toJSON(),pipeline:this.pipeline.toJSON()}},t.Index.prototype.use=function(t){var e=Array.prototype.slice.call(arguments,1);e.unshift(this),t.apply(this,e)},t.Store=function(){this.store={},this.length=0},t.Store.load=function(e){var n=new this;return n.length=e.length,n.store=Object.keys(e.store).reduce(function(n,i){return n[i]=t.SortedSet.load(e.store[i]),n},{}),n},t.Store.prototype.set=function(t,e){this.has(t)||this.length++,this.store[t]=e},t.Store.prototype.get=function(t){return this.store[t]},t.Store.prototype.has=function(t){return t in this.store},t.Store.prototype.remove=function(t){this.has(t)&&(delete this.store[t],this.length--)},t.Store.prototype.toJSON=function(){return{store:this.store,length:this.length}},t.stemmer=function(){var t={ational:"ate",tional:"tion",enci:"ence",anci:"ance",izer:"ize",bli:"ble",alli:"al",entli:"ent",eli:"e",ousli:"ous",ization:"ize",ation:"ate",ator:"ate",alism:"al",iveness:"ive",fulness:"ful",ousness:"ous",aliti:"al",iviti:"ive",biliti:"ble",logi:"log"},e={icate:"ic",ative:"",alize:"al",iciti:"ic",ical:"ic",ful:"",ness:""},n="[^aeiou]",i="[aeiouy]",o=n+"[^aeiouy]*",r=i+"[aeiou]*",s="^("+o+")?"+r+o,a="^("+o+")?"+r+o+"("+r+")?$",h="^("+o+")?"+r+o+r+o,l="^("+o+")?"+i,u=new RegExp(s),c=new RegExp(h),f=new RegExp(a),d=new RegExp(l),p=/^(.+?)(ss|i)es$/,m=/^(.+?)([^s])s$/,v=/^(.+?)eed$/,y=/^(.+?)(ed|ing)$/,g=/.$/,S=/(at|bl|iz)$/,w=new RegExp("([^aeiouylsz])\\1$"),x=new RegExp("^"+o+i+"[^aeiouwxy]$"),k=/^(.+?[^aeiou])y$/,b=/^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/,E=/^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/,_=/^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/,F=/^(.+?)(s|t)(ion)$/,O=/^(.+?)e$/,P=/ll$/,N=new RegExp("^"+o+i+"[^aeiouwxy]$"),T=function(n){var i,o,r,s,a,h,l;if(n.length<3)return n;if(r=n.substr(0,1),"y"==r&&(n=r.toUpperCase()+n.substr(1)),s=p,a=m,s.test(n)?n=n.replace(s,"$1$2"):a.test(n)&&(n=n.replace(a,"$1$2")),s=v,a=y,s.test(n)){var T=s.exec(n);s=u,s.test(T[1])&&(s=g,n=n.replace(s,""))}else if(a.test(n)){var T=a.exec(n);i=T[1],a=d,a.test(i)&&(n=i,a=S,h=w,l=x,a.test(n)?n+="e":h.test(n)?(s=g,n=n.replace(s,"")):l.test(n)&&(n+="e"))}if(s=k,s.test(n)){var T=s.exec(n);i=T[1],n=i+"i"}if(s=b,s.test(n)){var T=s.exec(n);i=T[1],o=T[2],s=u,s.test(i)&&(n=i+t[o])}if(s=E,s.test(n)){var T=s.exec(n);i=T[1],o=T[2],s=u,s.test(i)&&(n=i+e[o])}if(s=_,a=F,s.test(n)){var T=s.exec(n);i=T[1],s=c,s.test(i)&&(n=i)}else if(a.test(n)){var T=a.exec(n);i=T[1]+T[2],a=c,a.test(i)&&(n=i)}if(s=O,s.test(n)){var T=s.exec(n);i=T[1],s=c,a=f,h=N,(s.test(i)||a.test(i)&&!h.test(i))&&(n=i)}return s=P,a=c,s.test(n)&&a.test(n)&&(s=g,n=n.replace(s,"")),"y"==r&&(n=r.toLowerCase()+n.substr(1)),n};return T}(),t.Pipeline.registerFunction(t.stemmer,"stemmer"),t.stopWordFilter=function(e){return e&&t.stopWordFilter.stopWords[e]!==e?e:void 0},t.stopWordFilter.stopWords={a:"a",able:"able",about:"about",across:"across",after:"after",all:"all",almost:"almost",also:"also",am:"am",among:"among",an:"an",and:"and",any:"any",are:"are",as:"as",at:"at",be:"be",because:"because",been:"been",but:"but",by:"by",can:"can",cannot:"cannot",could:"could",dear:"dear",did:"did","do":"do",does:"does",either:"either","else":"else",ever:"ever",every:"every","for":"for",from:"from",get:"get",got:"got",had:"had",has:"has",have:"have",he:"he",her:"her",hers:"hers",him:"him",his:"his",how:"how",however:"however",i:"i","if":"if","in":"in",into:"into",is:"is",it:"it",its:"its",just:"just",least:"least",let:"let",like:"like",likely:"likely",may:"may",me:"me",might:"might",most:"most",must:"must",my:"my",neither:"neither",no:"no",nor:"nor",not:"not",of:"of",off:"off",often:"often",on:"on",only:"only",or:"or",other:"other",our:"our",own:"own",rather:"rather",said:"said",say:"say",says:"says",she:"she",should:"should",since:"since",so:"so",some:"some",than:"than",that:"that",the:"the",their:"their",them:"them",then:"then",there:"there",these:"these",they:"they","this":"this",tis:"tis",to:"to",too:"too",twas:"twas",us:"us",wants:"wants",was:"was",we:"we",were:"were",what:"what",when:"when",where:"where",which:"which","while":"while",who:"who",whom:"whom",why:"why",will:"will","with":"with",would:"would",yet:"yet",you:"you",your:"your"},t.Pipeline.registerFunction(t.stopWordFilter,"stopWordFilter"),t.trimmer=function(t){var e=t.replace(/^\W+/,"").replace(/\W+$/,"");return""===e?void 0:e},t.Pipeline.registerFunction(t.trimmer,"trimmer"),t.TokenStore=function(){this.root={docs:{}},this.length=0},t.TokenStore.load=function(t){var e=new this;return e.root=t.root,e.length=t.length,e},t.TokenStore.prototype.add=function(t,e,n){var n=n||this.root,i=t[0],o=t.slice(1);return i in n||(n[i]={docs:{}}),0===o.length?(n[i].docs[e.ref]=e,void(this.length+=1)):this.add(o,e,n[i])},t.TokenStore.prototype.has=function(t){if(!t)return!1;for(var e=this.root,n=0;n]+)>)/ig, ''); + + indexSize = indexSize + text.length; + if (indexSize > maxIndexSize) { + this.log.warn.ln('search index is too big, indexing is now disabled'); + searchIndexEnabled = false; + return page; + } + + var keywords = []; + if (page.search) { + keywords = page.search.keywords || []; + } + + // Add to index + var doc = { + url: this.output.toURL(page.path), + title: page.title, + summary: page.description, + keywords: keywords.join(' '), + body: text + }; + + documentsStore[doc.url] = doc; + getSearchIndex(this).add(doc); + + return page; + }, + + // Write index to disk + 'finish': function() { + if (this.output.name != 'website') return; + + this.log.debug.ln('write search index'); + return this.output.writeFile('search_index.json', JSON.stringify({ + index: getSearchIndex(this), + store: documentsStore + })); + } + } +}; + diff --git a/node_modules/gitbook-plugin-lunr/package.json b/node_modules/gitbook-plugin-lunr/package.json new file mode 100644 index 0000000..663d690 --- /dev/null +++ b/node_modules/gitbook-plugin-lunr/package.json @@ -0,0 +1,104 @@ +{ + "_args": [ + [ + { + "name": "gitbook-plugin-lunr", + "raw": "gitbook-plugin-lunr@1.2.0", + "rawSpec": "1.2.0", + "scope": null, + "spec": "1.2.0", + "type": "version" + }, + "D:\\AAA\\gitbook\\data_mining" + ] + ], + "_from": "gitbook-plugin-lunr@1.2.0", + "_id": "gitbook-plugin-lunr@1.2.0", + "_inCache": true, + "_installable": true, + "_location": "/gitbook-plugin-lunr", + "_nodeVersion": "5.6.0", + "_npmOperationalInternal": { + "host": "packages-16-east.internal.npmjs.com", + "tmp": "tmp/gitbook-plugin-lunr-1.2.0.tgz_1467387959595_0.4520100415684283" + }, + "_npmUser": { + "email": "soreine.plume@gmail.com", + "name": "soreine" + }, + "_npmVersion": "3.6.0", + "_phantomChildren": {}, + "_requested": { + "name": "gitbook-plugin-lunr", + "raw": "gitbook-plugin-lunr@1.2.0", + "rawSpec": "1.2.0", + "scope": null, + "spec": "1.2.0", + "type": "version" + }, + "_requiredBy": [ + "#USER" + ], + "_resolved": "https://registry.npmjs.org/gitbook-plugin-lunr/-/gitbook-plugin-lunr-1.2.0.tgz", + "_shasum": "f3e80ec76512fbdb75eb0524aa82b8dff12a50ab", + "_shrinkwrap": null, + "_spec": "gitbook-plugin-lunr@1.2.0", + "_where": "D:\\AAA\\gitbook\\data_mining", + "bugs": { + "url": "https://github.com/GitbookIO/plugin-lunr/issues" + }, + "dependencies": { + "gitbook-plugin-search": "*", + "html-entities": "1.2.0", + "lunr": "0.5.12" + }, + "description": "Index book in a lunr index accessible from the search plugin", + "devDependencies": {}, + "directories": {}, + "dist": { + "shasum": "f3e80ec76512fbdb75eb0524aa82b8dff12a50ab", + "tarball": "https://registry.npmjs.org/gitbook-plugin-lunr/-/gitbook-plugin-lunr-1.2.0.tgz" + }, + "engines": { + "gitbook": ">=3.0.0-pre.0" + }, + "gitHead": "05e4a17bccc068cae23ace7a3b0ebcaa80223e7c", + "gitbook": { + "properties": { + "ignoreSpecialCharacters": { + "default": false, + "title": "Ignore special characters in words", + "type": "boolean" + }, + "maxIndexSize": { + "default": 1000000, + "title": "Limit size for the index", + "type": "number" + } + } + }, + "homepage": "https://github.com/GitbookIO/plugin-lunr", + "license": "Apache-2.0", + "main": "index.js", + "maintainers": [ + { + "email": "samypesse@gmail.com", + "name": "samypesse" + }, + { + "email": "soreine.plume@gmail.com", + "name": "soreine" + } + ], + "name": "gitbook-plugin-lunr", + "optionalDependencies": {}, + "readme": "ERROR: No README data found!", + "repository": { + "type": "git", + "url": "git+https://github.com/GitbookIO/plugin-lunr.git" + }, + "scripts": { + "prepublish": "cp node_modules/lunr/lunr.min.js ./assets/lunr.min.js" + }, + "version": "1.2.0" +} diff --git a/node_modules/gitbook-plugin-search/.eslintrc b/node_modules/gitbook-plugin-search/.eslintrc new file mode 100644 index 0000000..35b58c7 --- /dev/null +++ b/node_modules/gitbook-plugin-search/.eslintrc @@ -0,0 +1,19 @@ +{ + "rules": { + "indent": [ 2, 4 ], + "quotes": [ 2, "single" ], + "linebreak-style": [ 2, "unix" ], + "semi": [ 2, "always" ], + "no-unused-vars": [ 2, { + "vars": "all", + "args": "none" + } ], + "spaced-comment": [ 2, "always" ] + }, + "env": { + "node": true, + "mocha": true, + "browser": true + }, + "extends": "eslint:recommended" +} \ No newline at end of file diff --git a/node_modules/gitbook-plugin-search/.npmignore b/node_modules/gitbook-plugin-search/.npmignore new file mode 100644 index 0000000..32e67e6 --- /dev/null +++ b/node_modules/gitbook-plugin-search/.npmignore @@ -0,0 +1,2 @@ +!assets/search.css +less diff --git a/node_modules/gitbook-plugin-search/LICENSE b/node_modules/gitbook-plugin-search/LICENSE new file mode 100644 index 0000000..8f71f43 --- /dev/null +++ b/node_modules/gitbook-plugin-search/LICENSE @@ -0,0 +1,202 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright {yyyy} {name of copyright owner} + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. + diff --git a/node_modules/gitbook-plugin-search/README.md b/node_modules/gitbook-plugin-search/README.md new file mode 100644 index 0000000..189e872 --- /dev/null +++ b/node_modules/gitbook-plugin-search/README.md @@ -0,0 +1,23 @@ +# search + +This plugin is a default plugin for GitBook, it adds an interactive search bar to your book. + +This plugin is backend agnostic. + +### Disable this plugin + +This is a default plugin and it can be disabled using a `book.json` configuration: + +``` +{ + plugins: ["-search"] +} +``` + +### Backends + +| Backend | Plugin Name | Description | +| ------- | ----------- | ----------- | +| [Lunr](https://github.com/GitbookIO/plugin-lunr) | `lunr` | Index the content into a local/offlien index | +| [Algolia](https://github.com/GitbookIO/plugin-algolia) | `algolia` | Index the content in Algolia | + diff --git a/node_modules/gitbook-plugin-search/_layouts/website/page.html b/node_modules/gitbook-plugin-search/_layouts/website/page.html new file mode 100644 index 0000000..582be8b --- /dev/null +++ b/node_modules/gitbook-plugin-search/_layouts/website/page.html @@ -0,0 +1,28 @@ +{% extends template.self %} + +{% block search_input %} +

                                                                                                                          +{% endblock %} + +{% block search_results %} +
                                                                                                                          +
                                                                                                                          + {{ super() }} +
                                                                                                                          +
                                                                                                                          +
                                                                                                                          + {% block search_has_results %} +

                                                                                                                          {{ 'SEARCH_RESULTS_TITLE'|t|safe }}

                                                                                                                          +
                                                                                                                            + {% endblock %} +
                                                                                                                            +
                                                                                                                            + {% block search_no_results %} +

                                                                                                                            {{ 'SEARCH_NO_RESULTS_TITLE'|t|safe }}

                                                                                                                            + {% endblock %} +
                                                                                                                            +
                                                                                                                            +
                                                                                                                            +{% endblock %} \ No newline at end of file diff --git a/node_modules/gitbook-plugin-search/assets/lunr.min.js b/node_modules/gitbook-plugin-search/assets/lunr.min.js new file mode 100644 index 0000000..6aa6bc7 --- /dev/null +++ b/node_modules/gitbook-plugin-search/assets/lunr.min.js @@ -0,0 +1,7 @@ +/** + * lunr - http://lunrjs.com - A bit like Solr, but much smaller and not as bright - 0.5.12 + * Copyright (C) 2015 Oliver Nightingale + * MIT Licensed + * @license + */ +!function(){var t=function(e){var n=new t.Index;return n.pipeline.add(t.trimmer,t.stopWordFilter,t.stemmer),e&&e.call(n,n),n};t.version="0.5.12",t.utils={},t.utils.warn=function(t){return function(e){t.console&&console.warn&&console.warn(e)}}(this),t.EventEmitter=function(){this.events={}},t.EventEmitter.prototype.addListener=function(){var t=Array.prototype.slice.call(arguments),e=t.pop(),n=t;if("function"!=typeof e)throw new TypeError("last argument must be a function");n.forEach(function(t){this.hasHandler(t)||(this.events[t]=[]),this.events[t].push(e)},this)},t.EventEmitter.prototype.removeListener=function(t,e){if(this.hasHandler(t)){var n=this.events[t].indexOf(e);this.events[t].splice(n,1),this.events[t].length||delete this.events[t]}},t.EventEmitter.prototype.emit=function(t){if(this.hasHandler(t)){var e=Array.prototype.slice.call(arguments,1);this.events[t].forEach(function(t){t.apply(void 0,e)})}},t.EventEmitter.prototype.hasHandler=function(t){return t in this.events},t.tokenizer=function(t){return arguments.length&&null!=t&&void 0!=t?Array.isArray(t)?t.map(function(t){return t.toLowerCase()}):t.toString().trim().toLowerCase().split(/[\s\-]+/):[]},t.Pipeline=function(){this._stack=[]},t.Pipeline.registeredFunctions={},t.Pipeline.registerFunction=function(e,n){n in this.registeredFunctions&&t.utils.warn("Overwriting existing registered function: "+n),e.label=n,t.Pipeline.registeredFunctions[e.label]=e},t.Pipeline.warnIfFunctionNotRegistered=function(e){var n=e.label&&e.label in this.registeredFunctions;n||t.utils.warn("Function is not registered with pipeline. This may cause problems when serialising the index.\n",e)},t.Pipeline.load=function(e){var n=new t.Pipeline;return e.forEach(function(e){var i=t.Pipeline.registeredFunctions[e];if(!i)throw new Error("Cannot load un-registered function: "+e);n.add(i)}),n},t.Pipeline.prototype.add=function(){var e=Array.prototype.slice.call(arguments);e.forEach(function(e){t.Pipeline.warnIfFunctionNotRegistered(e),this._stack.push(e)},this)},t.Pipeline.prototype.after=function(e,n){t.Pipeline.warnIfFunctionNotRegistered(n);var i=this._stack.indexOf(e);if(-1==i)throw new Error("Cannot find existingFn");i+=1,this._stack.splice(i,0,n)},t.Pipeline.prototype.before=function(e,n){t.Pipeline.warnIfFunctionNotRegistered(n);var i=this._stack.indexOf(e);if(-1==i)throw new Error("Cannot find existingFn");this._stack.splice(i,0,n)},t.Pipeline.prototype.remove=function(t){var e=this._stack.indexOf(t);-1!=e&&this._stack.splice(e,1)},t.Pipeline.prototype.run=function(t){for(var e=[],n=t.length,i=this._stack.length,o=0;n>o;o++){for(var r=t[o],s=0;i>s&&(r=this._stack[s](r,o,t),void 0!==r);s++);void 0!==r&&e.push(r)}return e},t.Pipeline.prototype.reset=function(){this._stack=[]},t.Pipeline.prototype.toJSON=function(){return this._stack.map(function(e){return t.Pipeline.warnIfFunctionNotRegistered(e),e.label})},t.Vector=function(){this._magnitude=null,this.list=void 0,this.length=0},t.Vector.Node=function(t,e,n){this.idx=t,this.val=e,this.next=n},t.Vector.prototype.insert=function(e,n){this._magnitude=void 0;var i=this.list;if(!i)return this.list=new t.Vector.Node(e,n,i),this.length++;if(en.idx?n=n.next:(i+=e.val*n.val,e=e.next,n=n.next);return i},t.Vector.prototype.similarity=function(t){return this.dot(t)/(this.magnitude()*t.magnitude())},t.SortedSet=function(){this.length=0,this.elements=[]},t.SortedSet.load=function(t){var e=new this;return e.elements=t,e.length=t.length,e},t.SortedSet.prototype.add=function(){var t,e;for(t=0;t1;){if(r===t)return o;t>r&&(e=o),r>t&&(n=o),i=n-e,o=e+Math.floor(i/2),r=this.elements[o]}return r===t?o:-1},t.SortedSet.prototype.locationFor=function(t){for(var e=0,n=this.elements.length,i=n-e,o=e+Math.floor(i/2),r=this.elements[o];i>1;)t>r&&(e=o),r>t&&(n=o),i=n-e,o=e+Math.floor(i/2),r=this.elements[o];return r>t?o:t>r?o+1:void 0},t.SortedSet.prototype.intersect=function(e){for(var n=new t.SortedSet,i=0,o=0,r=this.length,s=e.length,a=this.elements,h=e.elements;;){if(i>r-1||o>s-1)break;a[i]!==h[o]?a[i]h[o]&&o++:(n.add(a[i]),i++,o++)}return n},t.SortedSet.prototype.clone=function(){var e=new t.SortedSet;return e.elements=this.toArray(),e.length=e.elements.length,e},t.SortedSet.prototype.union=function(t){var e,n,i;return this.length>=t.length?(e=this,n=t):(e=t,n=this),i=e.clone(),i.add.apply(i,n.toArray()),i},t.SortedSet.prototype.toJSON=function(){return this.toArray()},t.Index=function(){this._fields=[],this._ref="id",this.pipeline=new t.Pipeline,this.documentStore=new t.Store,this.tokenStore=new t.TokenStore,this.corpusTokens=new t.SortedSet,this.eventEmitter=new t.EventEmitter,this._idfCache={},this.on("add","remove","update",function(){this._idfCache={}}.bind(this))},t.Index.prototype.on=function(){var t=Array.prototype.slice.call(arguments);return this.eventEmitter.addListener.apply(this.eventEmitter,t)},t.Index.prototype.off=function(t,e){return this.eventEmitter.removeListener(t,e)},t.Index.load=function(e){e.version!==t.version&&t.utils.warn("version mismatch: current "+t.version+" importing "+e.version);var n=new this;return n._fields=e.fields,n._ref=e.ref,n.documentStore=t.Store.load(e.documentStore),n.tokenStore=t.TokenStore.load(e.tokenStore),n.corpusTokens=t.SortedSet.load(e.corpusTokens),n.pipeline=t.Pipeline.load(e.pipeline),n},t.Index.prototype.field=function(t,e){var e=e||{},n={name:t,boost:e.boost||1};return this._fields.push(n),this},t.Index.prototype.ref=function(t){return this._ref=t,this},t.Index.prototype.add=function(e,n){var i={},o=new t.SortedSet,r=e[this._ref],n=void 0===n?!0:n;this._fields.forEach(function(n){var r=this.pipeline.run(t.tokenizer(e[n.name]));i[n.name]=r,t.SortedSet.prototype.add.apply(o,r)},this),this.documentStore.set(r,o),t.SortedSet.prototype.add.apply(this.corpusTokens,o.toArray());for(var s=0;s0&&(i=1+Math.log(this.documentStore.length/n)),this._idfCache[e]=i},t.Index.prototype.search=function(e){var n=this.pipeline.run(t.tokenizer(e)),i=new t.Vector,o=[],r=this._fields.reduce(function(t,e){return t+e.boost},0),s=n.some(function(t){return this.tokenStore.has(t)},this);if(!s)return[];n.forEach(function(e,n,s){var a=1/s.length*this._fields.length*r,h=this,l=this.tokenStore.expand(e).reduce(function(n,o){var r=h.corpusTokens.indexOf(o),s=h.idf(o),l=1,u=new t.SortedSet;if(o!==e){var c=Math.max(3,o.length-e.length);l=1/Math.log(c)}return r>-1&&i.insert(r,a*s*l),Object.keys(h.tokenStore.get(o)).forEach(function(t){u.add(t)}),n.union(u)},new t.SortedSet);o.push(l)},this);var a=o.reduce(function(t,e){return t.intersect(e)});return a.map(function(t){return{ref:t,score:i.similarity(this.documentVector(t))}},this).sort(function(t,e){return e.score-t.score})},t.Index.prototype.documentVector=function(e){for(var n=this.documentStore.get(e),i=n.length,o=new t.Vector,r=0;i>r;r++){var s=n.elements[r],a=this.tokenStore.get(s)[e].tf,h=this.idf(s);o.insert(this.corpusTokens.indexOf(s),a*h)}return o},t.Index.prototype.toJSON=function(){return{version:t.version,fields:this._fields,ref:this._ref,documentStore:this.documentStore.toJSON(),tokenStore:this.tokenStore.toJSON(),corpusTokens:this.corpusTokens.toJSON(),pipeline:this.pipeline.toJSON()}},t.Index.prototype.use=function(t){var e=Array.prototype.slice.call(arguments,1);e.unshift(this),t.apply(this,e)},t.Store=function(){this.store={},this.length=0},t.Store.load=function(e){var n=new this;return n.length=e.length,n.store=Object.keys(e.store).reduce(function(n,i){return n[i]=t.SortedSet.load(e.store[i]),n},{}),n},t.Store.prototype.set=function(t,e){this.has(t)||this.length++,this.store[t]=e},t.Store.prototype.get=function(t){return this.store[t]},t.Store.prototype.has=function(t){return t in this.store},t.Store.prototype.remove=function(t){this.has(t)&&(delete this.store[t],this.length--)},t.Store.prototype.toJSON=function(){return{store:this.store,length:this.length}},t.stemmer=function(){var t={ational:"ate",tional:"tion",enci:"ence",anci:"ance",izer:"ize",bli:"ble",alli:"al",entli:"ent",eli:"e",ousli:"ous",ization:"ize",ation:"ate",ator:"ate",alism:"al",iveness:"ive",fulness:"ful",ousness:"ous",aliti:"al",iviti:"ive",biliti:"ble",logi:"log"},e={icate:"ic",ative:"",alize:"al",iciti:"ic",ical:"ic",ful:"",ness:""},n="[^aeiou]",i="[aeiouy]",o=n+"[^aeiouy]*",r=i+"[aeiou]*",s="^("+o+")?"+r+o,a="^("+o+")?"+r+o+"("+r+")?$",h="^("+o+")?"+r+o+r+o,l="^("+o+")?"+i,u=new RegExp(s),c=new RegExp(h),f=new RegExp(a),d=new RegExp(l),p=/^(.+?)(ss|i)es$/,m=/^(.+?)([^s])s$/,v=/^(.+?)eed$/,y=/^(.+?)(ed|ing)$/,g=/.$/,S=/(at|bl|iz)$/,w=new RegExp("([^aeiouylsz])\\1$"),x=new RegExp("^"+o+i+"[^aeiouwxy]$"),k=/^(.+?[^aeiou])y$/,b=/^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/,E=/^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/,_=/^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/,F=/^(.+?)(s|t)(ion)$/,O=/^(.+?)e$/,P=/ll$/,N=new RegExp("^"+o+i+"[^aeiouwxy]$"),T=function(n){var i,o,r,s,a,h,l;if(n.length<3)return n;if(r=n.substr(0,1),"y"==r&&(n=r.toUpperCase()+n.substr(1)),s=p,a=m,s.test(n)?n=n.replace(s,"$1$2"):a.test(n)&&(n=n.replace(a,"$1$2")),s=v,a=y,s.test(n)){var T=s.exec(n);s=u,s.test(T[1])&&(s=g,n=n.replace(s,""))}else if(a.test(n)){var T=a.exec(n);i=T[1],a=d,a.test(i)&&(n=i,a=S,h=w,l=x,a.test(n)?n+="e":h.test(n)?(s=g,n=n.replace(s,"")):l.test(n)&&(n+="e"))}if(s=k,s.test(n)){var T=s.exec(n);i=T[1],n=i+"i"}if(s=b,s.test(n)){var T=s.exec(n);i=T[1],o=T[2],s=u,s.test(i)&&(n=i+t[o])}if(s=E,s.test(n)){var T=s.exec(n);i=T[1],o=T[2],s=u,s.test(i)&&(n=i+e[o])}if(s=_,a=F,s.test(n)){var T=s.exec(n);i=T[1],s=c,s.test(i)&&(n=i)}else if(a.test(n)){var T=a.exec(n);i=T[1]+T[2],a=c,a.test(i)&&(n=i)}if(s=O,s.test(n)){var T=s.exec(n);i=T[1],s=c,a=f,h=N,(s.test(i)||a.test(i)&&!h.test(i))&&(n=i)}return s=P,a=c,s.test(n)&&a.test(n)&&(s=g,n=n.replace(s,"")),"y"==r&&(n=r.toLowerCase()+n.substr(1)),n};return T}(),t.Pipeline.registerFunction(t.stemmer,"stemmer"),t.stopWordFilter=function(e){return e&&t.stopWordFilter.stopWords[e]!==e?e:void 0},t.stopWordFilter.stopWords={a:"a",able:"able",about:"about",across:"across",after:"after",all:"all",almost:"almost",also:"also",am:"am",among:"among",an:"an",and:"and",any:"any",are:"are",as:"as",at:"at",be:"be",because:"because",been:"been",but:"but",by:"by",can:"can",cannot:"cannot",could:"could",dear:"dear",did:"did","do":"do",does:"does",either:"either","else":"else",ever:"ever",every:"every","for":"for",from:"from",get:"get",got:"got",had:"had",has:"has",have:"have",he:"he",her:"her",hers:"hers",him:"him",his:"his",how:"how",however:"however",i:"i","if":"if","in":"in",into:"into",is:"is",it:"it",its:"its",just:"just",least:"least",let:"let",like:"like",likely:"likely",may:"may",me:"me",might:"might",most:"most",must:"must",my:"my",neither:"neither",no:"no",nor:"nor",not:"not",of:"of",off:"off",often:"often",on:"on",only:"only",or:"or",other:"other",our:"our",own:"own",rather:"rather",said:"said",say:"say",says:"says",she:"she",should:"should",since:"since",so:"so",some:"some",than:"than",that:"that",the:"the",their:"their",them:"them",then:"then",there:"there",these:"these",they:"they","this":"this",tis:"tis",to:"to",too:"too",twas:"twas",us:"us",wants:"wants",was:"was",we:"we",were:"were",what:"what",when:"when",where:"where",which:"which","while":"while",who:"who",whom:"whom",why:"why",will:"will","with":"with",would:"would",yet:"yet",you:"you",your:"your"},t.Pipeline.registerFunction(t.stopWordFilter,"stopWordFilter"),t.trimmer=function(t){var e=t.replace(/^\W+/,"").replace(/\W+$/,"");return""===e?void 0:e},t.Pipeline.registerFunction(t.trimmer,"trimmer"),t.TokenStore=function(){this.root={docs:{}},this.length=0},t.TokenStore.load=function(t){var e=new this;return e.root=t.root,e.length=t.length,e},t.TokenStore.prototype.add=function(t,e,n){var n=n||this.root,i=t[0],o=t.slice(1);return i in n||(n[i]={docs:{}}),0===o.length?(n[i].docs[e.ref]=e,void(this.length+=1)):this.add(o,e,n[i])},t.TokenStore.prototype.has=function(t){if(!t)return!1;for(var e=this.root,n=0;n element for each result + res.results.forEach(function(res) { + var $li = $('
                                                                                                                          • ', { + 'class': 'search-results-item' + }); + + var $title = $('

                                                                                                                            '); + + var $link = $('', { + 'href': gitbook.state.basePath + '/' + res.url, + 'text': res.title + }); + + var content = res.body.trim(); + if (content.length > MAX_DESCRIPTION_SIZE) { + content = content.slice(0, MAX_DESCRIPTION_SIZE).trim()+'...'; + } + var $content = $('

                                                                                                                            ').html(content); + + $link.appendTo($title); + $title.appendTo($li); + $content.appendTo($li); + $li.appendTo($searchList); + }); + } + + function launchSearch(q) { + // Add class for loading + $body.addClass('with-search'); + $body.addClass('search-loading'); + + // Launch search query + throttle(gitbook.search.query(q, 0, MAX_RESULTS) + .then(function(results) { + displayResults(results); + }) + .always(function() { + $body.removeClass('search-loading'); + }), 1000); + } + + function closeSearch() { + $body.removeClass('with-search'); + $bookSearchResults.removeClass('open'); + } + + function launchSearchFromQueryString() { + var q = getParameterByName('q'); + if (q && q.length > 0) { + // Update search input + $searchInput.val(q); + + // Launch search + launchSearch(q); + } + } + + function bindSearch() { + // Bind DOM + $searchInput = $('#book-search-input input'); + $bookSearchResults = $('#book-search-results'); + $searchList = $bookSearchResults.find('.search-results-list'); + $searchTitle = $bookSearchResults.find('.search-results-title'); + $searchResultsCount = $searchTitle.find('.search-results-count'); + $searchQuery = $searchTitle.find('.search-query'); + + // Launch query based on input content + function handleUpdate() { + var q = $searchInput.val(); + + if (q.length == 0) { + closeSearch(); + } + else { + launchSearch(q); + } + } + + // Detect true content change in search input + // Workaround for IE < 9 + var propertyChangeUnbound = false; + $searchInput.on('propertychange', function(e) { + if (e.originalEvent.propertyName == 'value') { + handleUpdate(); + } + }); + + // HTML5 (IE9 & others) + $searchInput.on('input', function(e) { + // Unbind propertychange event for IE9+ + if (!propertyChangeUnbound) { + $(this).unbind('propertychange'); + propertyChangeUnbound = true; + } + + handleUpdate(); + }); + + // Push to history on blur + $searchInput.on('blur', function(e) { + // Update history state + if (usePushState) { + var uri = updateQueryString('q', $(this).val()); + history.pushState({ path: uri }, null, uri); + } + }); + } + + gitbook.events.on('page.change', function() { + bindSearch(); + closeSearch(); + + // Launch search based on query parameter + if (gitbook.search.isInitialized()) { + launchSearchFromQueryString(); + } + }); + + gitbook.events.on('search.ready', function() { + bindSearch(); + + // Launch search from query param at start + launchSearchFromQueryString(); + }); + + function getParameterByName(name) { + var url = window.location.href; + name = name.replace(/[\[\]]/g, '\\$&'); + var regex = new RegExp('[?&]' + name + '(=([^&#]*)|&|#|$)', 'i'), + results = regex.exec(url); + if (!results) return null; + if (!results[2]) return ''; + return decodeURIComponent(results[2].replace(/\+/g, ' ')); + } + + function updateQueryString(key, value) { + value = encodeURIComponent(value); + + var url = window.location.href; + var re = new RegExp('([?&])' + key + '=.*?(&|#|$)(.*)', 'gi'), + hash; + + if (re.test(url)) { + if (typeof value !== 'undefined' && value !== null) + return url.replace(re, '$1' + key + '=' + value + '$2$3'); + else { + hash = url.split('#'); + url = hash[0].replace(re, '$1$3').replace(/(&|\?)$/, ''); + if (typeof hash[1] !== 'undefined' && hash[1] !== null) + url += '#' + hash[1]; + return url; + } + } + else { + if (typeof value !== 'undefined' && value !== null) { + var separator = url.indexOf('?') !== -1 ? '&' : '?'; + hash = url.split('#'); + url = hash[0] + separator + key + '=' + value; + if (typeof hash[1] !== 'undefined' && hash[1] !== null) + url += '#' + hash[1]; + return url; + } + else + return url; + } + } +}); diff --git a/node_modules/gitbook-plugin-search/index.js b/node_modules/gitbook-plugin-search/index.js new file mode 100644 index 0000000..a420821 --- /dev/null +++ b/node_modules/gitbook-plugin-search/index.js @@ -0,0 +1,12 @@ +module.exports = { + book: { + assets: './assets', + js: [ + 'search-engine.js', 'search.js' + ], + css: [ + 'search.css' + ] + } +}; + diff --git a/node_modules/gitbook-plugin-search/package.json b/node_modules/gitbook-plugin-search/package.json new file mode 100644 index 0000000..a99e4fd --- /dev/null +++ b/node_modules/gitbook-plugin-search/package.json @@ -0,0 +1,89 @@ +{ + "_args": [ + [ + { + "name": "gitbook-plugin-search", + "raw": "gitbook-plugin-search@*", + "rawSpec": "*", + "scope": null, + "spec": "*", + "type": "range" + }, + "D:\\AAA\\gitbook\\data_mining\\node_modules\\gitbook-plugin-lunr" + ] + ], + "_from": "gitbook-plugin-search@*", + "_id": "gitbook-plugin-search@2.2.1", + "_inCache": true, + "_installable": true, + "_location": "/gitbook-plugin-search", + "_nodeVersion": "5.9.0", + "_npmOperationalInternal": { + "host": "packages-16-east.internal.npmjs.com", + "tmp": "tmp/gitbook-plugin-search-2.2.1.tgz_1461142220615_0.35995554365217686" + }, + "_npmUser": { + "email": "johan.preynat@gmail.com", + "name": "jpreynat" + }, + "_npmVersion": "3.7.3", + "_phantomChildren": {}, + "_requested": { + "name": "gitbook-plugin-search", + "raw": "gitbook-plugin-search@*", + "rawSpec": "*", + "scope": null, + "spec": "*", + "type": "range" + }, + "_requiredBy": [ + "/gitbook-plugin-lunr" + ], + "_resolved": "https://registry.npmjs.org/gitbook-plugin-search/-/gitbook-plugin-search-2.2.1.tgz", + "_shasum": "6d25b5a776990fa98fdfdfa37de331f78e0f6b13", + "_shrinkwrap": null, + "_spec": "gitbook-plugin-search@*", + "_where": "D:\\AAA\\gitbook\\data_mining\\node_modules\\gitbook-plugin-lunr", + "bugs": { + "url": "https://github.com/GitbookIO/plugin-search/issues" + }, + "dependencies": {}, + "description": "Search input for your GitBook", + "devDependencies": { + "eslint": "^2.7.0", + "less": "2.5.1" + }, + "directories": {}, + "dist": { + "shasum": "6d25b5a776990fa98fdfdfa37de331f78e0f6b13", + "tarball": "https://registry.npmjs.org/gitbook-plugin-search/-/gitbook-plugin-search-2.2.1.tgz" + }, + "engines": { + "gitbook": ">=3.0.0-pre.0" + }, + "gitHead": "101ba4e085adf46e688824014bf9744f963bb75b", + "homepage": "https://github.com/GitbookIO/plugin-search", + "license": "Apache-2.0", + "main": "index.js", + "maintainers": [ + { + "email": "johan.preynat@gmail.com", + "name": "jpreynat" + }, + { + "email": "samypesse@gmail.com", + "name": "samypesse" + } + ], + "name": "gitbook-plugin-search", + "optionalDependencies": {}, + "readme": "ERROR: No README data found!", + "repository": { + "type": "git", + "url": "git+https://github.com/GitbookIO/plugin-search.git" + }, + "scripts": { + "prepublish": "lessc ./less/search.less > ./assets/search.css" + }, + "version": "2.2.1" +} diff --git a/node_modules/gitbook-plugin-sharing/.eslintrc b/node_modules/gitbook-plugin-sharing/.eslintrc new file mode 100644 index 0000000..35b58c7 --- /dev/null +++ b/node_modules/gitbook-plugin-sharing/.eslintrc @@ -0,0 +1,19 @@ +{ + "rules": { + "indent": [ 2, 4 ], + "quotes": [ 2, "single" ], + "linebreak-style": [ 2, "unix" ], + "semi": [ 2, "always" ], + "no-unused-vars": [ 2, { + "vars": "all", + "args": "none" + } ], + "spaced-comment": [ 2, "always" ] + }, + "env": { + "node": true, + "mocha": true, + "browser": true + }, + "extends": "eslint:recommended" +} \ No newline at end of file diff --git a/node_modules/gitbook-plugin-sharing/.npmignore b/node_modules/gitbook-plugin-sharing/.npmignore new file mode 100644 index 0000000..123ae94 --- /dev/null +++ b/node_modules/gitbook-plugin-sharing/.npmignore @@ -0,0 +1,27 @@ +# Logs +logs +*.log + +# Runtime data +pids +*.pid +*.seed + +# Directory for instrumented libs generated by jscoverage/JSCover +lib-cov + +# Coverage directory used by tools like istanbul +coverage + +# Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files) +.grunt + +# node-waf configuration +.lock-wscript + +# Compiled binary addons (http://nodejs.org/api/addons.html) +build/Release + +# Dependency directory +# https://www.npmjs.org/doc/misc/npm-faq.html#should-i-check-my-node_modules-folder-into-git +node_modules diff --git a/node_modules/gitbook-plugin-sharing/LICENSE b/node_modules/gitbook-plugin-sharing/LICENSE new file mode 100644 index 0000000..8f71f43 --- /dev/null +++ b/node_modules/gitbook-plugin-sharing/LICENSE @@ -0,0 +1,202 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright {yyyy} {name of copyright owner} + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. + diff --git a/node_modules/gitbook-plugin-sharing/README.md b/node_modules/gitbook-plugin-sharing/README.md new file mode 100644 index 0000000..743ab0b --- /dev/null +++ b/node_modules/gitbook-plugin-sharing/README.md @@ -0,0 +1,39 @@ +# plugin-sharing + +This plugin adds sharing buttons in the GitBook website toolbar to share book on social networks. + +### Disable this plugin + +This is a default plugin and it can be disabled using a `book.json` configuration: + +``` +{ + plugins: ["-sharing"] +} +``` + +### Configuration + +This plugin can be configured in the `book.json`: + +Default configuration is: + +```js +{ + "pluginsConfig": { + "sharing": { + "facebook": true, + "twitter": true, + "google": false, + "weibo": false, + "instapaper": false, + "vk": false, + "all": [ + "facebook", "google", "twitter", + "weibo", "instapaper" + ] + } + } +} +``` + diff --git a/node_modules/gitbook-plugin-sharing/assets/buttons.js b/node_modules/gitbook-plugin-sharing/assets/buttons.js new file mode 100644 index 0000000..709a4e4 --- /dev/null +++ b/node_modules/gitbook-plugin-sharing/assets/buttons.js @@ -0,0 +1,90 @@ +require(['gitbook', 'jquery'], function(gitbook, $) { + var SITES = { + 'facebook': { + 'label': 'Facebook', + 'icon': 'fa fa-facebook', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://www.facebook.com/sharer/sharer.php?s=100&p[url]='+encodeURIComponent(location.href)); + } + }, + 'twitter': { + 'label': 'Twitter', + 'icon': 'fa fa-twitter', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://twitter.com/home?status='+encodeURIComponent(document.title+' '+location.href)); + } + }, + 'google': { + 'label': 'Google+', + 'icon': 'fa fa-google-plus', + 'onClick': function(e) { + e.preventDefault(); + window.open('https://plus.google.com/share?url='+encodeURIComponent(location.href)); + } + }, + 'weibo': { + 'label': 'Weibo', + 'icon': 'fa fa-weibo', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://service.weibo.com/share/share.php?content=utf-8&url='+encodeURIComponent(location.href)+'&title='+encodeURIComponent(document.title)); + } + }, + 'instapaper': { + 'label': 'Instapaper', + 'icon': 'fa fa-instapaper', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://www.instapaper.com/text?u='+encodeURIComponent(location.href)); + } + }, + 'vk': { + 'label': 'VK', + 'icon': 'fa fa-vk', + 'onClick': function(e) { + e.preventDefault(); + window.open('http://vkontakte.ru/share.php?url='+encodeURIComponent(location.href)); + } + } + }; + + + + gitbook.events.bind('start', function(e, config) { + var opts = config.sharing; + + // Create dropdown menu + var menu = $.map(opts.all, function(id) { + var site = SITES[id]; + + return { + text: site.label, + onClick: site.onClick + }; + }); + + // Create main button with dropdown + if (menu.length > 0) { + gitbook.toolbar.createButton({ + icon: 'fa fa-share-alt', + label: 'Share', + position: 'right', + dropdown: [menu] + }); + } + + // Direct actions to share + $.each(SITES, function(sideId, site) { + if (!opts[sideId]) return; + + gitbook.toolbar.createButton({ + icon: site.icon, + label: site.text, + position: 'right', + onClick: site.onClick + }); + }); + }); +}); diff --git a/node_modules/gitbook-plugin-sharing/index.js b/node_modules/gitbook-plugin-sharing/index.js new file mode 100644 index 0000000..616b05a --- /dev/null +++ b/node_modules/gitbook-plugin-sharing/index.js @@ -0,0 +1,26 @@ +var _ = require('lodash'); + +module.exports = { + book: { + assets: './assets', + js: [ + 'buttons.js' + ] + }, + hooks: { + // Compatibility layer for gitbook < 2.5.0 + config: function(cfg) { + var sharingLink = _.get(cfg, 'links.sharing', {}); + cfg.pluginsConfig.sharing = _.defaults(cfg.pluginsConfig.sharing || {}, {}); + + _.each(sharingLink, function(enabled, type) { + if (enabled != false) return; + + if (type == 'all') cfg.pluginsConfig.sharing[type] = []; + else cfg.pluginsConfig.sharing[type] = false; + }); + + return cfg; + } + } +}; diff --git a/node_modules/gitbook-plugin-sharing/package.json b/node_modules/gitbook-plugin-sharing/package.json new file mode 100644 index 0000000..8e76eb9 --- /dev/null +++ b/node_modules/gitbook-plugin-sharing/package.json @@ -0,0 +1,136 @@ +{ + "_args": [ + [ + { + "name": "gitbook-plugin-sharing", + "raw": "gitbook-plugin-sharing@1.0.2", + "rawSpec": "1.0.2", + "scope": null, + "spec": "1.0.2", + "type": "version" + }, + "D:\\AAA\\gitbook\\data_mining" + ] + ], + "_from": "gitbook-plugin-sharing@1.0.2", + "_id": "gitbook-plugin-sharing@1.0.2", + "_inCache": true, + "_installable": true, + "_location": "/gitbook-plugin-sharing", + "_nodeVersion": "5.9.0", + "_npmOperationalInternal": { + "host": "packages-12-west.internal.npmjs.com", + "tmp": "tmp/gitbook-plugin-sharing-1.0.2.tgz_1460453146662_0.12244862760417163" + }, + "_npmUser": { + "email": "johan.preynat@gmail.com", + "name": "jpreynat" + }, + "_npmVersion": "3.7.3", + "_phantomChildren": {}, + "_requested": { + "name": "gitbook-plugin-sharing", + "raw": "gitbook-plugin-sharing@1.0.2", + "rawSpec": "1.0.2", + "scope": null, + "spec": "1.0.2", + "type": "version" + }, + "_requiredBy": [ + "#USER" + ], + "_resolved": "https://registry.npmjs.org/gitbook-plugin-sharing/-/gitbook-plugin-sharing-1.0.2.tgz", + "_shasum": "532b3af96fafba977ad3c047122642f1eeac6e81", + "_shrinkwrap": null, + "_spec": "gitbook-plugin-sharing@1.0.2", + "_where": "D:\\AAA\\gitbook\\data_mining", + "bugs": { + "url": "https://github.com/GitbookIO/plugin-sharing/issues" + }, + "dependencies": { + "lodash": "^3.10.1" + }, + "description": "Sharing buttons in GitBooks website", + "devDependencies": { + "eslint": "^2.7.0" + }, + "directories": {}, + "dist": { + "shasum": "532b3af96fafba977ad3c047122642f1eeac6e81", + "tarball": "https://registry.npmjs.org/gitbook-plugin-sharing/-/gitbook-plugin-sharing-1.0.2.tgz" + }, + "engines": { + "gitbook": ">=2.4.0" + }, + "gitHead": "728a267fc9e8f3be0c076150a8b6bbdf2bcab4de", + "gitbook": { + "properties": { + "all": { + "default": [ + "facebook", + "google", + "twitter", + "weibo", + "instapaper" + ], + "items": { + "type": "string" + }, + "type": "array", + "uniqueItems": true + }, + "facebook": { + "default": true, + "title": "Facebook", + "type": "boolean" + }, + "google": { + "default": false, + "title": "Google", + "type": "boolean" + }, + "instapaper": { + "default": false, + "description": "Instapaper", + "type": "boolean" + }, + "twitter": { + "default": true, + "title": "Twitter", + "type": "boolean" + }, + "vk": { + "default": false, + "description": "VK", + "type": "boolean" + }, + "weibo": { + "default": false, + "description": "Weibo", + "type": "boolean" + } + } + }, + "homepage": "https://github.com/GitbookIO/plugin-sharing", + "license": "Apache-2.0", + "main": "index.js", + "maintainers": [ + { + "email": "johan.preynat@gmail.com", + "name": "jpreynat" + }, + { + "email": "samypesse@gmail.com", + "name": "samypesse" + } + ], + "name": "gitbook-plugin-sharing", + "optionalDependencies": {}, + "readme": "ERROR: No README data found!", + "repository": { + "type": "git", + "url": "git+https://github.com/GitbookIO/plugin-sharing.git" + }, + "scripts": {}, + "version": "1.0.2" +} diff --git a/node_modules/highlight.js/LICENSE b/node_modules/highlight.js/LICENSE new file mode 100644 index 0000000..422deb7 --- /dev/null +++ b/node_modules/highlight.js/LICENSE @@ -0,0 +1,24 @@ +Copyright (c) 2006, Ivan Sagalaev +All rights reserved. +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + + * Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. + * Redistributions in binary form must reproduce the above copyright + notice, this list of conditions and the following disclaimer in the + documentation and/or other materials provided with the distribution. + * Neither the name of highlight.js nor the names of its contributors + may be used to endorse or promote products derived from this software + without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE REGENTS AND CONTRIBUTORS ``AS IS'' AND ANY +EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED +WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE REGENTS AND CONTRIBUTORS BE LIABLE FOR ANY +DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES +(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; +LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND +ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS +SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/node_modules/highlight.js/README.md b/node_modules/highlight.js/README.md new file mode 100644 index 0000000..9f76e6b --- /dev/null +++ b/node_modules/highlight.js/README.md @@ -0,0 +1,150 @@ +# Highlight.js + +[![Build Status](https://travis-ci.org/isagalaev/highlight.js.svg?branch=master)](https://travis-ci.org/isagalaev/highlight.js) + +Highlight.js is a syntax highlighter written in JavaScript. It works in +the browser as well as on the server. It works with pretty much any +markup, doesn’t depend on any framework and has automatic language +detection. + +## Getting Started + +The bare minimum for using highlight.js on a web page is linking to the +library along with one of the styles and calling +[`initHighlightingOnLoad`][1]: + +```html + + + +``` + +This will find and highlight code inside of `

                                                                                                                            ` tags; it tries
+to detect the language automatically. If automatic detection doesn’t
+work for you, you can specify the language in the `class` attribute:
+
+```html
+
                                                                                                                            ...
                                                                                                                            
+```
+
+The list of supported language classes is available in the [class
+reference][2].  Classes can also be prefixed with either `language-` or
+`lang-`.
+
+To disable highlighting altogether use the `nohighlight` class:
+
+```html
+
                                                                                                                            ...
                                                                                                                            
+```
+
+## Custom Initialization
+
+When you need a bit more control over the initialization of
+highlight.js, you can use the [`highlightBlock`][3] and [`configure`][4]
+functions. This allows you to control *what* to highlight and *when*.
+
+Here’s an equivalent way to calling [`initHighlightingOnLoad`][1] using
+jQuery:
+
+```javascript
+$(document).ready(function() {
+  $('pre code').each(function(i, block) {
+    hljs.highlightBlock(block);
+  });
+});
+```
+
+You can use any tags instead of `
                                                                                                                            ` to mark up your code. If
+you don't use a container that preserve line breaks you will need to
+configure highlight.js to use the `
                                                                                                                            ` tag:
+
+```javascript
+hljs.configure({useBR: true});
+
+$('div.code').each(function(i, block) {
+  hljs.highlightBlock(block);
+});
+```
+
+For other options refer to the documentation for [`configure`][4].
+
+
+## Web Workers
+
+You can run highlighting inside a web worker to avoid freezing the browser
+window while dealing with very big chunks of code.
+
+In your main script:
+
+```javascript
+addEventListener('load', function() {
+  var code = document.querySelector('#code');
+  var worker = new Worker('worker.js');
+  worker.onmessage = function(event) { code.innerHTML = event.data; }
+  worker.postMessage(code.textContent);
+})
+```
+
+In worker.js:
+
+```javascript
+onmessage = function(event) {
+  importScripts('/highlight.pack.js');
+  var result = self.hljs.highlightAuto(event.data);
+  postMessage(result.value);
+}
+```
+
+
+## Getting the Library
+
+You can get highlight.js as a hosted, or custom-build, browser script or
+as a server module. Right out of the box the browser script supports
+both AMD and CommonJS, so if you wish you can use RequireJS or
+Browserify without having to build from source. The server module also
+works perfectly fine with Browserify, but there is the option to use a
+build specific to browsers rather than something meant for a server.
+Head over to the [download page][5] for all the options.
+
+**Don't link to GitHub directly.** The library is not supposed to work straight
+from the source, it requires building. If none of the pre-packaged options
+work for you refer to the [building documentation][6].
+
+**The CDN-hosted package doesn't have all the languages.** Otherwise it'd be
+too big. If you don't see the language you need in the ["Common" section][5],
+it can be added manually:
+
+```html
+
+```
+
+**On Almond.** You need to use the optimizer to give the module a name. For
+example:
+
+```
+r.js -o name=hljs paths.hljs=/path/to/highlight out=highlight.js
+```
+
+
+## License
+
+Highlight.js is released under the BSD License. See [LICENSE][7] file
+for details.
+
+## Links
+
+The official site for the library is at .
+
+Further in-depth documentation for the API and other topics is at
+.
+
+Authors and contributors are listed in the [AUTHORS.en.txt][8] file.
+
+[1]: http://highlightjs.readthedocs.io/en/latest/api.html#inithighlightingonload
+[2]: http://highlightjs.readthedocs.io/en/latest/css-classes-reference.html
+[3]: http://highlightjs.readthedocs.io/en/latest/api.html#highlightblock-block
+[4]: http://highlightjs.readthedocs.io/en/latest/api.html#configure-options
+[5]: https://highlightjs.org/download/
+[6]: http://highlightjs.readthedocs.io/en/latest/building-testing.html
+[7]: https://github.com/isagalaev/highlight.js/blob/master/LICENSE
+[8]: https://github.com/isagalaev/highlight.js/blob/master/AUTHORS.en.txt
diff --git a/node_modules/highlight.js/docs/api.rst b/node_modules/highlight.js/docs/api.rst
new file mode 100644
index 0000000..d803953
--- /dev/null
+++ b/node_modules/highlight.js/docs/api.rst
@@ -0,0 +1,120 @@
+Library API
+===========
+
+Highlight.js exports a few functions as methods of the ``hljs`` object.
+
+
+``highlight(name, value, ignore_illegals, continuation)``
+---------------------------------------------------------
+
+Core highlighting function.
+Accepts a language name, or an alias, and a string with the code to highlight.
+The ``ignore_illegals`` parameter, when present and evaluates to a true value,
+forces highlighting to finish even in case of detecting illegal syntax for the
+language instead of throwing an exception.
+The ``continuation`` is an optional mode stack representing unfinished parsing.
+When present, the function will restart parsing from this state instead of
+initializing a new one.
+Returns an object with the following properties:
+
+* ``language``: language name, same as the one passed into a function, returned for consistency with ``highlightAuto``
+* ``relevance``: integer value
+* ``value``: HTML string with highlighting markup
+* ``top``: top of the current mode stack
+
+
+``highlightAuto(value, languageSubset)``
+----------------------------------------
+
+Highlighting with language detection.
+Accepts a string with the code to highlight and an optional array of language names and aliases restricting detection to only those languages. The subset can also be set with ``configure``, but the local parameter overrides the option if set.
+Returns an object with the following properties:
+
+* ``language``: detected language
+* ``relevance``: integer value
+* ``value``: HTML string with highlighting markup
+* ``second_best``: object with the same structure for second-best heuristically detected language, may be absent
+
+
+``fixMarkup(value)``
+--------------------
+
+Post-processing of the highlighted markup. Currently consists of replacing indentation TAB characters and using ``
                                                                                                                            `` tags instead of new-line characters. Options are set globally with ``configure``.
+
+Accepts a string with the highlighted markup.
+
+
+``highlightBlock(block)``
+-------------------------
+
+Applies highlighting to a DOM node containing code.
+
+This function is the one to use to apply highlighting dynamically after page load
+or within initialization code of third-party Javascript frameworks.
+
+The function uses language detection by default but you can specify the language
+in the ``class`` attribute of the DOM node. See the :doc:`class reference
+` for all available language names and aliases.
+
+
+``configure(options)``
+----------------------
+
+Configures global options:
+
+* ``tabReplace``: a string used to replace TAB characters in indentation.
+* ``useBR``: a flag to generate ``
                                                                                                                            `` tags instead of new-line characters in the output, useful when code is marked up using a non-``
                                                                                                                            `` container.
+* ``classPrefix``: a string prefix added before class names in the generated markup, used for backwards compatibility with stylesheets.
+* ``languages``: an array of language names and aliases restricting auto detection to only these languages.
+
+Accepts an object representing options with the values to updated. Other options don't change
+::
+
+  hljs.configure({
+    tabReplace: '    ', // 4 spaces
+    classPrefix: ''     // don't append class prefix
+                        // … other options aren't changed
+  })
+  hljs.initHighlighting();
+
+
+``initHighlighting()``
+----------------------
+
+Applies highlighting to all ``
                                                                                                                            ..
                                                                                                                            `` blocks on a page.
+
+
+
+``initHighlightingOnLoad()``
+----------------------------
+
+Attaches highlighting to the page load event.
+
+
+``registerLanguage(name, language)``
+------------------------------------
+
+Adds new language to the library under the specified name. Used mostly internally.
+
+* ``name``: a string with the name of the language being registered
+* ``language``: a function that returns an object which represents the
+  language definition. The function is passed the ``hljs`` object to be able
+  to use common regular expressions defined within it.
+
+
+``listLanguages()``
+----------------------------
+
+Returns the languages names list.
+
+
+
+.. _getLanguage:
+
+
+``getLanguage(name)``
+---------------------
+
+Looks up a language by name or alias.
+
+Returns the language object if found, ``undefined`` otherwise.
diff --git a/node_modules/highlight.js/docs/building-testing.rst b/node_modules/highlight.js/docs/building-testing.rst
new file mode 100644
index 0000000..16292cb
--- /dev/null
+++ b/node_modules/highlight.js/docs/building-testing.rst
@@ -0,0 +1,88 @@
+Building and testing
+====================
+
+To actually run highlight.js it is necessary to build it for the environment
+where you're going to run it: a browser, the node.js server, etc.
+
+
+Building
+--------
+
+The build tool is written in JavaScript using node.js. Before running the
+script, make sure to have node installed and run ``npm install`` to get the
+dependencies.
+
+The tool is located in ``tools/build.js``. A few useful examples:
+
+* Build for a browser using only common languages::
+
+    node tools/build.js :common
+
+* Build for node.js including all available languages::
+
+    node tools/build.js -t node
+
+* Build two specific languages for debugging, skipping compression in this case::
+
+    node tools/build.js -n python ruby
+
+On some systems the node binary is named ``nodejs``; simply replace ``node``
+with ``nodejs`` in the examples above if that is the case.
+
+The full option reference is available with the usual ``--help`` option.
+
+The build result will be in the ``build/`` directory.
+
+.. _basic-testing:
+
+Basic testing
+-------------
+
+The usual approach to debugging and testing a language is first doing it
+visually. You need to build highlight.js with only the language you're working
+on (without compression, to have readable code in browser error messages) and
+then use the Developer tool in ``tools/developer.html`` to see how it highlights
+a test snippet in that language.
+
+A test snippet should be short and give the idea of the overall look of the
+language. It shouldn't include every possible syntactic element and shouldn't
+even make practical sense.
+
+After you satisfied with the result you need to make sure that language
+detection still works with your language definition included in the whole suite.
+
+Testing is done using `Mocha `_ and the
+files are found in the ``test/`` directory. You can use the node build to
+run the tests in the command line with ``npm test`` after installing the
+dependencies with ``npm install``.
+
+**Note**: for Debian-based machine, like Ubuntu, you might need to create an
+alias or symbolic link for nodejs to node. The reason for this is the
+dependencies that are requires to test highlight.js has a reference to
+"node".
+
+Place the snippet you used inside the browser in
+``test/detect//default.txt``, build the package with all the languages
+for node and run the test suite. If your language breaks auto-detection, it
+should be fixed by :ref:`improving relevance `, which is a black art
+in and of itself. When in doubt, please refer to the discussion group!
+
+
+Testing markup
+--------------
+
+You can also provide additional markup tests for the language to test isolated
+cases of various syntactic construct. If your language has 19 different string
+literals or complicated heuristics for telling division (``/``) apart from
+regexes (``/ .. /``) -- this is the place.
+
+A test case consists of two files:
+
+* ``test/markup//.txt``: test code
+* ``test/markup//.expect.txt``: reference rendering
+
+To generate reference rendering use the Developer tool located at
+``tools/developer.html``. Make sure to explicitly select your language in the
+drop-down menu, as automatic detection is unlikely to work in this case.
+
+
diff --git a/node_modules/highlight.js/docs/css-classes-reference.rst b/node_modules/highlight.js/docs/css-classes-reference.rst
new file mode 100644
index 0000000..9861beb
--- /dev/null
+++ b/node_modules/highlight.js/docs/css-classes-reference.rst
@@ -0,0 +1,424 @@
+CSS classes reference
+=====================
+
+
+Stylable classes
+----------------
+
++------------------------------------------------------------------------------+
+| **General-purpose**                                                          |
++--------------------------+---------------------------------------------------+
+| keyword                  | keyword in a regular Algol-style language         |
++--------------------------+---------------------------------------------------+
+| built_in                 | built-in or library object (constant, class,      |
+|                          | function)                                         |
++--------------------------+---------------------------------------------------+
+| type                     | user-defined type in a language with first-class  |
+|                          | syntactically significant types, like Haskell     |
++--------------------------+---------------------------------------------------+
+| literal                  | special identifier for a built-in value ("true",  |
+|                          | "false", "null")                                  |
++--------------------------+---------------------------------------------------+
+| number                   | number, including units and modifiers, if any.    |
++--------------------------+---------------------------------------------------+
+| regexp                   | literal regular expression                        |
++--------------------------+---------------------------------------------------+
+| string                   | literal string, character                         |
++--------------------------+---------------------------------------------------+
+| subst                    | parsed section inside a literal string            |
++--------------------------+---------------------------------------------------+
+| symbol                   | symbolic constant, interned string, goto label    |
++--------------------------+---------------------------------------------------+
+| class                    | class or class-level declaration (interfaces,     |
+|                          | traits, modules, etc)                             |
++--------------------------+---------------------------------------------------+
+| function                 | function or method declaration                    |
++--------------------------+---------------------------------------------------+
+| title                    | name of a class or a function at the place of     |
+|                          | declaration                                       |
++--------------------------+---------------------------------------------------+
+| params                   | block of function arguments (parameters) at the   |
+|                          | place of declaration                              |
++--------------------------+---------------------------------------------------+
+| **Meta**                                                                     |
++--------------------------+---------------------------------------------------+
+| comment                  | comment                                           |
++--------------------------+---------------------------------------------------+
+| doctag                   | documentation markup within comments              |
++--------------------------+---------------------------------------------------+
+| meta                     | flags, modifiers, annotations, processing         |
+|                          | instructions, preprocessor directive, etc         |
++--------------------------+---------------------------------------------------+
+| meta-keyword             | keyword or built-in within meta construct         |
++--------------------------+---------------------------------------------------+
+| meta-string              | string within meta construct                      |
++--------------------------+---------------------------------------------------+
+| **Tags, attributes, configs**                                                |
++--------------------------+---------------------------------------------------+
+| section                  | heading of a section in a config file, heading in |
+|                          | text markup                                       |
++--------------------------+---------------------------------------------------+
+| tag                      | XML/HTML tag                                      |
++--------------------------+---------------------------------------------------+
+| name                     | name of an XML tag, the first word in an          |
+|                          | s-expression                                      |
++--------------------------+---------------------------------------------------+
+| builtin-name             | s-expression name from the language standard      |
+|                          | library                                           |
++--------------------------+---------------------------------------------------+
+| attr                     | name of an attribute with no language defined     |
+|                          | semantics (keys in JSON, setting names in .ini),  |
+|                          | also sub-attribute within another highlighted     |
+|                          | object, like XML tag                              |
++--------------------------+---------------------------------------------------+
+| attribute                | name of an attribute followed by a structured     |
+|                          | value part, like CSS properties                   |
++--------------------------+---------------------------------------------------+
+| variable                 | variable in a config or a template file,          |
+|                          | environment var expansion in a script             |
++--------------------------+---------------------------------------------------+
+| **Markup**                                                                   |
++--------------------------+---------------------------------------------------+
+| bullet                   | list item bullet in text markup                   |
++--------------------------+---------------------------------------------------+
+| code                     | code block in text markup                         |
++--------------------------+---------------------------------------------------+
+| emphasis                 | emphasis in text markup                           |
++--------------------------+---------------------------------------------------+
+| strong                   | strong emphasis in text markup                    |
++--------------------------+---------------------------------------------------+
+| formula                  | mathematical formula in text markup               |
++--------------------------+---------------------------------------------------+
+| link                     | hyperlink in text markup                          |
++--------------------------+---------------------------------------------------+
+| quote                    | quotation in text markup                          |
++--------------------------+---------------------------------------------------+
+| **CSS**                                                                      |
++--------------------------+---------------------------------------------------+
+| selector-tag             | tag selector in CSS                               |
++--------------------------+---------------------------------------------------+
+| selector-id              | #id selector in CSS                               |
++--------------------------+---------------------------------------------------+
+| selector-class           | .class selector in CSS                            |
++--------------------------+---------------------------------------------------+
+| selector-attr            | [attr] selector in CSS                            |
++--------------------------+---------------------------------------------------+
+| selector-pseudo          | :pseudo selector in CSS                           |
++--------------------------+---------------------------------------------------+
+| **Templates**                                                                |
++--------------------------+---------------------------------------------------+
+| template-tag             | tag of a template language                        |
++--------------------------+---------------------------------------------------+
+| template-variable        | variable in a template language                   |
++--------------------------+---------------------------------------------------+
+| **diff**                                                                     |
++--------------------------+---------------------------------------------------+
+| addition                 | added or changed line in a diff                   |
++--------------------------+---------------------------------------------------+
+| deletion                 | deleted line in a diff                            |
++--------------------------+---------------------------------------------------+
+
+
+Language names and aliases
+--------------------------
+
++-------------------------+---------------------------------------------------+
+| 1C                      | 1c                                                |
++-------------------------+---------------------------------------------------+
+| ABNF                    | abnf                                              |
++-------------------------+---------------------------------------------------+
+| Access logs             | accesslog                                         |
++-------------------------+---------------------------------------------------+
+| Ada                     | ada                                               |
++-------------------------+---------------------------------------------------+
+| ARM assembler           | armasm, arm                                       |
++-------------------------+---------------------------------------------------+
+| AVR assembler           | avrasm                                            |
++-------------------------+---------------------------------------------------+
+| ActionScript            | actionscript, as                                  |
++-------------------------+---------------------------------------------------+
+| Apache                  | apache, apacheconf                                |
++-------------------------+---------------------------------------------------+
+| AppleScript             | applescript, osascript                            |
++-------------------------+---------------------------------------------------+
+| AsciiDoc                | asciidoc, adoc                                    |
++-------------------------+---------------------------------------------------+
+| AspectJ                 | aspectj                                           |
++-------------------------+---------------------------------------------------+
+| AutoHotkey              | autohotkey                                        |
++-------------------------+---------------------------------------------------+
+| AutoIt                  | autoit                                            |
++-------------------------+---------------------------------------------------+
+| Awk                     | awk, mawk, nawk, gawk                             |
++-------------------------+---------------------------------------------------+
+| Axapta                  | axapta                                            |
++-------------------------+---------------------------------------------------+
+| Bash                    | bash, sh, zsh                                     |
++-------------------------+---------------------------------------------------+
+| Basic                   | basic                                             |
++-------------------------+---------------------------------------------------+
+| BNF                     | bnf                                               |
++-------------------------+---------------------------------------------------+
+| Brainfuck               | brainfuck, bf                                     |
++-------------------------+---------------------------------------------------+
+| C#                      | cs, csharp                                        |
++-------------------------+---------------------------------------------------+
+| C++                     | cpp, c, cc, h, c++, h++, hpp                      |
++-------------------------+---------------------------------------------------+
+| C/AL                    | cal                                               |
++-------------------------+---------------------------------------------------+
+| Cache Object Script     | cos, cls                                          |
++-------------------------+---------------------------------------------------+
+| CMake                   | cmake, cmake.in                                   |
++-------------------------+---------------------------------------------------+
+| Coq                     | coq                                               |
++-------------------------+---------------------------------------------------+
+| CSP                     | csp                                               |
++-------------------------+---------------------------------------------------+
+| CSS                     | css                                               |
++-------------------------+---------------------------------------------------+
+| Cap’n Proto             | capnproto, capnp                                  |
++-------------------------+---------------------------------------------------+
+| Clojure                 | clojure, clj                                      |
++-------------------------+---------------------------------------------------+
+| CoffeeScript            | coffeescript, coffee, cson, iced                  |
++-------------------------+---------------------------------------------------+
+| Crmsh                   | crmsh, crm, pcmk                                  |
++-------------------------+---------------------------------------------------+
+| Crystal                 | crystal, cr                                       |
++-------------------------+---------------------------------------------------+
+| D                       | d                                                 |
++-------------------------+---------------------------------------------------+
+| DNS Zone file           | dns, zone, bind                                   |
++-------------------------+---------------------------------------------------+
+| DOS                     | dos, bat, cmd                                     |
++-------------------------+---------------------------------------------------+
+| Dart                    | dart                                              |
++-------------------------+---------------------------------------------------+
+| Delphi                  | delphi, dpr, dfm, pas, pascal, freepascal,        |
+|                         | lazarus, lpr, lfm                                 |
++-------------------------+---------------------------------------------------+
+| Diff                    | diff, patch                                       |
++-------------------------+---------------------------------------------------+
+| Django                  | django, jinja                                     |
++-------------------------+---------------------------------------------------+
+| Dockerfile              | dockerfile, docker                                |
++-------------------------+---------------------------------------------------+
+| dsconfig                | dsconfig                                          |
++-------------------------+---------------------------------------------------+
+| DTS (Device Tree)       | dts                                               |
++-------------------------+---------------------------------------------------+
+| Dust                    | dust, dst                                         |
++-------------------------+---------------------------------------------------+
+| EBNF                    | ebnf                                              |
++-------------------------+---------------------------------------------------+
+| Elixir                  | elixir                                            |
++-------------------------+---------------------------------------------------+
+| Elm                     | elm                                               |
++-------------------------+---------------------------------------------------+
+| Erlang                  | erlang, erl                                       |
++-------------------------+---------------------------------------------------+
+| Excel                   | excel, xls, xlsx                                  |
++-------------------------+---------------------------------------------------+
+| F#                      | fsharp, fs                                        |
++-------------------------+---------------------------------------------------+
+| FIX                     | fix                                               |
++-------------------------+---------------------------------------------------+
+| Fortran                 | fortran, f90, f95                                 |
++-------------------------+---------------------------------------------------+
+| G-Code                  | gcode, nc                                         |
++-------------------------+---------------------------------------------------+
+| Gams                    | gams, gms                                         |
++-------------------------+---------------------------------------------------+
+| GAUSS                   | gauss, gss                                        |
++-------------------------+---------------------------------------------------+
+| Gherkin                 | gherkin                                           |
++-------------------------+---------------------------------------------------+
+| Go                      | go, golang                                        |
++-------------------------+---------------------------------------------------+
+| Golo                    | golo, gololang                                    |
++-------------------------+---------------------------------------------------+
+| Gradle                  | gradle                                            |
++-------------------------+---------------------------------------------------+
+| Groovy                  | groovy                                            |
++-------------------------+---------------------------------------------------+
+| HTML, XML               | xml, html, xhtml, rss, atom, xjb, xsd, xsl, plist |
++-------------------------+---------------------------------------------------+
+| HTTP                    | http, https                                       |
++-------------------------+---------------------------------------------------+
+| Haml                    | haml                                              |
++-------------------------+---------------------------------------------------+
+| Handlebars              | handlebars, hbs, html.hbs, html.handlebars        |
++-------------------------+---------------------------------------------------+
+| Haskell                 | haskell, hs                                       |
++-------------------------+---------------------------------------------------+
+| Haxe                    | haxe, hx                                          |
++-------------------------+---------------------------------------------------+
+| Ini                     | ini                                               |
++-------------------------+---------------------------------------------------+
+| Inform7                 | inform7, i7                                       |
++-------------------------+---------------------------------------------------+
+| IRPF90                  | irpf90                                            |
++-------------------------+---------------------------------------------------+
+| JSON                    | json                                              |
++-------------------------+---------------------------------------------------+
+| Java                    | java, jsp                                         |
++-------------------------+---------------------------------------------------+
+| JavaScript              | javascript, js, jsx                               |
++-------------------------+---------------------------------------------------+
+| Lasso                   | lasso, ls, lassoscript                            |
++-------------------------+---------------------------------------------------+
+| Less                    | less                                              |
++-------------------------+---------------------------------------------------+
+| LDIF                    | ldif                                              |
++-------------------------+---------------------------------------------------+
+| Lisp                    | lisp                                              |
++-------------------------+---------------------------------------------------+
+| LiveCode Server         | livecodeserver                                    |
++-------------------------+---------------------------------------------------+
+| LiveScript              | livescript, ls                                    |
++-------------------------+---------------------------------------------------+
+| Lua                     | lua                                               |
++-------------------------+---------------------------------------------------+
+| Makefile                | makefile, mk, mak                                 |
++-------------------------+---------------------------------------------------+
+| Markdown                | markdown, md, mkdown, mkd                         |
++-------------------------+---------------------------------------------------+
+| Mathematica             | mathematica, mma                                  |
++-------------------------+---------------------------------------------------+
+| Matlab                  | matlab                                            |
++-------------------------+---------------------------------------------------+
+| Maxima                  | maxima                                            |
++-------------------------+---------------------------------------------------+
+| Maya Embedded Language  | mel                                               |
++-------------------------+---------------------------------------------------+
+| Mercury                 | mercury                                           |
++-------------------------+---------------------------------------------------+
+| Mizar                   | mizar                                             |
++-------------------------+---------------------------------------------------+
+| Mojolicious             | mojolicious                                       |
++-------------------------+---------------------------------------------------+
+| Monkey                  | monkey                                            |
++-------------------------+---------------------------------------------------+
+| Moonscript              | moonscript, moon                                  |
++-------------------------+---------------------------------------------------+
+| NSIS                    | nsis                                              |
++-------------------------+---------------------------------------------------+
+| Nginx                   | nginx, nginxconf                                  |
++-------------------------+---------------------------------------------------+
+| Nimrod                  | nimrod, nim                                       |
++-------------------------+---------------------------------------------------+
+| Nix                     | nix                                               |
++-------------------------+---------------------------------------------------+
+| OCaml                   | ocaml, ml                                         |
++-------------------------+---------------------------------------------------+
+| Objective C             | objectivec, mm, objc, obj-c                       |
++-------------------------+---------------------------------------------------+
+| OpenGL Shading Language | glsl                                              |
++-------------------------+---------------------------------------------------+
+| OpenSCAD                | openscad, scad                                    |
++-------------------------+---------------------------------------------------+
+| Oracle Rules Language   | ruleslanguage                                     |
++-------------------------+---------------------------------------------------+
+| Oxygene                 | oxygene                                           |
++-------------------------+---------------------------------------------------+
+| PF                      | pf, pf.conf                                       |
++-------------------------+---------------------------------------------------+
+| PHP                     | php, php3, php4, php5, php6                       |
++-------------------------+---------------------------------------------------+
+| Parser3                 | parser3                                           |
++-------------------------+---------------------------------------------------+
+| Perl                    | perl, pl, pm                                      |
++-------------------------+---------------------------------------------------+
+| Pony                    | pony                                              |
++-------------------------+---------------------------------------------------+
+| PowerShell              | powershell, ps                                    |
++-------------------------+---------------------------------------------------+
+| Processing              | processing                                        |
++-------------------------+---------------------------------------------------+
+| Prolog                  | prolog                                            |
++-------------------------+---------------------------------------------------+
+| Protocol Buffers        | protobuf                                          |
++-------------------------+---------------------------------------------------+
+| Puppet                  | puppet, pp                                        |
++-------------------------+---------------------------------------------------+
+| Python                  | python, py, gyp                                   |
++-------------------------+---------------------------------------------------+
+| Python profiler results | profile                                           |
++-------------------------+---------------------------------------------------+
+| Q                       | k, kdb                                            |
++-------------------------+---------------------------------------------------+
+| QML                     | qml                                               |
++-------------------------+---------------------------------------------------+
+| R                       | r                                                 |
++-------------------------+---------------------------------------------------+
+| RenderMan RIB           | rib                                               |
++-------------------------+---------------------------------------------------+
+| RenderMan RSL           | rsl                                               |
++-------------------------+---------------------------------------------------+
+| Roboconf                | graph, instances                                  |
++-------------------------+---------------------------------------------------+
+| Ruby                    | ruby, rb, gemspec, podspec, thor, irb             |
++-------------------------+---------------------------------------------------+
+| Rust                    | rust, rs                                          |
++-------------------------+---------------------------------------------------+
+| SCSS                    | scss                                              |
++-------------------------+---------------------------------------------------+
+| SQL                     | sql                                               |
++-------------------------+---------------------------------------------------+
+| STEP Part 21            | p21, step, stp                                    |
++-------------------------+---------------------------------------------------+
+| Scala                   | scala                                             |
++-------------------------+---------------------------------------------------+
+| Scheme                  | scheme                                            |
++-------------------------+---------------------------------------------------+
+| Scilab                  | scilab, sci                                       |
++-------------------------+---------------------------------------------------+
+| Smali                   | smali                                             |
++-------------------------+---------------------------------------------------+
+| Smalltalk               | smalltalk, st                                     |
++-------------------------+---------------------------------------------------+
+| Stan                    | stan                                              |
++-------------------------+---------------------------------------------------+
+| Stata                   | stata                                             |
++-------------------------+---------------------------------------------------+
+| Stylus                  | stylus, styl                                      |
++-------------------------+---------------------------------------------------+
+| SubUnit                 | subunit                                           |
++-------------------------+---------------------------------------------------+
+| Swift                   | swift                                             |
++-------------------------+---------------------------------------------------+
+| Test Anything Protocol  | tap                                               |
++-------------------------+---------------------------------------------------+
+| Tcl                     | tcl, tk                                           |
++-------------------------+---------------------------------------------------+
+| TeX                     | tex                                               |
++-------------------------+---------------------------------------------------+
+| Thrift                  | thrift                                            |
++-------------------------+---------------------------------------------------+
+| TP                      | tp                                                |
++-------------------------+---------------------------------------------------+
+| Twig                    | twig, craftcms                                    |
++-------------------------+---------------------------------------------------+
+| TypeScript              | typescript, ts                                    |
++-------------------------+---------------------------------------------------+
+| VB.Net                  | vbnet, vb                                         |
++-------------------------+---------------------------------------------------+
+| VBScript                | vbscript, vbs                                     |
++-------------------------+---------------------------------------------------+
+| VHDL                    | vhdl                                              |
++-------------------------+---------------------------------------------------+
+| Vala                    | vala                                              |
++-------------------------+---------------------------------------------------+
+| Verilog                 | verilog, v                                        |
++-------------------------+---------------------------------------------------+
+| Vim Script              | vim                                               |
++-------------------------+---------------------------------------------------+
+| x86 Assembly            | x86asm                                            |
++-------------------------+---------------------------------------------------+
+| XL                      | xl, tao                                           |
++-------------------------+---------------------------------------------------+
+| XQuery                  | xpath, xq                                         |
++-------------------------+---------------------------------------------------+
+| Zephir                  | zephir, zep                                       |
++-------------------------+---------------------------------------------------+
diff --git a/node_modules/highlight.js/docs/index.rst b/node_modules/highlight.js/docs/index.rst
new file mode 100644
index 0000000..0559dfd
--- /dev/null
+++ b/node_modules/highlight.js/docs/index.rst
@@ -0,0 +1,44 @@
+.. highlight.js documentation master file, created by
+   sphinx-quickstart on Wed Sep 12 23:48:27 2012.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+``highlight.js`` developer documentation
+==========================================
+
+Contents:
+
+.. toctree::
+   :maxdepth: 1
+
+   api
+   language-guide
+   reference
+   css-classes-reference
+   style-guide
+   language-contribution
+   building-testing
+   release-process
+
+Miscellaneous:
+
+.. toctree::
+   :maxdepth: 1
+
+   line-numbers
+   language-requests
+
+Links:
+
+- Code: https://github.com/isagalaev/highlight.js
+- Discussion: http://groups.google.com/group/highlightjs
+- Bug tracking: https://github.com/isagalaev/highlight.js/issues
+
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
+
diff --git a/node_modules/highlight.js/docs/language-contribution.rst b/node_modules/highlight.js/docs/language-contribution.rst
new file mode 100644
index 0000000..4deae3f
--- /dev/null
+++ b/node_modules/highlight.js/docs/language-contribution.rst
@@ -0,0 +1,78 @@
+Language contributor checklist
+==============================
+
+1. Put language definition into a .js file
+------------------------------------------
+
+The file defines a function accepting a reference to the library and returning a language object.
+The library parameter is useful to access common modes and regexps. You should not immediately call this function,
+this is done during the build process and details differ for different build targets.
+
+::
+
+  function(hljs) {
+    return {
+      keywords: 'foo bar',
+      contains: [ ..., hljs.NUMBER_MODE, ... ]
+    }
+  }
+
+The name of the file is used as a short language identifier and should be usable as a class name in HTML and CSS.
+
+
+2. Provide meta data
+--------------------
+
+At the top of the file there is a specially formatted comment with meta data processed by a build system.
+Meta data format is simply key-value pairs each occupying its own line:
+
+::
+
+  /*
+  Language: Superlanguage
+  Requires: java.js, sql.js
+  Author: John Smith 
+  Contributors: Mike Johnson <...@...>, Matt Wilson <...@...>
+  Description: Some cool language definition
+  */
+
+``Language`` — the only required header giving a human-readable language name.
+
+``Requires`` — a list of other language files required for this language to work.
+This make it possible to describe languages that extend definitions of other ones.
+Required files aren't processed in any special way.
+The build system just makes sure that they will be in the final package in
+``LANGUAGES`` object.
+
+The meaning of the other headers is pretty obvious.
+
+
+3. Create a code example
+------------------------
+
+The code example is used both to test language detection and for the demo page
+on https://highlightjs.org/. Put it in ``test/detect//default.txt``.
+
+Take inspiration from other languages in ``test/detect/`` and read
+:ref:`testing instructions ` for more details.
+
+
+4. Write class reference
+------------------------
+
+Class reference lives in the :doc:`CSS classes reference `..
+Describe shortly names of all meaningful modes used in your language definition.
+
+
+5. Add yourself to AUTHORS.*.txt and CHANGES.md
+-----------------------------------------------
+
+If you're a new contributor add yourself to the authors list. Feel free to use
+either English and/or Russian version.
+Also it will be good to update CHANGES.md.
+
+
+6. Create a pull request
+------------------------
+
+Send your contribution as a pull request on GitHub.
diff --git a/node_modules/highlight.js/docs/language-guide.rst b/node_modules/highlight.js/docs/language-guide.rst
new file mode 100644
index 0000000..f48c748
--- /dev/null
+++ b/node_modules/highlight.js/docs/language-guide.rst
@@ -0,0 +1,264 @@
+Language definition guide
+=========================
+
+Highlighting overview
+---------------------
+
+Programming language code consists of parts with different rules of parsing: keywords like ``for`` or ``if``
+don't make sense inside strings, strings may contain backslash-escaped symbols like ``\"``
+and comments usually don't contain anything interesting except the end of the comment.
+
+In highlight.js such parts are called "modes".
+
+Each mode consists of:
+
+* starting condition
+* ending condition
+* list of contained sub-modes
+* lexing rules and keywords
+* …exotic stuff like another language inside a language
+
+The parser's work is to look for modes and their keywords.
+Upon finding, it wraps them into the markup ``...``
+and puts the name of the mode ("string", "comment", "number")
+or a keyword group name ("keyword", "literal", "built-in") as the span's class name.
+
+
+General syntax
+--------------
+
+A language definition is a JavaScript object describing the default parsing mode for the language.
+This default mode contains sub-modes which in turn contain other sub-modes, effectively making the language definition a tree of modes.
+
+Here's an example:
+
+::
+
+  {
+    case_insensitive: true, // language is case-insensitive
+    keywords: 'for if while',
+    contains: [
+      {
+        className: 'string',
+        begin: '"', end: '"'
+      },
+      hljs.COMMENT(
+        '/\\*', // begin
+        '\\*/', // end
+        {
+          contains: [
+            {
+              className: 'doc', begin: '@\\w+'
+            }
+          ]
+        }
+      )
+    ]
+  }
+
+Usually the default mode accounts for the majority of the code and describes all language keywords.
+A notable exception here is XML in which a default mode is just a user text that doesn't contain any keywords,
+and most interesting parsing happens inside tags.
+
+
+Keywords
+--------
+
+In the simple case language keywords are defined in a string, separated by space:
+
+::
+
+  {
+    keywords: 'else for if while'
+  }
+
+Some languages have different kinds of "keywords" that might not be called as such by the language spec
+but are very close to them from the point of view of a syntax highlighter. These are all sorts of "literals", "built-ins", "symbols" and such.
+To define such keyword groups the attribute ``keywords`` becomes an object each property of which defines its own group of keywords:
+
+::
+
+  {
+    keywords: {
+      keyword: 'else for if while',
+      literal: 'false true null'
+    }
+  }
+
+The group name becomes then a class name in a generated markup enabling different styling for different kinds of keywords.
+
+To detect keywords highlight.js breaks the processed chunk of code into separate words — a process called lexing.
+The "word" here is defined by the regexp ``[a-zA-Z][a-zA-Z0-9_]*`` that works for keywords in most languages.
+Different lexing rules can be defined by the ``lexemes`` attribute:
+
+::
+
+  {
+    lexemes '-[a-z]+',
+    keywords: '-import -export'
+  }
+
+
+Sub-modes
+---------
+
+Sub-modes are listed in the ``contains`` attribute:
+
+::
+
+  {
+    keywords: '...',
+    contains: [
+      hljs.QUOTE_STRING_MODE,
+      hljs.C_LINE_COMMENT,
+      { ... custom mode definition ... }
+    ]
+  }
+
+A mode can reference itself in the ``contains`` array by using a special keyword ``'self``'.
+This is commonly used to define nested modes:
+
+::
+
+  {
+    className: 'object',
+    begin: '{', end: '}',
+    contains: [hljs.QUOTE_STRING_MODE, 'self']
+  }
+
+
+Comments
+--------
+
+To define custom comments it is recommended to use a built-in helper function ``hljs.COMMENT`` instead of describing the mode directly, as it also defines a few default sub-modes that improve language detection and do other nice things.
+
+Parameters for the function are:
+
+::
+
+  hljs.COMMENT(
+    begin,      // begin regex
+    end,        // end regex
+    extra       // optional object with extra attributes to override defaults
+                // (for example {relevance: 0})
+  )
+
+
+Markup generation
+-----------------
+
+Modes usually generate actual highlighting markup — ```` elements with specific class names that are defined by the ``className`` attribute:
+
+::
+
+  {
+    contains: [
+      {
+        className: 'string',
+        // ... other attributes
+      },
+      {
+        className: 'number',
+        // ...
+      }
+    ]
+  }
+
+Names are not required to be unique, it's quite common to have several definitions with the same name.
+For example, many languages have various syntaxes for strings, comments, etc…
+
+Sometimes modes are defined only to support specific parsing rules and aren't needed in the final markup.
+A classic example is an escaping sequence inside strings allowing them to contain an ending quote.
+
+::
+
+  {
+    className: 'string',
+    begin: '"', end: '"',
+    contains: [{begin: '\\\\.'}],
+  }
+
+For such modes ``className`` attribute should be omitted so they won't generate excessive markup.
+
+
+Mode attributes
+---------------
+
+Other useful attributes are defined in the :doc:`mode reference `.
+
+
+.. _relevance:
+
+Relevance
+---------
+
+Highlight.js tries to automatically detect the language of a code fragment.
+The heuristics is essentially simple: it tries to highlight a fragment with all the language definitions
+and the one that yields most specific modes and keywords wins. The job of a language definition
+is to help this heuristics by hinting relative relevance (or irrelevance) of modes.
+
+This is best illustrated by example. Python has special kinds of strings defined by prefix letters before the quotes:
+``r"..."``, ``u"..."``. If a code fragment contains such strings there is a good chance that it's in Python.
+So these string modes are given high relevance:
+
+::
+
+  {
+    className: 'string',
+    begin: 'r"', end: '"',
+    relevance: 10
+  }
+
+On the other hand, conventional strings in plain single or double quotes aren't specific to any language
+and it makes sense to bring their relevance to zero to lessen statistical noise:
+
+::
+
+  {
+    className: 'string',
+    begin: '"', end: '"',
+    relevance: 0
+  }
+
+The default value for relevance is 1. When setting an explicit value it's recommended to use either 10 or 0.
+
+Keywords also influence relevance. Each of them usually has a relevance of 1, but there are some unique names
+that aren't likely to be found outside of their languages, even in the form of variable names.
+For example just having ``reinterpret_cast`` somewhere in the code is a good indicator that we're looking at C++.
+It's worth to set relevance of such keywords a bit higher. This is done with a pipe:
+
+::
+
+  {
+    keywords: 'for if reinterpret_cast|10'
+  }
+
+
+Illegal symbols
+---------------
+
+Another way to improve language detection is to define illegal symbols for a mode.
+For example in Python first line of class definition (``class MyClass(object):``) cannot contain symbol "{" or a newline.
+Presence of these symbols clearly shows that the language is not Python and the parser can drop this attempt early.
+
+Illegal symbols are defined as a a single regular expression:
+
+::
+
+  {
+    className: 'class',
+    illegal: '[${]'
+  }
+
+
+Pre-defined modes and regular expressions
+-----------------------------------------
+
+Many languages share common modes and regular expressions. Such expressions are defined in core highlight.js code
+at the end under "Common regexps" and "Common modes" titles. Use them when possible.
+
+
+Contributing
+------------
+
+Follow the :doc:`contributor checklist `.
diff --git a/node_modules/highlight.js/docs/language-requests.rst b/node_modules/highlight.js/docs/language-requests.rst
new file mode 100644
index 0000000..4e4c2f0
--- /dev/null
+++ b/node_modules/highlight.js/docs/language-requests.rst
@@ -0,0 +1,17 @@
+On requesting new languages
+===========================
+
+This is a general answer to requests for adding new languages that appear from
+time to time in the highlight.js issue tracker and discussion group.
+
+    Highlight.js doesn't have a fundamental plan for implementing languages,
+    instead the project works by accepting language definitions from
+    interested contributors. There are also no rules at the moment forbidding
+    any languages from being added to the library, no matter how obscure or
+    weird.
+
+    This means that there's no point in requesting a new language without
+    providing an implementation for it. If you want to see a particular language
+    included in highlight.js but cannot implement it, the best way to make it
+    happen is to get another developer interested in doing so. Here's our
+    :doc:`language-guide`.
diff --git a/node_modules/highlight.js/docs/line-numbers.rst b/node_modules/highlight.js/docs/line-numbers.rst
new file mode 100644
index 0000000..674542d
--- /dev/null
+++ b/node_modules/highlight.js/docs/line-numbers.rst
@@ -0,0 +1,39 @@
+Line numbers
+============
+
+Highlight.js' notable lack of line numbers support is not an oversight but a
+feature. Following is the explanation of this policy from the current project
+maintainer (hey guys!):
+
+    One of the defining design principles for highlight.js from the start was
+    simplicity. Not the simplicity of code (in fact, it's quite complex) but
+    the simplicity of usage and of the actual look of highlighted snippets on
+    HTML pages. Many highlighters, in my opinion, are overdoing it with such
+    things as separate colors for every single type of lexemes, striped
+    backgrounds, fancy buttons around code blocks and — yes — line numbers.
+    The more fancy stuff resides around the code the more it distracts a
+    reader from understanding it.
+
+    This is why it's not a straightforward decision: this new feature will not
+    just make highlight.js better, it might actually make it worse simply by
+    making it look more bloated in blog posts around the Internet. This is why
+    I'm asking people to show that it's worth it.
+
+    The only real use-case that ever was brought up in support of line numbers
+    is referencing code from the descriptive text around it. On my own blog I
+    was always solving this either with comments within the code itself or by
+    breaking the larger snippets into smaller ones and describing each small
+    part separately. I'm not saying that my solution is better. But I don't
+    see how line numbers are better either. And the only way to show that they
+    are better is to set up some usability research on the subject. I doubt
+    anyone would bother to do it.
+
+    Then there's maintenance. So far the core code of highlight.js is
+    maintained by only one person — yours truly. Inclusion of any new code in
+    highlight.js means that from that moment I will have to fix bugs in it,
+    improve it further, make it work together with the rest of the code,
+    defend its design. And I don't want to do all this for the feature that I
+    consider "evil" and probably will never use myself.
+
+This position is `subject to discuss `_.
+Also it doesn't stop anyone from forking the code and maintaining line-numbers implementation separately.
diff --git a/node_modules/highlight.js/docs/reference.rst b/node_modules/highlight.js/docs/reference.rst
new file mode 100644
index 0000000..56879fb
--- /dev/null
+++ b/node_modules/highlight.js/docs/reference.rst
@@ -0,0 +1,324 @@
+Mode reference
+==============
+
+Types
+-----
+
+Types of attributes values in this reference:
+
++------------+-------------------------------------------------------------------------------------+
+| identifier | String suitable to be used as a Javascript variable and CSS class name              |
+|            | (i.e. mostly ``/[A-Za-z0-9_]+/``)                                                   |
++------------+-------------------------------------------------------------------------------------+
+| regexp     | String representing a Javascript regexp.                                            |
+|            | Note that since it's not a literal regexp all back-slashes should be repeated twice |
++------------+-------------------------------------------------------------------------------------+
+| boolean    | Javascript boolean: ``true`` or ``false``                                           |
++------------+-------------------------------------------------------------------------------------+
+| number     | Javascript number                                                                   |
++------------+-------------------------------------------------------------------------------------+
+| object     | Javascript object: ``{ ... }``                                                      |
++------------+-------------------------------------------------------------------------------------+
+| array      | Javascript array: ``[ ... ]``                                                       |
++------------+-------------------------------------------------------------------------------------+
+
+
+Attributes
+----------
+
+case_insensitive
+^^^^^^^^^^^^^^^^
+
+**type**: boolean
+
+Case insensitivity of language keywords and regexps. Used only on the top-level mode.
+
+
+aliases
+^^^^^^^
+
+**type**: array
+
+A list of additional names (besides the canonical one given by the filename) that can be used to identify a language in HTML classes and in a call to :ref:`getLanguage `.
+
+
+className
+^^^^^^^^^
+
+**type**: identifier
+
+The name of the mode. It is used as a class name in HTML markup.
+
+Multiple modes can have the same name. This is useful when a language has multiple variants of syntax
+for one thing like string in single or double quotes.
+
+
+begin
+^^^^^
+
+**type**: regexp
+
+Regular expression starting a mode. For example a single quote for strings or two forward slashes for C-style comments.
+If absent, ``begin`` defaults to a regexp that matches anything, so the mode starts immediately.
+
+
+end
+^^^
+
+**type**: regexp
+
+Regular expression ending a mode. For example a single quote for strings or "$" (end of line) for one-line comments.
+
+It's often the case that a beginning regular expression defines the entire mode and doesn't need any special ending.
+For example a number can be defined with ``begin: "\\b\\d+"`` which spans all the digits.
+
+If absent, ``end`` defaults to a regexp that matches anything, so the mode ends immediately.
+
+Sometimes a mode can end not by itself but implicitly with its containing (parent) mode.
+This is achieved with :ref:`endsWithParent ` attribute.
+
+
+beginKeywords
+^^^^^^^^^^^^^^^^
+
+**type**: string
+
+Used instead of ``begin`` for modes starting with keywords to avoid needless repetition:
+
+::
+
+  {
+    begin: '\\b(extends|implements) ',
+    keywords: 'extends implements'
+  }
+
+… becomes:
+
+::
+
+  {
+    beginKeywords: 'extends implements'
+  }
+
+Unlike the :ref:`keywords ` attribute, this one allows only a simple list of space separated keywords.
+If you do need additional features of ``keywords`` or you just need more keywords for this mode you may include ``keywords`` along with ``beginKeywords``.
+
+
+.. _endsWithParent:
+
+endsWithParent
+^^^^^^^^^^^^^^
+
+**type**: boolean
+
+A flag showing that a mode ends when its parent ends.
+
+This is best demonstrated by example. In CSS syntax a selector has a set of rules contained within symbols "{" and "}".
+Individual rules separated by ";" but the last one in a set can omit the terminating semicolon:
+
+::
+
+  p {
+    width: 100%; color: red
+  }
+
+This is when ``endsWithParent`` comes into play:
+
+::
+
+  {
+    className: 'rules', begin: '{', end: '}',
+    contains: [
+      {className: 'rule', /* ... */ end: ';', endsWithParent: true}
+    ]
+  }
+
+.. _endsParent:
+
+endsParent
+^^^^^^^^^^^^^^
+
+**type**: boolean
+
+Forces closing of the parent mode right after the current mode is closed.
+
+This is used for modes that don't have an easily expressible ending lexeme but
+instead could be closed after the last interesting sub-mode is found.
+
+Here's an example with two ways of defining functions in Elixir, one using a
+keyword ``do`` and another using a comma:
+
+::
+
+  def foo :clear, list do
+    :ok
+  end
+
+  def foo, do: IO.puts "hello world"
+
+Note that in the first case the parameter list after the function title may also
+include a comma. And iIf we're only interested in highlighting a title we can
+tell it to end the function definition after itself:
+
+::
+
+  {
+    className: 'function',
+    beginKeywords: 'def', end: /\B\b/,
+    contains: [
+      {
+        className: 'title',
+        begin: hljs.IDENT_RE, endsParent: true
+      }
+    ]
+  }
+
+(The ``end: /\B\b/`` regex tells function to never end by itself.)
+
+.. _lexemes:
+
+lexemes
+^^^^^^^
+
+**type**: regexp
+
+A regular expression that extracts individual lexemes from language text to find :ref:`keywords ` among them.
+Default value is ``hljs.IDENT_RE`` which works for most languages.
+
+
+.. _keywords:
+
+keywords
+^^^^^^^^
+
+**type**: object
+
+Keyword definition comes in two forms:
+
+* ``'for while if else weird_voodoo|10 ... '`` -- a string of space-separated keywords with an optional relevance over a pipe
+* ``{'keyword': ' ... ', 'literal': ' ... '}`` -- an object whose keys are names of different kinds of keywords and values are keyword definition strings in the first form
+
+For detailed explanation see :doc:`Language definition guide `.
+
+
+illegal
+^^^^^^^
+
+**type**: regexp
+
+A regular expression that defines symbols illegal for the mode.
+When the parser finds a match for illegal expression it immediately drops parsing the whole language altogether.
+
+
+excludeBegin, excludeEnd
+^^^^^^^^^^^^^^^^^^^^^^^^
+
+**type**: boolean
+
+Exclude beginning or ending lexemes out of mode's generated markup. For example in CSS syntax a rule ends with a semicolon.
+However visually it's better not to color it as the rule contents. Having ``excludeEnd: true`` forces a ```` element for the rule to close before the semicolon.
+
+
+returnBegin
+^^^^^^^^^^^
+
+**type**: boolean
+
+Returns just found beginning lexeme back into parser. This is used when beginning of a sub-mode is a complex expression
+that should not only be found within a parent mode but also parsed according to the rules of a sub-mode.
+
+Since the parser is effectively goes back it's quite possible to create a infinite loop here so use with caution!
+
+
+returnEnd
+^^^^^^^^^
+
+**type**: boolean
+
+Returns just found ending lexeme back into parser. This is used for example to parse Javascript embedded into HTML.
+A Javascript block ends with the HTML closing tag ```` that cannot be parsed with Javascript rules.
+So it is returned back into its parent HTML mode that knows what to do with it.
+
+Since the parser is effectively goes back it's quite possible to create a infinite loop here so use with caution!
+
+
+contains
+^^^^^^^^
+
+**type**: array
+
+The list of sub-modes that can be found inside the mode. For detailed explanation see :doc:`Language definition guide `.
+
+
+starts
+^^^^^^
+
+**type**: identifier
+
+The name of the mode that will start right after the current mode ends. The new mode won't be contained within the current one.
+
+Currently this attribute is used to highlight Javascript and CSS contained within HTML.
+Tags ``
+```
+
+#### In-browser rendering
+
+Call `katex.render` with a TeX expression and a DOM element to render into:
+
+```js
+katex.render("c = \\pm\\sqrt{a^2 + b^2}", element);
+```
+
+If KaTeX can't parse the expression, it throws a `katex.ParseError` error.
+
+#### Server side rendering or rendering to a string
+
+To generate HTML on the server or to generate an HTML string of the rendered math, you can use `katex.renderToString`:
+
+```js
+var html = katex.renderToString("c = \\pm\\sqrt{a^2 + b^2}");
+// '...'
+```
+
+Make sure to include the CSS and font files, but there is no need to include the JavaScript. Like `render`, `renderToString` throws if it can't parse the expression.
+
+#### Rendering options
+
+You can provide an object of options as the last argument to `katex.render` and `katex.renderToString`. Available options are:
+
+- `displayMode`: `boolean`. If `true` the math will be rendered in display mode, which will put the math in display style (so `\int` and `\sum` are large, for example), and will center the math on the page on its own line. If `false` the math will be rendered in inline mode. (default: `false`)
+- `throwOnError`: `boolean`. If `true`, KaTeX will throw a `ParseError` when it encounters an unsupported command. If `false`, KaTeX will render the unsupported command as text in the color given by `errorColor`. (default: `true`)
+- `errorColor`: `string`. A color string given in the format `"#XXX"` or `"#XXXXXX"`. This option determines the color which unsupported commands are rendered in. (default: `#cc0000`)
+
+For example:
+
+```js
+katex.render("c = \\pm\\sqrt{a^2 + b^2}", element, { displayMode: true });
+```
+
+#### Automatic rendering of math on a page
+
+Math on the page can be automatically rendered using the auto-render extension. See [the Auto-render README](contrib/auto-render/README.md) for more information.
+
+## Contributing
+
+See [CONTRIBUTING.md](CONTRIBUTING.md)
+
+## License
+
+KaTeX is licensed under the [MIT License](http://opensource.org/licenses/MIT).
diff --git a/node_modules/katex/cli.js b/node_modules/katex/cli.js
new file mode 100644
index 0000000..b64de37
--- /dev/null
+++ b/node_modules/katex/cli.js
@@ -0,0 +1,32 @@
+#!/usr/bin/env node
+// Simple CLI for KaTeX.
+// Reads TeX from stdin, outputs HTML to stdout.
+/* eslint no-console:0 */
+
+var katex = require("./");
+var input = "";
+
+// Skip the first two args, which are just "node" and "cli.js"
+var args = process.argv.slice(2);
+
+if (args.indexOf("--help") !== -1) {
+    console.log(process.argv[0] + " " + process.argv[1] +
+                " [ --help ]" +
+                " [ --display-mode ]");
+
+    console.log("\n" +
+                "Options:");
+    console.log("  --help            Display this help message");
+    console.log("  --display-mode    Render in display mode (not inline mode)");
+    process.exit();
+}
+
+process.stdin.on("data", function(chunk) {
+    input += chunk.toString();
+});
+
+process.stdin.on("end", function() {
+    var options = { displayMode: args.indexOf("--display-mode") !== -1 };
+    var output = katex.renderToString(input, options);
+    console.log(output);
+});
diff --git a/node_modules/katex/dist/README.md b/node_modules/katex/dist/README.md
new file mode 100644
index 0000000..8443533
--- /dev/null
+++ b/node_modules/katex/dist/README.md
@@ -0,0 +1,68 @@
+# [KaTeX](https://khan.github.io/KaTeX/) [![Build Status](https://travis-ci.org/Khan/KaTeX.svg?branch=master)](https://travis-ci.org/Khan/KaTeX)
+
+[![Join the chat at https://gitter.im/Khan/KaTeX](https://badges.gitter.im/Join%20Chat.svg)](https://gitter.im/Khan/KaTeX?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)
+
+KaTeX is a fast, easy-to-use JavaScript library for TeX math rendering on the web.
+
+ * **Fast:** KaTeX renders its math synchronously and doesn't need to reflow the page. See how it compares to a competitor in [this speed test](http://jsperf.com/katex-vs-mathjax/).
+ * **Print quality:** KaTeX’s layout is based on Donald Knuth’s TeX, the gold standard for math typesetting.
+ * **Self contained:** KaTeX has no dependencies and can easily be bundled with your website resources.
+ * **Server side rendering:** KaTeX produces the same output regardless of browser or environment, so you can pre-render expressions using Node.js and send them as plain HTML.
+
+KaTeX supports all major browsers, including Chrome, Safari, Firefox, Opera, and IE 8 - IE 11.  A list of supported  commands can be on the [wiki](https://github.com/Khan/KaTeX/wiki/Function-Support-in-KaTeX).
+
+## Usage
+
+You can [download KaTeX](https://github.com/khan/katex/releases) and host it on your server or include the `katex.min.js` and `katex.min.css` files on your page directly from a CDN:
+
+```html
+
+
+```
+
+#### In-browser rendering
+
+Call `katex.render` with a TeX expression and a DOM element to render into:
+
+```js
+katex.render("c = \\pm\\sqrt{a^2 + b^2}", element);
+```
+
+If KaTeX can't parse the expression, it throws a `katex.ParseError` error.
+
+#### Server side rendering or rendering to a string
+
+To generate HTML on the server or to generate an HTML string of the rendered math, you can use `katex.renderToString`:
+
+```js
+var html = katex.renderToString("c = \\pm\\sqrt{a^2 + b^2}");
+// '...'
+```
+
+Make sure to include the CSS and font files, but there is no need to include the JavaScript. Like `render`, `renderToString` throws if it can't parse the expression.
+
+#### Rendering options
+
+You can provide an object of options as the last argument to `katex.render` and `katex.renderToString`. Available options are:
+
+- `displayMode`: `boolean`. If `true` the math will be rendered in display mode, which will put the math in display style (so `\int` and `\sum` are large, for example), and will center the math on the page on its own line. If `false` the math will be rendered in inline mode. (default: `false`)
+- `throwOnError`: `boolean`. If `true`, KaTeX will throw a `ParseError` when it encounters an unsupported command. If `false`, KaTeX will render the unsupported command as text in the color given by `errorColor`. (default: `true`)
+- `errorColor`: `string`. A color string given in the format `"#XXX"` or `"#XXXXXX"`. This option determines the color which unsupported commands are rendered in. (default: `#cc0000`)
+
+For example:
+
+```js
+katex.render("c = \\pm\\sqrt{a^2 + b^2}", element, { displayMode: true });
+```
+
+#### Automatic rendering of math on a page
+
+Math on the page can be automatically rendered using the auto-render extension. See [the Auto-render README](contrib/auto-render/README.md) for more information.
+
+## Contributing
+
+See [CONTRIBUTING.md](CONTRIBUTING.md)
+
+## License
+
+KaTeX is licensed under the [MIT License](http://opensource.org/licenses/MIT).
diff --git a/node_modules/katex/dist/contrib/auto-render.min.js b/node_modules/katex/dist/contrib/auto-render.min.js
new file mode 100644
index 0000000..30cc312
--- /dev/null
+++ b/node_modules/katex/dist/contrib/auto-render.min.js
@@ -0,0 +1 @@
+(function(e){if(typeof exports==="object"&&typeof module!=="undefined"){module.exports=e()}else if(typeof define==="function"&&define.amd){define([],e)}else{var t;if(typeof window!=="undefined"){t=window}else if(typeof global!=="undefined"){t=global}else if(typeof self!=="undefined"){t=self}else{t=this}t.renderMathInElement=e()}})(function(){var e,t,r;return function n(e,t,r){function a(o,l){if(!t[o]){if(!e[o]){var f=typeof require=="function"&&require;if(!l&&f)return f(o,!0);if(i)return i(o,!0);var d=new Error("Cannot find module '"+o+"'");throw d.code="MODULE_NOT_FOUND",d}var s=t[o]={exports:{}};e[o][0].call(s.exports,function(t){var r=e[o][1][t];return a(r?r:t)},s,s.exports,n,e,t,r)}return t[o].exports}var i=typeof require=="function"&&require;for(var o=0;oyhFJ=|t)C%1%K#jV3dgIkL;`?xE(1GsuQ&h&8`aprRF2zL>8DR&5u
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diff --git a/node_modules/katex/dist/fonts/KaTeX_Math-BoldItalic.ttf b/node_modules/katex/dist/fonts/KaTeX_Math-BoldItalic.ttf
new file mode 100644
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diff --git a/node_modules/katex/dist/fonts/KaTeX_SansSerif-Bold.eot b/node_modules/katex/dist/fonts/KaTeX_SansSerif-Bold.eot
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+}
+.katex .delimsizing.size1 {
+  font-family: KaTeX_Size1;
+}
+.katex .delimsizing.size2 {
+  font-family: KaTeX_Size2;
+}
+.katex .delimsizing.size3 {
+  font-family: KaTeX_Size3;
+}
+.katex .delimsizing.size4 {
+  font-family: KaTeX_Size4;
+}
+.katex .delimsizing.mult .delim-size1 > span {
+  font-family: KaTeX_Size1;
+}
+.katex .delimsizing.mult .delim-size4 > span {
+  font-family: KaTeX_Size4;
+}
+.katex .nulldelimiter {
+  display: inline-block;
+  width: 0.12em;
+}
+.katex .op-symbol {
+  position: relative;
+}
+.katex .op-symbol.small-op {
+  font-family: KaTeX_Size1;
+}
+.katex .op-symbol.large-op {
+  font-family: KaTeX_Size2;
+}
+.katex .op-limits > .vlist > span {
+  text-align: center;
+}
+.katex .accent > .vlist > span {
+  text-align: center;
+}
+.katex .accent .accent-body > span {
+  width: 0;
+}
+.katex .accent .accent-body.accent-vec > span {
+  position: relative;
+  left: 0.326em;
+}
+.katex .mtable .vertical-separator {
+  display: inline-block;
+  margin: 0 -0.025em;
+  border-right: 0.05em solid black;
+}
+.katex .mtable .arraycolsep {
+  display: inline-block;
+}
+.katex .mtable .col-align-c > .vlist {
+  text-align: center;
+}
+.katex .mtable .col-align-l > .vlist {
+  text-align: left;
+}
+.katex .mtable .col-align-r > .vlist {
+  text-align: right;
+}
diff --git a/node_modules/katex/dist/katex.js b/node_modules/katex/dist/katex.js
new file mode 100644
index 0000000..e104be9
--- /dev/null
+++ b/node_modules/katex/dist/katex.js
@@ -0,0 +1,9075 @@
+(function(f){if(typeof exports==="object"&&typeof module!=="undefined"){module.exports=f()}else if(typeof define==="function"&&define.amd){define([],f)}else{var g;if(typeof window!=="undefined"){g=window}else if(typeof global!=="undefined"){g=global}else if(typeof self!=="undefined"){g=self}else{g=this}g.katex = f()}})(function(){var define,module,exports;return (function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require=="function"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error("Cannot find module '"+o+"'");throw f.code="MODULE_NOT_FOUND",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require=="function"&&require;for(var o=0;o 15) {
+            left = "…" + input.slice(start - 15, start);
+        } else {
+            left = input.slice(0, start);
+        }
+        var right;
+        if (end + 15 < input.length) {
+            right = input.slice(end, end + 15) + "…";
+        } else {
+            right = input.slice(end);
+        }
+        error += left + underlined + right;
+    }
+
+    // Some hackery to make ParseError a prototype of Error
+    // See http://stackoverflow.com/a/8460753
+    var self = new Error(error);
+    self.name = "ParseError";
+    self.__proto__ = ParseError.prototype;
+
+    self.position = start;
+    return self;
+}
+
+// More hackery
+ParseError.prototype.__proto__ = Error.prototype;
+
+module.exports = ParseError;
+
+},{}],7:[function(require,module,exports){
+/* eslint no-constant-condition:0 */
+var functions = require("./functions");
+var environments = require("./environments");
+var MacroExpander = require("./MacroExpander");
+var symbols = require("./symbols");
+var utils = require("./utils");
+var cjkRegex = require("./unicodeRegexes").cjkRegex;
+
+var parseData = require("./parseData");
+var ParseError = require("./ParseError");
+
+/**
+ * This file contains the parser used to parse out a TeX expression from the
+ * input. Since TeX isn't context-free, standard parsers don't work particularly
+ * well.
+ *
+ * The strategy of this parser is as such:
+ *
+ * The main functions (the `.parse...` ones) take a position in the current
+ * parse string to parse tokens from. The lexer (found in Lexer.js, stored at
+ * this.lexer) also supports pulling out tokens at arbitrary places. When
+ * individual tokens are needed at a position, the lexer is called to pull out a
+ * token, which is then used.
+ *
+ * The parser has a property called "mode" indicating the mode that
+ * the parser is currently in. Currently it has to be one of "math" or
+ * "text", which denotes whether the current environment is a math-y
+ * one or a text-y one (e.g. inside \text). Currently, this serves to
+ * limit the functions which can be used in text mode.
+ *
+ * The main functions then return an object which contains the useful data that
+ * was parsed at its given point, and a new position at the end of the parsed
+ * data. The main functions can call each other and continue the parsing by
+ * using the returned position as a new starting point.
+ *
+ * There are also extra `.handle...` functions, which pull out some reused
+ * functionality into self-contained functions.
+ *
+ * The earlier functions return ParseNodes.
+ * The later functions (which are called deeper in the parse) sometimes return
+ * ParseFuncOrArgument, which contain a ParseNode as well as some data about
+ * whether the parsed object is a function which is missing some arguments, or a
+ * standalone object which can be used as an argument to another function.
+ */
+
+/**
+ * Main Parser class
+ */
+function Parser(input, settings) {
+    // Create a new macro expander (gullet) and (indirectly via that) also a
+    // new lexer (mouth) for this parser (stomach, in the language of TeX)
+    this.gullet = new MacroExpander(input, settings.macros);
+    // Store the settings for use in parsing
+    this.settings = settings;
+    // Count leftright depth (for \middle errors)
+    this.leftrightDepth = 0;
+}
+
+var ParseNode = parseData.ParseNode;
+
+/**
+ * An initial function (without its arguments), or an argument to a function.
+ * The `result` argument should be a ParseNode.
+ */
+function ParseFuncOrArgument(result, isFunction, token) {
+    this.result = result;
+    // Is this a function (i.e. is it something defined in functions.js)?
+    this.isFunction = isFunction;
+    this.token = token;
+}
+
+/**
+ * Checks a result to make sure it has the right type, and throws an
+ * appropriate error otherwise.
+ *
+ * @param {boolean=} consume whether to consume the expected token,
+ *                           defaults to true
+ */
+Parser.prototype.expect = function(text, consume) {
+    if (this.nextToken.text !== text) {
+        throw new ParseError(
+            "Expected '" + text + "', got '" + this.nextToken.text + "'",
+            this.nextToken
+        );
+    }
+    if (consume !== false) {
+        this.consume();
+    }
+};
+
+/**
+ * Considers the current look ahead token as consumed,
+ * and fetches the one after that as the new look ahead.
+ */
+Parser.prototype.consume = function() {
+    this.nextToken = this.gullet.get(this.mode === "math");
+};
+
+Parser.prototype.switchMode = function(newMode) {
+    this.gullet.unget(this.nextToken);
+    this.mode = newMode;
+    this.consume();
+};
+
+/**
+ * Main parsing function, which parses an entire input.
+ *
+ * @return {?Array.}
+ */
+Parser.prototype.parse = function() {
+    // Try to parse the input
+    this.mode = "math";
+    this.consume();
+    var parse = this.parseInput();
+    return parse;
+};
+
+/**
+ * Parses an entire input tree.
+ */
+Parser.prototype.parseInput = function() {
+    // Parse an expression
+    var expression = this.parseExpression(false);
+    // If we succeeded, make sure there's an EOF at the end
+    this.expect("EOF", false);
+    return expression;
+};
+
+var endOfExpression = ["}", "\\end", "\\right", "&", "\\\\", "\\cr"];
+
+/**
+ * Parses an "expression", which is a list of atoms.
+ *
+ * @param {boolean} breakOnInfix  Should the parsing stop when we hit infix
+ *                  nodes? This happens when functions have higher precendence
+ *                  than infix nodes in implicit parses.
+ *
+ * @param {?string} breakOnTokenText  The text of the token that the expression
+ *                  should end with, or `null` if something else should end the
+ *                  expression.
+ *
+ * @return {ParseNode}
+ */
+Parser.prototype.parseExpression = function(breakOnInfix, breakOnTokenText) {
+    var body = [];
+    // Keep adding atoms to the body until we can't parse any more atoms (either
+    // we reached the end, a }, or a \right)
+    while (true) {
+        var lex = this.nextToken;
+        if (endOfExpression.indexOf(lex.text) !== -1) {
+            break;
+        }
+        if (breakOnTokenText && lex.text === breakOnTokenText) {
+            break;
+        }
+        if (breakOnInfix && functions[lex.text] && functions[lex.text].infix) {
+            break;
+        }
+        var atom = this.parseAtom();
+        if (!atom) {
+            if (!this.settings.throwOnError && lex.text[0] === "\\") {
+                var errorNode = this.handleUnsupportedCmd();
+                body.push(errorNode);
+                continue;
+            }
+
+            break;
+        }
+        body.push(atom);
+    }
+    return this.handleInfixNodes(body);
+};
+
+/**
+ * Rewrites infix operators such as \over with corresponding commands such
+ * as \frac.
+ *
+ * There can only be one infix operator per group.  If there's more than one
+ * then the expression is ambiguous.  This can be resolved by adding {}.
+ *
+ * @returns {Array}
+ */
+Parser.prototype.handleInfixNodes = function(body) {
+    var overIndex = -1;
+    var funcName;
+
+    for (var i = 0; i < body.length; i++) {
+        var node = body[i];
+        if (node.type === "infix") {
+            if (overIndex !== -1) {
+                throw new ParseError(
+                    "only one infix operator per group",
+                    node.value.token);
+            }
+            overIndex = i;
+            funcName = node.value.replaceWith;
+        }
+    }
+
+    if (overIndex !== -1) {
+        var numerNode;
+        var denomNode;
+
+        var numerBody = body.slice(0, overIndex);
+        var denomBody = body.slice(overIndex + 1);
+
+        if (numerBody.length === 1 && numerBody[0].type === "ordgroup") {
+            numerNode = numerBody[0];
+        } else {
+            numerNode = new ParseNode("ordgroup", numerBody, this.mode);
+        }
+
+        if (denomBody.length === 1 && denomBody[0].type === "ordgroup") {
+            denomNode = denomBody[0];
+        } else {
+            denomNode = new ParseNode("ordgroup", denomBody, this.mode);
+        }
+
+        var value = this.callFunction(
+            funcName, [numerNode, denomNode], null);
+        return [new ParseNode(value.type, value, this.mode)];
+    } else {
+        return body;
+    }
+};
+
+// The greediness of a superscript or subscript
+var SUPSUB_GREEDINESS = 1;
+
+/**
+ * Handle a subscript or superscript with nice errors.
+ */
+Parser.prototype.handleSupSubscript = function(name) {
+    var symbolToken = this.nextToken;
+    var symbol = symbolToken.text;
+    this.consume();
+    var group = this.parseGroup();
+
+    if (!group) {
+        if (!this.settings.throwOnError && this.nextToken.text[0] === "\\") {
+            return this.handleUnsupportedCmd();
+        } else {
+            throw new ParseError(
+                "Expected group after '" + symbol + "'",
+                symbolToken
+            );
+        }
+    } else if (group.isFunction) {
+        // ^ and _ have a greediness, so handle interactions with functions'
+        // greediness
+        var funcGreediness = functions[group.result].greediness;
+        if (funcGreediness > SUPSUB_GREEDINESS) {
+            return this.parseFunction(group);
+        } else {
+            throw new ParseError(
+                "Got function '" + group.result + "' with no arguments " +
+                    "as " + name, symbolToken);
+        }
+    } else {
+        return group.result;
+    }
+};
+
+/**
+ * Converts the textual input of an unsupported command into a text node
+ * contained within a color node whose color is determined by errorColor
+ */
+Parser.prototype.handleUnsupportedCmd = function() {
+    var text = this.nextToken.text;
+    var textordArray = [];
+
+    for (var i = 0; i < text.length; i++) {
+        textordArray.push(new ParseNode("textord", text[i], "text"));
+    }
+
+    var textNode = new ParseNode(
+        "text",
+        {
+            body: textordArray,
+            type: "text"
+        },
+        this.mode);
+
+    var colorNode = new ParseNode(
+        "color",
+        {
+            color: this.settings.errorColor,
+            value: [textNode],
+            type: "color"
+        },
+        this.mode);
+
+    this.consume();
+    return colorNode;
+};
+
+/**
+ * Parses a group with optional super/subscripts.
+ *
+ * @return {?ParseNode}
+ */
+Parser.prototype.parseAtom = function() {
+    // The body of an atom is an implicit group, so that things like
+    // \left(x\right)^2 work correctly.
+    var base = this.parseImplicitGroup();
+
+    // In text mode, we don't have superscripts or subscripts
+    if (this.mode === "text") {
+        return base;
+    }
+
+    // Note that base may be empty (i.e. null) at this point.
+
+    var superscript;
+    var subscript;
+    while (true) {
+        // Lex the first token
+        var lex = this.nextToken;
+
+        if (lex.text === "\\limits" || lex.text === "\\nolimits") {
+            // We got a limit control
+            if (!base || base.type !== "op") {
+                throw new ParseError(
+                    "Limit controls must follow a math operator",
+                    lex);
+            } else {
+                var limits = lex.text === "\\limits";
+                base.value.limits = limits;
+                base.value.alwaysHandleSupSub = true;
+            }
+            this.consume();
+        } else if (lex.text === "^") {
+            // We got a superscript start
+            if (superscript) {
+                throw new ParseError("Double superscript", lex);
+            }
+            superscript = this.handleSupSubscript("superscript");
+        } else if (lex.text === "_") {
+            // We got a subscript start
+            if (subscript) {
+                throw new ParseError("Double subscript", lex);
+            }
+            subscript = this.handleSupSubscript("subscript");
+        } else if (lex.text === "'") {
+            // We got a prime
+            var prime = new ParseNode("textord", "\\prime", this.mode);
+
+            // Many primes can be grouped together, so we handle this here
+            var primes = [prime];
+            this.consume();
+            // Keep lexing tokens until we get something that's not a prime
+            while (this.nextToken.text === "'") {
+                // For each one, add another prime to the list
+                primes.push(prime);
+                this.consume();
+            }
+            // Put them into an ordgroup as the superscript
+            superscript = new ParseNode("ordgroup", primes, this.mode);
+        } else {
+            // If it wasn't ^, _, or ', stop parsing super/subscripts
+            break;
+        }
+    }
+
+    if (superscript || subscript) {
+        // If we got either a superscript or subscript, create a supsub
+        return new ParseNode("supsub", {
+            base: base,
+            sup: superscript,
+            sub: subscript
+        }, this.mode);
+    } else {
+        // Otherwise return the original body
+        return base;
+    }
+};
+
+// A list of the size-changing functions, for use in parseImplicitGroup
+var sizeFuncs = [
+    "\\tiny", "\\scriptsize", "\\footnotesize", "\\small", "\\normalsize",
+    "\\large", "\\Large", "\\LARGE", "\\huge", "\\Huge"
+];
+
+// A list of the style-changing functions, for use in parseImplicitGroup
+var styleFuncs = [
+    "\\displaystyle", "\\textstyle", "\\scriptstyle", "\\scriptscriptstyle"
+];
+
+/**
+ * Parses an implicit group, which is a group that starts at the end of a
+ * specified, and ends right before a higher explicit group ends, or at EOL. It
+ * is used for functions that appear to affect the current style, like \Large or
+ * \textrm, where instead of keeping a style we just pretend that there is an
+ * implicit grouping after it until the end of the group. E.g.
+ *   small text {\Large large text} small text again
+ * It is also used for \left and \right to get the correct grouping.
+ *
+ * @return {?ParseNode}
+ */
+Parser.prototype.parseImplicitGroup = function() {
+    var start = this.parseSymbol();
+
+    if (start == null) {
+        // If we didn't get anything we handle, fall back to parseFunction
+        return this.parseFunction();
+    }
+
+    var func = start.result;
+    var body;
+
+    if (func === "\\left") {
+        // If we see a left:
+        // Parse the entire left function (including the delimiter)
+        var left = this.parseFunction(start);
+        // Parse out the implicit body
+        ++this.leftrightDepth;
+        body = this.parseExpression(false);
+        --this.leftrightDepth;
+        // Check the next token
+        this.expect("\\right", false);
+        var right = this.parseFunction();
+        return new ParseNode("leftright", {
+            body: body,
+            left: left.value.value,
+            right: right.value.value
+        }, this.mode);
+    } else if (func === "\\begin") {
+        // begin...end is similar to left...right
+        var begin = this.parseFunction(start);
+        var envName = begin.value.name;
+        if (!environments.hasOwnProperty(envName)) {
+            throw new ParseError(
+                "No such environment: " + envName, begin.value.nameGroup);
+        }
+        // Build the environment object. Arguments and other information will
+        // be made available to the begin and end methods using properties.
+        var env = environments[envName];
+        var args = this.parseArguments("\\begin{" + envName + "}", env);
+        var context = {
+            mode: this.mode,
+            envName: envName,
+            parser: this,
+            positions: args.pop()
+        };
+        var result = env.handler(context, args);
+        this.expect("\\end", false);
+        var endNameToken = this.nextToken;
+        var end = this.parseFunction();
+        if (end.value.name !== envName) {
+            throw new ParseError(
+                "Mismatch: \\begin{" + envName + "} matched " +
+                "by \\end{" + end.value.name + "}",
+                endNameToken);
+        }
+        result.position = end.position;
+        return result;
+    } else if (utils.contains(sizeFuncs, func)) {
+        // If we see a sizing function, parse out the implict body
+        body = this.parseExpression(false);
+        return new ParseNode("sizing", {
+            // Figure out what size to use based on the list of functions above
+            size: "size" + (utils.indexOf(sizeFuncs, func) + 1),
+            value: body
+        }, this.mode);
+    } else if (utils.contains(styleFuncs, func)) {
+        // If we see a styling function, parse out the implict body
+        body = this.parseExpression(true);
+        return new ParseNode("styling", {
+            // Figure out what style to use by pulling out the style from
+            // the function name
+            style: func.slice(1, func.length - 5),
+            value: body
+        }, this.mode);
+    } else {
+        // Defer to parseFunction if it's not a function we handle
+        return this.parseFunction(start);
+    }
+};
+
+/**
+ * Parses an entire function, including its base and all of its arguments.
+ * The base might either have been parsed already, in which case
+ * it is provided as an argument, or it's the next group in the input.
+ *
+ * @param {ParseFuncOrArgument=} baseGroup optional as described above
+ * @return {?ParseNode}
+ */
+Parser.prototype.parseFunction = function(baseGroup) {
+    if (!baseGroup) {
+        baseGroup = this.parseGroup();
+    }
+
+    if (baseGroup) {
+        if (baseGroup.isFunction) {
+            var func = baseGroup.result;
+            var funcData = functions[func];
+            if (this.mode === "text" && !funcData.allowedInText) {
+                throw new ParseError(
+                    "Can't use function '" + func + "' in text mode",
+                    baseGroup.token);
+            }
+
+            var args = this.parseArguments(func, funcData);
+            var token = baseGroup.token;
+            var result = this.callFunction(func, args, args.pop(), token);
+            return new ParseNode(result.type, result, this.mode);
+        } else {
+            return baseGroup.result;
+        }
+    } else {
+        return null;
+    }
+};
+
+/**
+ * Call a function handler with a suitable context and arguments.
+ */
+Parser.prototype.callFunction = function(name, args, positions, token) {
+    var context = {
+        funcName: name,
+        parser: this,
+        positions: positions,
+        token: token
+    };
+    return functions[name].handler(context, args);
+};
+
+/**
+ * Parses the arguments of a function or environment
+ *
+ * @param {string} func  "\name" or "\begin{name}"
+ * @param {{numArgs:number,numOptionalArgs:number|undefined}} funcData
+ * @return the array of arguments, with the list of positions as last element
+ */
+Parser.prototype.parseArguments = function(func, funcData) {
+    var totalArgs = funcData.numArgs + funcData.numOptionalArgs;
+    if (totalArgs === 0) {
+        return [[this.pos]];
+    }
+
+    var baseGreediness = funcData.greediness;
+    var positions = [this.pos];
+    var args = [];
+
+    for (var i = 0; i < totalArgs; i++) {
+        var nextToken = this.nextToken;
+        var argType = funcData.argTypes && funcData.argTypes[i];
+        var arg;
+        if (i < funcData.numOptionalArgs) {
+            if (argType) {
+                arg = this.parseGroupOfType(argType, true);
+            } else {
+                arg = this.parseGroup(true);
+            }
+            if (!arg) {
+                args.push(null);
+                positions.push(this.pos);
+                continue;
+            }
+        } else {
+            if (argType) {
+                arg = this.parseGroupOfType(argType);
+            } else {
+                arg = this.parseGroup();
+            }
+            if (!arg) {
+                if (!this.settings.throwOnError &&
+                    this.nextToken.text[0] === "\\") {
+                    arg = new ParseFuncOrArgument(
+                        this.handleUnsupportedCmd(this.nextToken.text),
+                        false);
+                } else {
+                    throw new ParseError(
+                        "Expected group after '" + func + "'", nextToken);
+                }
+            }
+        }
+        var argNode;
+        if (arg.isFunction) {
+            var argGreediness =
+                functions[arg.result].greediness;
+            if (argGreediness > baseGreediness) {
+                argNode = this.parseFunction(arg);
+            } else {
+                throw new ParseError(
+                    "Got function '" + arg.result + "' as " +
+                    "argument to '" + func + "'", nextToken);
+            }
+        } else {
+            argNode = arg.result;
+        }
+        args.push(argNode);
+        positions.push(this.pos);
+    }
+
+    args.push(positions);
+
+    return args;
+};
+
+
+/**
+ * Parses a group when the mode is changing.
+ *
+ * @return {?ParseFuncOrArgument}
+ */
+Parser.prototype.parseGroupOfType = function(innerMode, optional) {
+    var outerMode = this.mode;
+    // Handle `original` argTypes
+    if (innerMode === "original") {
+        innerMode = outerMode;
+    }
+
+    if (innerMode === "color") {
+        return this.parseColorGroup(optional);
+    }
+    if (innerMode === "size") {
+        return this.parseSizeGroup(optional);
+    }
+
+    this.switchMode(innerMode);
+    if (innerMode === "text") {
+        // text mode is special because it should ignore the whitespace before
+        // it
+        while (this.nextToken.text === " ") {
+            this.consume();
+        }
+    }
+    // By the time we get here, innerMode is one of "text" or "math".
+    // We switch the mode of the parser, recurse, then restore the old mode.
+    var res = this.parseGroup(optional);
+    this.switchMode(outerMode);
+    return res;
+};
+
+/**
+ * Parses a group, essentially returning the string formed by the
+ * brace-enclosed tokens plus some position information.
+ *
+ * @param {string} modeName  Used to describe the mode in error messages
+ * @param {boolean=} optional  Whether the group is optional or required
+ */
+Parser.prototype.parseStringGroup = function(modeName, optional) {
+    if (optional && this.nextToken.text !== "[") {
+        return null;
+    }
+    var outerMode = this.mode;
+    this.mode = "text";
+    this.expect(optional ? "[" : "{");
+    var str = "";
+    var firstToken = this.nextToken;
+    var lastToken = firstToken;
+    while (this.nextToken.text !== (optional ? "]" : "}")) {
+        if (this.nextToken.text === "EOF") {
+            throw new ParseError(
+                "Unexpected end of input in " + modeName,
+                firstToken.range(this.nextToken, str));
+        }
+        lastToken = this.nextToken;
+        str += lastToken.text;
+        this.consume();
+    }
+    this.mode = outerMode;
+    this.expect(optional ? "]" : "}");
+    return firstToken.range(lastToken, str);
+};
+
+/**
+ * Parses a regex-delimited group: the largest sequence of tokens
+ * whose concatenated strings match `regex`. Returns the string
+ * formed by the tokens plus some position information.
+ *
+ * @param {RegExp} regex
+ * @param {string} modeName  Used to describe the mode in error messages
+ */
+Parser.prototype.parseRegexGroup = function(regex, modeName) {
+    var outerMode = this.mode;
+    this.mode = "text";
+    var firstToken = this.nextToken;
+    var lastToken = firstToken;
+    var str = "";
+    while (this.nextToken.text !== "EOF"
+           && regex.test(str + this.nextToken.text)) {
+        lastToken = this.nextToken;
+        str += lastToken.text;
+        this.consume();
+    }
+    if (str === "") {
+        throw new ParseError(
+            "Invalid " + modeName + ": '" + firstToken.text + "'",
+            firstToken);
+    }
+    this.mode = outerMode;
+    return firstToken.range(lastToken, str);
+};
+
+/**
+ * Parses a color description.
+ */
+Parser.prototype.parseColorGroup = function(optional) {
+    var res = this.parseStringGroup("color", optional);
+    if (!res) {
+        return null;
+    }
+    var match = (/^(#[a-z0-9]+|[a-z]+)$/i).exec(res.text);
+    if (!match) {
+        throw new ParseError("Invalid color: '" + res.text + "'", res);
+    }
+    return new ParseFuncOrArgument(
+        new ParseNode("color", match[0], this.mode),
+        false);
+};
+
+/**
+ * Parses a size specification, consisting of magnitude and unit.
+ */
+Parser.prototype.parseSizeGroup = function(optional) {
+    var res;
+    if (!optional && this.nextToken.text !== "{") {
+        res = this.parseRegexGroup(
+            /^[-+]? *(?:$|\d+|\d+\.\d*|\.\d*) *[a-z]{0,2}$/, "size");
+    } else {
+        res = this.parseStringGroup("size", optional);
+    }
+    if (!res) {
+        return null;
+    }
+    var match = (/([-+]?) *(\d+(?:\.\d*)?|\.\d+) *([a-z]{2})/).exec(res.text);
+    if (!match) {
+        throw new ParseError("Invalid size: '" + res.text + "'", res);
+    }
+    var data = {
+        number: +(match[1] + match[2]), // sign + magnitude, cast to number
+        unit: match[3]
+    };
+    if (data.unit !== "em" && data.unit !== "ex" && data.unit !== "mu") {
+        throw new ParseError("Invalid unit: '" + data.unit + "'", res);
+    }
+    return new ParseFuncOrArgument(
+        new ParseNode("color", data, this.mode),
+        false);
+};
+
+/**
+ * If the argument is false or absent, this parses an ordinary group,
+ * which is either a single nucleus (like "x") or an expression
+ * in braces (like "{x+y}").
+ * If the argument is true, it parses either a bracket-delimited expression
+ * (like "[x+y]") or returns null to indicate the absence of a
+ * bracket-enclosed group.
+ *
+ * @param {boolean=} optional  Whether the group is optional or required
+ * @return {?ParseFuncOrArgument}
+ */
+Parser.prototype.parseGroup = function(optional) {
+    var firstToken = this.nextToken;
+    // Try to parse an open brace
+    if (this.nextToken.text === (optional ? "[" : "{")) {
+        // If we get a brace, parse an expression
+        this.consume();
+        var expression = this.parseExpression(false, optional ? "]" : null);
+        var lastToken = this.nextToken;
+        // Make sure we get a close brace
+        this.expect(optional ? "]" : "}");
+        if (this.mode === "text") {
+            this.formLigatures(expression);
+        }
+        return new ParseFuncOrArgument(
+            new ParseNode("ordgroup", expression, this.mode,
+                          firstToken, lastToken),
+            false);
+    } else {
+        // Otherwise, just return a nucleus, or nothing for an optional group
+        return optional ? null : this.parseSymbol();
+    }
+};
+
+/**
+ * Form ligature-like combinations of characters for text mode.
+ * This includes inputs like "--", "---", "``" and "''".
+ * The result will simply replace multiple textord nodes with a single
+ * character in each value by a single textord node having multiple
+ * characters in its value.  The representation is still ASCII source.
+ *
+ * @param {Array.} group  the nodes of this group,
+ *                                   list will be moified in place
+ */
+Parser.prototype.formLigatures = function(group) {
+    var i;
+    var n = group.length - 1;
+    for (i = 0; i < n; ++i) {
+        var a = group[i];
+        var v = a.value;
+        if (v === "-" && group[i + 1].value === "-") {
+            if (i + 1 < n && group[i + 2].value === "-") {
+                group.splice(i, 3, new ParseNode(
+                    "textord", "---", "text", a, group[i + 2]));
+                n -= 2;
+            } else {
+                group.splice(i, 2, new ParseNode(
+                    "textord", "--", "text", a, group[i + 1]));
+                n -= 1;
+            }
+        }
+        if ((v === "'" || v === "`") && group[i + 1].value === v) {
+            group.splice(i, 2, new ParseNode(
+                "textord", v + v, "text", a, group[i + 1]));
+            n -= 1;
+        }
+    }
+};
+
+/**
+ * Parse a single symbol out of the string. Here, we handle both the functions
+ * we have defined, as well as the single character symbols
+ *
+ * @return {?ParseFuncOrArgument}
+ */
+Parser.prototype.parseSymbol = function() {
+    var nucleus = this.nextToken;
+
+    if (functions[nucleus.text]) {
+        this.consume();
+        // If there exists a function with this name, we return the function and
+        // say that it is a function.
+        return new ParseFuncOrArgument(
+            nucleus.text,
+            true, nucleus);
+    } else if (symbols[this.mode][nucleus.text]) {
+        this.consume();
+        // Otherwise if this is a no-argument function, find the type it
+        // corresponds to in the symbols map
+        return new ParseFuncOrArgument(
+            new ParseNode(symbols[this.mode][nucleus.text].group,
+                          nucleus.text, this.mode, nucleus),
+            false, nucleus);
+    } else if (this.mode === "text" && cjkRegex.test(nucleus.text)) {
+        this.consume();
+        return new ParseFuncOrArgument(
+            new ParseNode("textord", nucleus.text, this.mode, nucleus),
+            false, nucleus);
+    } else {
+        return null;
+    }
+};
+
+Parser.prototype.ParseNode = ParseNode;
+
+module.exports = Parser;
+
+},{"./MacroExpander":4,"./ParseError":6,"./environments":16,"./functions":19,"./parseData":21,"./symbols":23,"./unicodeRegexes":24,"./utils":25}],8:[function(require,module,exports){
+/**
+ * This is a module for storing settings passed into KaTeX. It correctly handles
+ * default settings.
+ */
+
+/**
+ * Helper function for getting a default value if the value is undefined
+ */
+function get(option, defaultValue) {
+    return option === undefined ? defaultValue : option;
+}
+
+/**
+ * The main Settings object
+ *
+ * The current options stored are:
+ *  - displayMode: Whether the expression should be typeset by default in
+ *                 textstyle or displaystyle (default false)
+ */
+function Settings(options) {
+    // allow null options
+    options = options || {};
+    this.displayMode = get(options.displayMode, false);
+    this.throwOnError = get(options.throwOnError, true);
+    this.errorColor = get(options.errorColor, "#cc0000");
+    this.macros = options.macros || {};
+}
+
+module.exports = Settings;
+
+},{}],9:[function(require,module,exports){
+/**
+ * This file contains information and classes for the various kinds of styles
+ * used in TeX. It provides a generic `Style` class, which holds information
+ * about a specific style. It then provides instances of all the different kinds
+ * of styles possible, and provides functions to move between them and get
+ * information about them.
+ */
+
+var sigmas = require("./fontMetrics.js").sigmas;
+
+var metrics = [{}, {}, {}];
+var i;
+for (var key in sigmas) {
+    if (sigmas.hasOwnProperty(key)) {
+        for (i = 0; i < 3; i++) {
+            metrics[i][key] = sigmas[key][i];
+        }
+    }
+}
+for (i = 0; i < 3; i++) {
+    metrics[i].emPerEx = sigmas.xHeight[i] / sigmas.quad[i];
+}
+
+/**
+ * The main style class. Contains a unique id for the style, a size (which is
+ * the same for cramped and uncramped version of a style), a cramped flag, and a
+ * size multiplier, which gives the size difference between a style and
+ * textstyle.
+ */
+function Style(id, size, multiplier, cramped) {
+    this.id = id;
+    this.size = size;
+    this.cramped = cramped;
+    this.sizeMultiplier = multiplier;
+    this.metrics = metrics[size > 0 ? size - 1 : 0];
+}
+
+/**
+ * Get the style of a superscript given a base in the current style.
+ */
+Style.prototype.sup = function() {
+    return styles[sup[this.id]];
+};
+
+/**
+ * Get the style of a subscript given a base in the current style.
+ */
+Style.prototype.sub = function() {
+    return styles[sub[this.id]];
+};
+
+/**
+ * Get the style of a fraction numerator given the fraction in the current
+ * style.
+ */
+Style.prototype.fracNum = function() {
+    return styles[fracNum[this.id]];
+};
+
+/**
+ * Get the style of a fraction denominator given the fraction in the current
+ * style.
+ */
+Style.prototype.fracDen = function() {
+    return styles[fracDen[this.id]];
+};
+
+/**
+ * Get the cramped version of a style (in particular, cramping a cramped style
+ * doesn't change the style).
+ */
+Style.prototype.cramp = function() {
+    return styles[cramp[this.id]];
+};
+
+/**
+ * HTML class name, like "displaystyle cramped"
+ */
+Style.prototype.cls = function() {
+    return sizeNames[this.size] + (this.cramped ? " cramped" : " uncramped");
+};
+
+/**
+ * HTML Reset class name, like "reset-textstyle"
+ */
+Style.prototype.reset = function() {
+    return resetNames[this.size];
+};
+
+/**
+ * Return if this style is tightly spaced (scriptstyle/scriptscriptstyle)
+ */
+Style.prototype.isTight = function() {
+    return this.size >= 2;
+};
+
+// IDs of the different styles
+var D = 0;
+var Dc = 1;
+var T = 2;
+var Tc = 3;
+var S = 4;
+var Sc = 5;
+var SS = 6;
+var SSc = 7;
+
+// String names for the different sizes
+var sizeNames = [
+    "displaystyle textstyle",
+    "textstyle",
+    "scriptstyle",
+    "scriptscriptstyle"
+];
+
+// Reset names for the different sizes
+var resetNames = [
+    "reset-textstyle",
+    "reset-textstyle",
+    "reset-scriptstyle",
+    "reset-scriptscriptstyle"
+];
+
+// Instances of the different styles
+var styles = [
+    new Style(D, 0, 1.0, false),
+    new Style(Dc, 0, 1.0, true),
+    new Style(T, 1, 1.0, false),
+    new Style(Tc, 1, 1.0, true),
+    new Style(S, 2, 0.7, false),
+    new Style(Sc, 2, 0.7, true),
+    new Style(SS, 3, 0.5, false),
+    new Style(SSc, 3, 0.5, true)
+];
+
+// Lookup tables for switching from one style to another
+var sup = [S, Sc, S, Sc, SS, SSc, SS, SSc];
+var sub = [Sc, Sc, Sc, Sc, SSc, SSc, SSc, SSc];
+var fracNum = [T, Tc, S, Sc, SS, SSc, SS, SSc];
+var fracDen = [Tc, Tc, Sc, Sc, SSc, SSc, SSc, SSc];
+var cramp = [Dc, Dc, Tc, Tc, Sc, Sc, SSc, SSc];
+
+// We only export some of the styles. Also, we don't export the `Style` class so
+// no more styles can be generated.
+module.exports = {
+    DISPLAY: styles[D],
+    TEXT: styles[T],
+    SCRIPT: styles[S],
+    SCRIPTSCRIPT: styles[SS]
+};
+
+},{"./fontMetrics.js":17}],10:[function(require,module,exports){
+/* eslint no-console:0 */
+/**
+ * This module contains general functions that can be used for building
+ * different kinds of domTree nodes in a consistent manner.
+ */
+
+var domTree = require("./domTree");
+var fontMetrics = require("./fontMetrics");
+var symbols = require("./symbols");
+var utils = require("./utils");
+
+var greekCapitals = [
+    "\\Gamma",
+    "\\Delta",
+    "\\Theta",
+    "\\Lambda",
+    "\\Xi",
+    "\\Pi",
+    "\\Sigma",
+    "\\Upsilon",
+    "\\Phi",
+    "\\Psi",
+    "\\Omega"
+];
+
+// The following have to be loaded from Main-Italic font, using class mainit
+var mainitLetters = [
+    "\u0131",   // dotless i, \imath
+    "\u0237",   // dotless j, \jmath
+    "\u00a3"   // \pounds
+];
+
+/**
+ * Makes a symbolNode after translation via the list of symbols in symbols.js.
+ * Correctly pulls out metrics for the character, and optionally takes a list of
+ * classes to be attached to the node.
+ *
+ * TODO: make argument order closer to makeSpan
+ * TODO: add a separate argument for math class (e.g. `mop`, `mbin`), which
+ * should if present come first in `classes`.
+ */
+var makeSymbol = function(value, fontFamily, mode, options, classes) {
+    // Replace the value with its replaced value from symbol.js
+    if (symbols[mode][value] && symbols[mode][value].replace) {
+        value = symbols[mode][value].replace;
+    }
+
+    var metrics = fontMetrics.getCharacterMetrics(value, fontFamily);
+
+    var symbolNode;
+    if (metrics) {
+        var italic = metrics.italic;
+        if (mode === "text") {
+            italic = 0;
+        }
+        symbolNode = new domTree.symbolNode(
+            value, metrics.height, metrics.depth, italic, metrics.skew,
+            classes);
+    } else {
+        // TODO(emily): Figure out a good way to only print this in development
+        typeof console !== "undefined" && console.warn(
+            "No character metrics for '" + value + "' in style '" +
+                fontFamily + "'");
+        symbolNode = new domTree.symbolNode(value, 0, 0, 0, 0, classes);
+    }
+
+    if (options) {
+        if (options.style.isTight()) {
+            symbolNode.classes.push("mtight");
+        }
+        if (options.getColor()) {
+            symbolNode.style.color = options.getColor();
+        }
+    }
+
+    return symbolNode;
+};
+
+/**
+ * Makes a symbol in Main-Regular or AMS-Regular.
+ * Used for rel, bin, open, close, inner, and punct.
+ */
+var mathsym = function(value, mode, options, classes) {
+    // Decide what font to render the symbol in by its entry in the symbols
+    // table.
+    // Have a special case for when the value = \ because the \ is used as a
+    // textord in unsupported command errors but cannot be parsed as a regular
+    // text ordinal and is therefore not present as a symbol in the symbols
+    // table for text
+    if (value === "\\" || symbols[mode][value].font === "main") {
+        return makeSymbol(value, "Main-Regular", mode, options, classes);
+    } else {
+        return makeSymbol(
+            value, "AMS-Regular", mode, options, classes.concat(["amsrm"]));
+    }
+};
+
+/**
+ * Makes a symbol in the default font for mathords and textords.
+ */
+var mathDefault = function(value, mode, options, classes, type) {
+    if (type === "mathord") {
+        return mathit(value, mode, options, classes);
+    } else if (type === "textord") {
+        return makeSymbol(
+            value, "Main-Regular", mode, options, classes.concat(["mathrm"]));
+    } else {
+        throw new Error("unexpected type: " + type + " in mathDefault");
+    }
+};
+
+/**
+ * Makes a symbol in the italic math font.
+ */
+var mathit = function(value, mode, options, classes) {
+    if (/[0-9]/.test(value.charAt(0)) ||
+            // glyphs for \imath and \jmath do not exist in Math-Italic so we
+            // need to use Main-Italic instead
+            utils.contains(mainitLetters, value) ||
+            utils.contains(greekCapitals, value)) {
+        return makeSymbol(
+            value, "Main-Italic", mode, options, classes.concat(["mainit"]));
+    } else {
+        return makeSymbol(
+            value, "Math-Italic", mode, options, classes.concat(["mathit"]));
+    }
+};
+
+/**
+ * Makes either a mathord or textord in the correct font and color.
+ */
+var makeOrd = function(group, options, type) {
+    var mode = group.mode;
+    var value = group.value;
+    if (symbols[mode][value] && symbols[mode][value].replace) {
+        value = symbols[mode][value].replace;
+    }
+
+    var classes = ["mord"];
+
+    var font = options.font;
+    if (font) {
+        if (font === "mathit" || utils.contains(mainitLetters, value)) {
+            return mathit(value, mode, options, classes);
+        } else {
+            var fontName = fontMap[font].fontName;
+            if (fontMetrics.getCharacterMetrics(value, fontName)) {
+                return makeSymbol(
+                    value, fontName, mode, options, classes.concat([font]));
+            } else {
+                return mathDefault(value, mode, options, classes, type);
+            }
+        }
+    } else {
+        return mathDefault(value, mode, options, classes, type);
+    }
+};
+
+/**
+ * Calculate the height, depth, and maxFontSize of an element based on its
+ * children.
+ */
+var sizeElementFromChildren = function(elem) {
+    var height = 0;
+    var depth = 0;
+    var maxFontSize = 0;
+
+    if (elem.children) {
+        for (var i = 0; i < elem.children.length; i++) {
+            if (elem.children[i].height > height) {
+                height = elem.children[i].height;
+            }
+            if (elem.children[i].depth > depth) {
+                depth = elem.children[i].depth;
+            }
+            if (elem.children[i].maxFontSize > maxFontSize) {
+                maxFontSize = elem.children[i].maxFontSize;
+            }
+        }
+    }
+
+    elem.height = height;
+    elem.depth = depth;
+    elem.maxFontSize = maxFontSize;
+};
+
+/**
+ * Makes a span with the given list of classes, list of children, and options.
+ *
+ * TODO: Ensure that `options` is always provided (currently some call sites
+ * don't pass it).
+ * TODO: add a separate argument for math class (e.g. `mop`, `mbin`), which
+ * should if present come first in `classes`.
+ */
+var makeSpan = function(classes, children, options) {
+    var span = new domTree.span(classes, children, options);
+
+    sizeElementFromChildren(span);
+
+    return span;
+};
+
+/**
+ * Prepends the given children to the given span, updating height, depth, and
+ * maxFontSize.
+ */
+var prependChildren = function(span, children) {
+    span.children = children.concat(span.children);
+
+    sizeElementFromChildren(span);
+};
+
+/**
+ * Makes a document fragment with the given list of children.
+ */
+var makeFragment = function(children) {
+    var fragment = new domTree.documentFragment(children);
+
+    sizeElementFromChildren(fragment);
+
+    return fragment;
+};
+
+/**
+ * Makes an element placed in each of the vlist elements to ensure that each
+ * element has the same max font size. To do this, we create a zero-width space
+ * with the correct font size.
+ */
+var makeFontSizer = function(options, fontSize) {
+    var fontSizeInner = makeSpan([], [new domTree.symbolNode("\u200b")]);
+    fontSizeInner.style.fontSize =
+        (fontSize / options.style.sizeMultiplier) + "em";
+
+    var fontSizer = makeSpan(
+        ["fontsize-ensurer", "reset-" + options.size, "size5"],
+        [fontSizeInner]);
+
+    return fontSizer;
+};
+
+/**
+ * Makes a vertical list by stacking elements and kerns on top of each other.
+ * Allows for many different ways of specifying the positioning method.
+ *
+ * Arguments:
+ *  - children: A list of child or kern nodes to be stacked on top of each other
+ *              (i.e. the first element will be at the bottom, and the last at
+ *              the top). Element nodes are specified as
+ *                {type: "elem", elem: node}
+ *              while kern nodes are specified as
+ *                {type: "kern", size: size}
+ *  - positionType: The method by which the vlist should be positioned. Valid
+ *                  values are:
+ *                   - "individualShift": The children list only contains elem
+ *                                        nodes, and each node contains an extra
+ *                                        "shift" value of how much it should be
+ *                                        shifted (note that shifting is always
+ *                                        moving downwards). positionData is
+ *                                        ignored.
+ *                   - "top": The positionData specifies the topmost point of
+ *                            the vlist (note this is expected to be a height,
+ *                            so positive values move up)
+ *                   - "bottom": The positionData specifies the bottommost point
+ *                               of the vlist (note this is expected to be a
+ *                               depth, so positive values move down
+ *                   - "shift": The vlist will be positioned such that its
+ *                              baseline is positionData away from the baseline
+ *                              of the first child. Positive values move
+ *                              downwards.
+ *                   - "firstBaseline": The vlist will be positioned such that
+ *                                      its baseline is aligned with the
+ *                                      baseline of the first child.
+ *                                      positionData is ignored. (this is
+ *                                      equivalent to "shift" with
+ *                                      positionData=0)
+ *  - positionData: Data used in different ways depending on positionType
+ *  - options: An Options object
+ *
+ */
+var makeVList = function(children, positionType, positionData, options) {
+    var depth;
+    var currPos;
+    var i;
+    if (positionType === "individualShift") {
+        var oldChildren = children;
+        children = [oldChildren[0]];
+
+        // Add in kerns to the list of children to get each element to be
+        // shifted to the correct specified shift
+        depth = -oldChildren[0].shift - oldChildren[0].elem.depth;
+        currPos = depth;
+        for (i = 1; i < oldChildren.length; i++) {
+            var diff = -oldChildren[i].shift - currPos -
+                oldChildren[i].elem.depth;
+            var size = diff -
+                (oldChildren[i - 1].elem.height +
+                 oldChildren[i - 1].elem.depth);
+
+            currPos = currPos + diff;
+
+            children.push({type: "kern", size: size});
+            children.push(oldChildren[i]);
+        }
+    } else if (positionType === "top") {
+        // We always start at the bottom, so calculate the bottom by adding up
+        // all the sizes
+        var bottom = positionData;
+        for (i = 0; i < children.length; i++) {
+            if (children[i].type === "kern") {
+                bottom -= children[i].size;
+            } else {
+                bottom -= children[i].elem.height + children[i].elem.depth;
+            }
+        }
+        depth = bottom;
+    } else if (positionType === "bottom") {
+        depth = -positionData;
+    } else if (positionType === "shift") {
+        depth = -children[0].elem.depth - positionData;
+    } else if (positionType === "firstBaseline") {
+        depth = -children[0].elem.depth;
+    } else {
+        depth = 0;
+    }
+
+    // Make the fontSizer
+    var maxFontSize = 0;
+    for (i = 0; i < children.length; i++) {
+        if (children[i].type === "elem") {
+            maxFontSize = Math.max(maxFontSize, children[i].elem.maxFontSize);
+        }
+    }
+    var fontSizer = makeFontSizer(options, maxFontSize);
+
+    // Create a new list of actual children at the correct offsets
+    var realChildren = [];
+    currPos = depth;
+    for (i = 0; i < children.length; i++) {
+        if (children[i].type === "kern") {
+            currPos += children[i].size;
+        } else {
+            var child = children[i].elem;
+
+            var shift = -child.depth - currPos;
+            currPos += child.height + child.depth;
+
+            var childWrap = makeSpan([], [fontSizer, child]);
+            childWrap.height -= shift;
+            childWrap.depth += shift;
+            childWrap.style.top = shift + "em";
+
+            realChildren.push(childWrap);
+        }
+    }
+
+    // Add in an element at the end with no offset to fix the calculation of
+    // baselines in some browsers (namely IE, sometimes safari)
+    var baselineFix = makeSpan(
+        ["baseline-fix"], [fontSizer, new domTree.symbolNode("\u200b")]);
+    realChildren.push(baselineFix);
+
+    var vlist = makeSpan(["vlist"], realChildren);
+    // Fix the final height and depth, in case there were kerns at the ends
+    // since the makeSpan calculation won't take that in to account.
+    vlist.height = Math.max(currPos, vlist.height);
+    vlist.depth = Math.max(-depth, vlist.depth);
+    return vlist;
+};
+
+// A table of size -> font size for the different sizing functions
+var sizingMultiplier = {
+    size1: 0.5,
+    size2: 0.7,
+    size3: 0.8,
+    size4: 0.9,
+    size5: 1.0,
+    size6: 1.2,
+    size7: 1.44,
+    size8: 1.73,
+    size9: 2.07,
+    size10: 2.49
+};
+
+// A map of spacing functions to their attributes, like size and corresponding
+// CSS class
+var spacingFunctions = {
+    "\\qquad": {
+        size: "2em",
+        className: "qquad"
+    },
+    "\\quad": {
+        size: "1em",
+        className: "quad"
+    },
+    "\\enspace": {
+        size: "0.5em",
+        className: "enspace"
+    },
+    "\\;": {
+        size: "0.277778em",
+        className: "thickspace"
+    },
+    "\\:": {
+        size: "0.22222em",
+        className: "mediumspace"
+    },
+    "\\,": {
+        size: "0.16667em",
+        className: "thinspace"
+    },
+    "\\!": {
+        size: "-0.16667em",
+        className: "negativethinspace"
+    }
+};
+
+/**
+ * Maps TeX font commands to objects containing:
+ * - variant: string used for "mathvariant" attribute in buildMathML.js
+ * - fontName: the "style" parameter to fontMetrics.getCharacterMetrics
+ */
+// A map between tex font commands an MathML mathvariant attribute values
+var fontMap = {
+    // styles
+    "mathbf": {
+        variant: "bold",
+        fontName: "Main-Bold"
+    },
+    "mathrm": {
+        variant: "normal",
+        fontName: "Main-Regular"
+    },
+    "textit": {
+        variant: "italic",
+        fontName: "Main-Italic"
+    },
+
+    // "mathit" is missing because it requires the use of two fonts: Main-Italic
+    // and Math-Italic.  This is handled by a special case in makeOrd which ends
+    // up calling mathit.
+
+    // families
+    "mathbb": {
+        variant: "double-struck",
+        fontName: "AMS-Regular"
+    },
+    "mathcal": {
+        variant: "script",
+        fontName: "Caligraphic-Regular"
+    },
+    "mathfrak": {
+        variant: "fraktur",
+        fontName: "Fraktur-Regular"
+    },
+    "mathscr": {
+        variant: "script",
+        fontName: "Script-Regular"
+    },
+    "mathsf": {
+        variant: "sans-serif",
+        fontName: "SansSerif-Regular"
+    },
+    "mathtt": {
+        variant: "monospace",
+        fontName: "Typewriter-Regular"
+    }
+};
+
+module.exports = {
+    fontMap: fontMap,
+    makeSymbol: makeSymbol,
+    mathsym: mathsym,
+    makeSpan: makeSpan,
+    makeFragment: makeFragment,
+    makeVList: makeVList,
+    makeOrd: makeOrd,
+    prependChildren: prependChildren,
+    sizingMultiplier: sizingMultiplier,
+    spacingFunctions: spacingFunctions
+};
+
+},{"./domTree":15,"./fontMetrics":17,"./symbols":23,"./utils":25}],11:[function(require,module,exports){
+/* eslint no-console:0 */
+/**
+ * This file does the main work of building a domTree structure from a parse
+ * tree. The entry point is the `buildHTML` function, which takes a parse tree.
+ * Then, the buildExpression, buildGroup, and various groupTypes functions are
+ * called, to produce a final HTML tree.
+ */
+
+var ParseError = require("./ParseError");
+var Style = require("./Style");
+
+var buildCommon = require("./buildCommon");
+var delimiter = require("./delimiter");
+var domTree = require("./domTree");
+var fontMetrics = require("./fontMetrics");
+var utils = require("./utils");
+
+var makeSpan = buildCommon.makeSpan;
+
+var isSpace = function(node) {
+    return node instanceof domTree.span && node.classes[0] === "mspace";
+};
+
+// Binary atoms (first class `mbin`) change into ordinary atoms (`mord`)
+// depending on their surroundings. See TeXbook pg. 442-446, Rules 5 and 6,
+// and the text before Rule 19.
+
+var isBin = function(node) {
+    return node && node.classes[0] === "mbin";
+};
+
+var isBinLeftCanceller = function(node, isRealGroup) {
+    // TODO: This code assumes that a node's math class is the first element
+    // of its `classes` array. A later cleanup should ensure this, for
+    // instance by changing the signature of `makeSpan`.
+    if (node) {
+        return utils.contains(["mbin", "mopen", "mrel", "mop", "mpunct"],
+                              node.classes[0]);
+    } else {
+        return isRealGroup;
+    }
+};
+
+var isBinRightCanceller = function(node, isRealGroup) {
+    if (node) {
+        return utils.contains(["mrel", "mclose", "mpunct"], node.classes[0]);
+    } else {
+        return isRealGroup;
+    }
+};
+
+/**
+ * Take a list of nodes, build them in order, and return a list of the built
+ * nodes. documentFragments are flattened into their contents, so the
+ * returned list contains no fragments. `isRealGroup` is true if `expression`
+ * is a real group (no atoms will be added on either side), as opposed to
+ * a partial group (e.g. one created by \color).
+ */
+var buildExpression = function(expression, options, isRealGroup) {
+    // Parse expressions into `groups`.
+    var groups = [];
+    for (var i = 0; i < expression.length; i++) {
+        var group = expression[i];
+        var output = buildGroup(group, options);
+        if (output instanceof domTree.documentFragment) {
+            Array.prototype.push.apply(groups, output.children);
+        } else {
+            groups.push(output);
+        }
+    }
+    // At this point `groups` consists entirely of `symbolNode`s and `span`s.
+
+    // Explicit spaces (e.g., \;, \,) should be ignored with respect to atom
+    // spacing (e.g., "add thick space between mord and mrel"). Since CSS
+    // adjacency rules implement atom spacing, spaces should be invisible to
+    // CSS. So we splice them out of `groups` and into the atoms themselves.
+    var spaces = null;
+    for (i = 0; i < groups.length; i++) {
+        if (isSpace(groups[i])) {
+            spaces = spaces || [];
+            spaces.push(groups[i]);
+            groups.splice(i, 1);
+            i--;
+        } else if (spaces) {
+            if (groups[i] instanceof domTree.symbolNode) {
+                groups[i] = makeSpan([].concat(groups[i].classes), [groups[i]]);
+            }
+            buildCommon.prependChildren(groups[i], spaces);
+            spaces = null;
+        }
+    }
+    if (spaces) {
+        Array.prototype.push.apply(groups, spaces);
+    }
+
+    // Binary operators change to ordinary symbols in some contexts.
+    for (i = 0; i < groups.length; i++) {
+        if (isBin(groups[i])
+            && (isBinLeftCanceller(groups[i - 1], isRealGroup)
+                || isBinRightCanceller(groups[i + 1], isRealGroup))) {
+            groups[i].classes[0] = "mord";
+        }
+    }
+
+    return groups;
+};
+
+// Return math atom class (mclass) of a domTree.
+var getTypeOfDomTree = function(node) {
+    if (node instanceof domTree.documentFragment) {
+        if (node.children.length) {
+            return getTypeOfDomTree(
+                node.children[node.children.length - 1]);
+        }
+    } else {
+        if (utils.contains(["mord", "mop", "mbin", "mrel", "mopen", "mclose",
+            "mpunct", "minner"], node.classes[0])) {
+            return node.classes[0];
+        }
+    }
+    return null;
+};
+
+/**
+ * Sometimes, groups perform special rules when they have superscripts or
+ * subscripts attached to them. This function lets the `supsub` group know that
+ * its inner element should handle the superscripts and subscripts instead of
+ * handling them itself.
+ */
+var shouldHandleSupSub = function(group, options) {
+    if (!group) {
+        return false;
+    } else if (group.type === "op") {
+        // Operators handle supsubs differently when they have limits
+        // (e.g. `\displaystyle\sum_2^3`)
+        return group.value.limits &&
+            (options.style.size === Style.DISPLAY.size ||
+            group.value.alwaysHandleSupSub);
+    } else if (group.type === "accent") {
+        return isCharacterBox(group.value.base);
+    } else {
+        return null;
+    }
+};
+
+/**
+ * Sometimes we want to pull out the innermost element of a group. In most
+ * cases, this will just be the group itself, but when ordgroups and colors have
+ * a single element, we want to pull that out.
+ */
+var getBaseElem = function(group) {
+    if (!group) {
+        return false;
+    } else if (group.type === "ordgroup") {
+        if (group.value.length === 1) {
+            return getBaseElem(group.value[0]);
+        } else {
+            return group;
+        }
+    } else if (group.type === "color") {
+        if (group.value.value.length === 1) {
+            return getBaseElem(group.value.value[0]);
+        } else {
+            return group;
+        }
+    } else if (group.type === "font") {
+        return getBaseElem(group.value.body);
+    } else {
+        return group;
+    }
+};
+
+/**
+ * TeXbook algorithms often reference "character boxes", which are simply groups
+ * with a single character in them. To decide if something is a character box,
+ * we find its innermost group, and see if it is a single character.
+ */
+var isCharacterBox = function(group) {
+    var baseElem = getBaseElem(group);
+
+    // These are all they types of groups which hold single characters
+    return baseElem.type === "mathord" ||
+        baseElem.type === "textord" ||
+        baseElem.type === "bin" ||
+        baseElem.type === "rel" ||
+        baseElem.type === "inner" ||
+        baseElem.type === "open" ||
+        baseElem.type === "close" ||
+        baseElem.type === "punct";
+};
+
+var makeNullDelimiter = function(options, classes) {
+    return makeSpan(classes.concat([
+        "sizing", "reset-" + options.size, "size5",
+        options.style.reset(), Style.TEXT.cls(),
+        "nulldelimiter"]));
+};
+
+/**
+ * This is a map of group types to the function used to handle that type.
+ * Simpler types come at the beginning, while complicated types come afterwards.
+ */
+var groupTypes = {};
+
+groupTypes.mathord = function(group, options) {
+    return buildCommon.makeOrd(group, options, "mathord");
+};
+
+groupTypes.textord = function(group, options) {
+    return buildCommon.makeOrd(group, options, "textord");
+};
+
+groupTypes.bin = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mbin"]);
+};
+
+groupTypes.rel = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mrel"]);
+};
+
+groupTypes.open = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mopen"]);
+};
+
+groupTypes.close = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mclose"]);
+};
+
+groupTypes.inner = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["minner"]);
+};
+
+groupTypes.punct = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mpunct"]);
+};
+
+groupTypes.ordgroup = function(group, options) {
+    return makeSpan(
+        ["mord", options.style.cls()],
+        buildExpression(group.value, options.reset(), true),
+        options
+    );
+};
+
+groupTypes.text = function(group, options) {
+    var newOptions = options.withFont(group.value.style);
+    var inner = buildExpression(group.value.body, newOptions, true);
+    for (var i = 0; i < inner.length - 1; i++) {
+        if (inner[i].tryCombine(inner[i + 1])) {
+            inner.splice(i + 1, 1);
+            i--;
+        }
+    }
+    return makeSpan(["mord", "text", newOptions.style.cls()],
+        inner, newOptions);
+};
+
+groupTypes.color = function(group, options) {
+    var elements = buildExpression(
+        group.value.value,
+        options.withColor(group.value.color),
+        false
+    );
+
+    // \color isn't supposed to affect the type of the elements it contains.
+    // To accomplish this, we wrap the results in a fragment, so the inner
+    // elements will be able to directly interact with their neighbors. For
+    // example, `\color{red}{2 +} 3` has the same spacing as `2 + 3`
+    return new buildCommon.makeFragment(elements);
+};
+
+groupTypes.supsub = function(group, options) {
+    // Superscript and subscripts are handled in the TeXbook on page
+    // 445-446, rules 18(a-f).
+
+    // Here is where we defer to the inner group if it should handle
+    // superscripts and subscripts itself.
+    if (shouldHandleSupSub(group.value.base, options)) {
+        return groupTypes[group.value.base.type](group, options);
+    }
+
+    var base = buildGroup(group.value.base, options.reset());
+    var supmid;
+    var submid;
+    var sup;
+    var sub;
+
+    var style = options.style;
+    var newOptions;
+
+    if (group.value.sup) {
+        newOptions = options.withStyle(style.sup());
+        sup = buildGroup(group.value.sup, newOptions);
+        supmid = makeSpan([style.reset(), style.sup().cls()],
+            [sup], newOptions);
+    }
+
+    if (group.value.sub) {
+        newOptions = options.withStyle(style.sub());
+        sub = buildGroup(group.value.sub, newOptions);
+        submid = makeSpan([style.reset(), style.sub().cls()],
+            [sub], newOptions);
+    }
+
+    // Rule 18a
+    var supShift;
+    var subShift;
+    if (isCharacterBox(group.value.base)) {
+        supShift = 0;
+        subShift = 0;
+    } else {
+        supShift = base.height - style.metrics.supDrop;
+        subShift = base.depth + style.metrics.subDrop;
+    }
+
+    // Rule 18c
+    var minSupShift;
+    if (style === Style.DISPLAY) {
+        minSupShift = style.metrics.sup1;
+    } else if (style.cramped) {
+        minSupShift = style.metrics.sup3;
+    } else {
+        minSupShift = style.metrics.sup2;
+    }
+
+    // scriptspace is a font-size-independent size, so scale it
+    // appropriately
+    var multiplier = Style.TEXT.sizeMultiplier *
+            style.sizeMultiplier;
+    var scriptspace =
+        (0.5 / fontMetrics.metrics.ptPerEm) / multiplier + "em";
+
+    var supsub;
+    if (!group.value.sup) {
+        // Rule 18b
+        subShift = Math.max(
+            subShift, style.metrics.sub1,
+            sub.height - 0.8 * style.metrics.xHeight);
+
+        supsub = buildCommon.makeVList([
+            {type: "elem", elem: submid}
+        ], "shift", subShift, options);
+
+        supsub.children[0].style.marginRight = scriptspace;
+
+        // Subscripts shouldn't be shifted by the base's italic correction.
+        // Account for that by shifting the subscript back the appropriate
+        // amount. Note we only do this when the base is a single symbol.
+        if (base instanceof domTree.symbolNode) {
+            supsub.children[0].style.marginLeft = -base.italic + "em";
+        }
+    } else if (!group.value.sub) {
+        // Rule 18c, d
+        supShift = Math.max(supShift, minSupShift,
+            sup.depth + 0.25 * style.metrics.xHeight);
+
+        supsub = buildCommon.makeVList([
+            {type: "elem", elem: supmid}
+        ], "shift", -supShift, options);
+
+        supsub.children[0].style.marginRight = scriptspace;
+    } else {
+        supShift = Math.max(
+            supShift, minSupShift, sup.depth + 0.25 * style.metrics.xHeight);
+        subShift = Math.max(subShift, style.metrics.sub2);
+
+        var ruleWidth = fontMetrics.metrics.defaultRuleThickness;
+
+        // Rule 18e
+        if ((supShift - sup.depth) - (sub.height - subShift) <
+                4 * ruleWidth) {
+            subShift = 4 * ruleWidth - (supShift - sup.depth) + sub.height;
+            var psi = 0.8 * style.metrics.xHeight - (supShift - sup.depth);
+            if (psi > 0) {
+                supShift += psi;
+                subShift -= psi;
+            }
+        }
+
+        supsub = buildCommon.makeVList([
+            {type: "elem", elem: submid, shift: subShift},
+            {type: "elem", elem: supmid, shift: -supShift}
+        ], "individualShift", null, options);
+
+        // See comment above about subscripts not being shifted
+        if (base instanceof domTree.symbolNode) {
+            supsub.children[0].style.marginLeft = -base.italic + "em";
+        }
+
+        supsub.children[0].style.marginRight = scriptspace;
+        supsub.children[1].style.marginRight = scriptspace;
+    }
+
+    // We ensure to wrap the supsub vlist in a span.msupsub to reset text-align
+    var mclass = getTypeOfDomTree(base) || "mord";
+    return makeSpan([mclass],
+        [base, makeSpan(["msupsub"], [supsub])],
+        options);
+};
+
+groupTypes.genfrac = function(group, options) {
+    // Fractions are handled in the TeXbook on pages 444-445, rules 15(a-e).
+    // Figure out what style this fraction should be in based on the
+    // function used
+    var style = options.style;
+    if (group.value.size === "display") {
+        style = Style.DISPLAY;
+    } else if (group.value.size === "text") {
+        style = Style.TEXT;
+    }
+
+    var nstyle = style.fracNum();
+    var dstyle = style.fracDen();
+    var newOptions;
+
+    newOptions = options.withStyle(nstyle);
+    var numer = buildGroup(group.value.numer, newOptions);
+    var numerreset = makeSpan([style.reset(), nstyle.cls()],
+        [numer], newOptions);
+
+    newOptions = options.withStyle(dstyle);
+    var denom = buildGroup(group.value.denom, newOptions);
+    var denomreset = makeSpan([style.reset(), dstyle.cls()],
+        [denom], newOptions);
+
+    var ruleWidth;
+    if (group.value.hasBarLine) {
+        ruleWidth = fontMetrics.metrics.defaultRuleThickness /
+            options.style.sizeMultiplier;
+    } else {
+        ruleWidth = 0;
+    }
+
+    // Rule 15b
+    var numShift;
+    var clearance;
+    var denomShift;
+    if (style.size === Style.DISPLAY.size) {
+        numShift = style.metrics.num1;
+        if (ruleWidth > 0) {
+            clearance = 3 * ruleWidth;
+        } else {
+            clearance = 7 * fontMetrics.metrics.defaultRuleThickness;
+        }
+        denomShift = style.metrics.denom1;
+    } else {
+        if (ruleWidth > 0) {
+            numShift = style.metrics.num2;
+            clearance = ruleWidth;
+        } else {
+            numShift = style.metrics.num3;
+            clearance = 3 * fontMetrics.metrics.defaultRuleThickness;
+        }
+        denomShift = style.metrics.denom2;
+    }
+
+    var frac;
+    if (ruleWidth === 0) {
+        // Rule 15c
+        var candidateClearance =
+            (numShift - numer.depth) - (denom.height - denomShift);
+        if (candidateClearance < clearance) {
+            numShift += 0.5 * (clearance - candidateClearance);
+            denomShift += 0.5 * (clearance - candidateClearance);
+        }
+
+        frac = buildCommon.makeVList([
+            {type: "elem", elem: denomreset, shift: denomShift},
+            {type: "elem", elem: numerreset, shift: -numShift}
+        ], "individualShift", null, options);
+    } else {
+        // Rule 15d
+        var axisHeight = style.metrics.axisHeight;
+
+        if ((numShift - numer.depth) - (axisHeight + 0.5 * ruleWidth) <
+                clearance) {
+            numShift +=
+                clearance - ((numShift - numer.depth) -
+                             (axisHeight + 0.5 * ruleWidth));
+        }
+
+        if ((axisHeight - 0.5 * ruleWidth) - (denom.height - denomShift) <
+                clearance) {
+            denomShift +=
+                clearance - ((axisHeight - 0.5 * ruleWidth) -
+                             (denom.height - denomShift));
+        }
+
+        var mid = makeSpan(
+            [options.style.reset(), Style.TEXT.cls(), "frac-line"]);
+        // Manually set the height of the line because its height is
+        // created in CSS
+        mid.height = ruleWidth;
+
+        var midShift = -(axisHeight - 0.5 * ruleWidth);
+
+        frac = buildCommon.makeVList([
+            {type: "elem", elem: denomreset, shift: denomShift},
+            {type: "elem", elem: mid,        shift: midShift},
+            {type: "elem", elem: numerreset, shift: -numShift}
+        ], "individualShift", null, options);
+    }
+
+    // Since we manually change the style sometimes (with \dfrac or \tfrac),
+    // account for the possible size change here.
+    frac.height *= style.sizeMultiplier / options.style.sizeMultiplier;
+    frac.depth *= style.sizeMultiplier / options.style.sizeMultiplier;
+
+    // Rule 15e
+    var delimSize;
+    if (style.size === Style.DISPLAY.size) {
+        delimSize = style.metrics.delim1;
+    } else {
+        delimSize = style.metrics.delim2;
+    }
+
+    var leftDelim;
+    var rightDelim;
+    if (group.value.leftDelim == null) {
+        leftDelim = makeNullDelimiter(options, ["mopen"]);
+    } else {
+        leftDelim = delimiter.customSizedDelim(
+            group.value.leftDelim, delimSize, true,
+            options.withStyle(style), group.mode, ["mopen"]);
+    }
+    if (group.value.rightDelim == null) {
+        rightDelim = makeNullDelimiter(options, ["mclose"]);
+    } else {
+        rightDelim = delimiter.customSizedDelim(
+            group.value.rightDelim, delimSize, true,
+            options.withStyle(style), group.mode, ["mclose"]);
+    }
+
+    return makeSpan(
+        ["mord", options.style.reset(), style.cls()],
+        [leftDelim, makeSpan(["mfrac"], [frac]), rightDelim],
+        options);
+};
+
+var calculateSize = function(sizeValue, style) {
+    var x = sizeValue.number;
+    if (sizeValue.unit === "ex") {
+        x *= style.metrics.emPerEx;
+    } else if (sizeValue.unit === "mu") {
+        x /= 18;
+    }
+    return x;
+};
+
+groupTypes.array = function(group, options) {
+    var r;
+    var c;
+    var nr = group.value.body.length;
+    var nc = 0;
+    var body = new Array(nr);
+
+    var style = options.style;
+
+    // Horizontal spacing
+    var pt = 1 / fontMetrics.metrics.ptPerEm;
+    var arraycolsep = 5 * pt; // \arraycolsep in article.cls
+
+    // Vertical spacing
+    var baselineskip = 12 * pt; // see size10.clo
+    // Default \arraystretch from lttab.dtx
+    // TODO(gagern): may get redefined once we have user-defined macros
+    var arraystretch = utils.deflt(group.value.arraystretch, 1);
+    var arrayskip = arraystretch * baselineskip;
+    var arstrutHeight = 0.7 * arrayskip; // \strutbox in ltfsstrc.dtx and
+    var arstrutDepth = 0.3 * arrayskip;  // \@arstrutbox in lttab.dtx
+
+    var totalHeight = 0;
+    for (r = 0; r < group.value.body.length; ++r) {
+        var inrow = group.value.body[r];
+        var height = arstrutHeight; // \@array adds an \@arstrut
+        var depth = arstrutDepth;   // to each tow (via the template)
+
+        if (nc < inrow.length) {
+            nc = inrow.length;
+        }
+
+        var outrow = new Array(inrow.length);
+        for (c = 0; c < inrow.length; ++c) {
+            var elt = buildGroup(inrow[c], options);
+            if (depth < elt.depth) {
+                depth = elt.depth;
+            }
+            if (height < elt.height) {
+                height = elt.height;
+            }
+            outrow[c] = elt;
+        }
+
+        var gap = 0;
+        if (group.value.rowGaps[r]) {
+            gap = calculateSize(group.value.rowGaps[r].value, style);
+            if (gap > 0) { // \@argarraycr
+                gap += arstrutDepth;
+                if (depth < gap) {
+                    depth = gap; // \@xargarraycr
+                }
+                gap = 0;
+            }
+        }
+
+        outrow.height = height;
+        outrow.depth = depth;
+        totalHeight += height;
+        outrow.pos = totalHeight;
+        totalHeight += depth + gap; // \@yargarraycr
+        body[r] = outrow;
+    }
+
+    var offset = totalHeight / 2 + style.metrics.axisHeight;
+    var colDescriptions = group.value.cols || [];
+    var cols = [];
+    var colSep;
+    var colDescrNum;
+    for (c = 0, colDescrNum = 0;
+         // Continue while either there are more columns or more column
+         // descriptions, so trailing separators don't get lost.
+         c < nc || colDescrNum < colDescriptions.length;
+         ++c, ++colDescrNum) {
+
+        var colDescr = colDescriptions[colDescrNum] || {};
+
+        var firstSeparator = true;
+        while (colDescr.type === "separator") {
+            // If there is more than one separator in a row, add a space
+            // between them.
+            if (!firstSeparator) {
+                colSep = makeSpan(["arraycolsep"], []);
+                colSep.style.width =
+                    fontMetrics.metrics.doubleRuleSep + "em";
+                cols.push(colSep);
+            }
+
+            if (colDescr.separator === "|") {
+                var separator = makeSpan(
+                    ["vertical-separator"],
+                    []);
+                separator.style.height = totalHeight + "em";
+                separator.style.verticalAlign =
+                    -(totalHeight - offset) + "em";
+
+                cols.push(separator);
+            } else {
+                throw new ParseError(
+                    "Invalid separator type: " + colDescr.separator);
+            }
+
+            colDescrNum++;
+            colDescr = colDescriptions[colDescrNum] || {};
+            firstSeparator = false;
+        }
+
+        if (c >= nc) {
+            continue;
+        }
+
+        var sepwidth;
+        if (c > 0 || group.value.hskipBeforeAndAfter) {
+            sepwidth = utils.deflt(colDescr.pregap, arraycolsep);
+            if (sepwidth !== 0) {
+                colSep = makeSpan(["arraycolsep"], []);
+                colSep.style.width = sepwidth + "em";
+                cols.push(colSep);
+            }
+        }
+
+        var col = [];
+        for (r = 0; r < nr; ++r) {
+            var row = body[r];
+            var elem = row[c];
+            if (!elem) {
+                continue;
+            }
+            var shift = row.pos - offset;
+            elem.depth = row.depth;
+            elem.height = row.height;
+            col.push({type: "elem", elem: elem, shift: shift});
+        }
+
+        col = buildCommon.makeVList(col, "individualShift", null, options);
+        col = makeSpan(
+            ["col-align-" + (colDescr.align || "c")],
+            [col]);
+        cols.push(col);
+
+        if (c < nc - 1 || group.value.hskipBeforeAndAfter) {
+            sepwidth = utils.deflt(colDescr.postgap, arraycolsep);
+            if (sepwidth !== 0) {
+                colSep = makeSpan(["arraycolsep"], []);
+                colSep.style.width = sepwidth + "em";
+                cols.push(colSep);
+            }
+        }
+    }
+    body = makeSpan(["mtable"], cols);
+    return makeSpan(["mord"], [body], options);
+};
+
+groupTypes.spacing = function(group, options) {
+    if (group.value === "\\ " || group.value === "\\space" ||
+        group.value === " " || group.value === "~") {
+        // Spaces are generated by adding an actual space. Each of these
+        // things has an entry in the symbols table, so these will be turned
+        // into appropriate outputs.
+        if (group.mode === "text") {
+            return buildCommon.makeOrd(group, options, "textord");
+        } else {
+            return makeSpan(["mspace"],
+                [buildCommon.mathsym(group.value, group.mode, options)],
+                options);
+        }
+    } else {
+        // Other kinds of spaces are of arbitrary width. We use CSS to
+        // generate these.
+        return makeSpan(
+            ["mspace",
+                buildCommon.spacingFunctions[group.value].className],
+            [], options);
+    }
+};
+
+groupTypes.llap = function(group, options) {
+    var inner = makeSpan(
+        ["inner"], [buildGroup(group.value.body, options.reset())]);
+    var fix = makeSpan(["fix"], []);
+    return makeSpan(
+        ["mord", "llap", options.style.cls()], [inner, fix], options);
+};
+
+groupTypes.rlap = function(group, options) {
+    var inner = makeSpan(
+        ["inner"], [buildGroup(group.value.body, options.reset())]);
+    var fix = makeSpan(["fix"], []);
+    return makeSpan(
+        ["mord", "rlap", options.style.cls()], [inner, fix], options);
+};
+
+groupTypes.op = function(group, options) {
+    // Operators are handled in the TeXbook pg. 443-444, rule 13(a).
+    var supGroup;
+    var subGroup;
+    var hasLimits = false;
+    if (group.type === "supsub") {
+        // If we have limits, supsub will pass us its group to handle. Pull
+        // out the superscript and subscript and set the group to the op in
+        // its base.
+        supGroup = group.value.sup;
+        subGroup = group.value.sub;
+        group = group.value.base;
+        hasLimits = true;
+    }
+
+    var style = options.style;
+
+    // Most operators have a large successor symbol, but these don't.
+    var noSuccessor = [
+        "\\smallint"
+    ];
+
+    var large = false;
+    if (style.size === Style.DISPLAY.size &&
+        group.value.symbol &&
+        !utils.contains(noSuccessor, group.value.body)) {
+
+        // Most symbol operators get larger in displaystyle (rule 13)
+        large = true;
+    }
+
+    var base;
+    var baseShift = 0;
+    var slant = 0;
+    if (group.value.symbol) {
+        // If this is a symbol, create the symbol.
+        var fontName = large ? "Size2-Regular" : "Size1-Regular";
+        base = buildCommon.makeSymbol(
+            group.value.body, fontName, "math", options,
+            ["mop", "op-symbol", large ? "large-op" : "small-op"]);
+
+        // Shift the symbol so its center lies on the axis (rule 13). It
+        // appears that our fonts have the centers of the symbols already
+        // almost on the axis, so these numbers are very small. Note we
+        // don't actually apply this here, but instead it is used either in
+        // the vlist creation or separately when there are no limits.
+        baseShift = (base.height - base.depth) / 2 -
+            style.metrics.axisHeight * style.sizeMultiplier;
+
+        // The slant of the symbol is just its italic correction.
+        slant = base.italic;
+    } else if (group.value.value) {
+        // If this is a list, compose that list.
+        var inner = buildExpression(group.value.value, options, true);
+
+        base = makeSpan(["mop"], inner, options);
+    } else {
+        // Otherwise, this is a text operator. Build the text from the
+        // operator's name.
+        // TODO(emily): Add a space in the middle of some of these
+        // operators, like \limsup
+        var output = [];
+        for (var i = 1; i < group.value.body.length; i++) {
+            output.push(buildCommon.mathsym(group.value.body[i], group.mode));
+        }
+        base = makeSpan(["mop"], output, options);
+    }
+
+    if (hasLimits) {
+        // IE 8 clips \int if it is in a display: inline-block. We wrap it
+        // in a new span so it is an inline, and works.
+        base = makeSpan([], [base]);
+
+        var supmid;
+        var supKern;
+        var submid;
+        var subKern;
+        var newOptions;
+        // We manually have to handle the superscripts and subscripts. This,
+        // aside from the kern calculations, is copied from supsub.
+        if (supGroup) {
+            newOptions = options.withStyle(style.sup());
+            var sup = buildGroup(supGroup, newOptions);
+            supmid = makeSpan([style.reset(), style.sup().cls()],
+                [sup], newOptions);
+
+            supKern = Math.max(
+                fontMetrics.metrics.bigOpSpacing1,
+                fontMetrics.metrics.bigOpSpacing3 - sup.depth);
+        }
+
+        if (subGroup) {
+            newOptions = options.withStyle(style.sub());
+            var sub = buildGroup(subGroup, newOptions);
+            submid = makeSpan([style.reset(), style.sub().cls()],
+                [sub], newOptions);
+
+            subKern = Math.max(
+                fontMetrics.metrics.bigOpSpacing2,
+                fontMetrics.metrics.bigOpSpacing4 - sub.height);
+        }
+
+        // Build the final group as a vlist of the possible subscript, base,
+        // and possible superscript.
+        var finalGroup;
+        var top;
+        var bottom;
+        if (!supGroup) {
+            top = base.height - baseShift;
+
+            finalGroup = buildCommon.makeVList([
+                {type: "kern", size: fontMetrics.metrics.bigOpSpacing5},
+                {type: "elem", elem: submid},
+                {type: "kern", size: subKern},
+                {type: "elem", elem: base}
+            ], "top", top, options);
+
+            // Here, we shift the limits by the slant of the symbol. Note
+            // that we are supposed to shift the limits by 1/2 of the slant,
+            // but since we are centering the limits adding a full slant of
+            // margin will shift by 1/2 that.
+            finalGroup.children[0].style.marginLeft = -slant + "em";
+        } else if (!subGroup) {
+            bottom = base.depth + baseShift;
+
+            finalGroup = buildCommon.makeVList([
+                {type: "elem", elem: base},
+                {type: "kern", size: supKern},
+                {type: "elem", elem: supmid},
+                {type: "kern", size: fontMetrics.metrics.bigOpSpacing5}
+            ], "bottom", bottom, options);
+
+            // See comment above about slants
+            finalGroup.children[1].style.marginLeft = slant + "em";
+        } else if (!supGroup && !subGroup) {
+            // This case probably shouldn't occur (this would mean the
+            // supsub was sending us a group with no superscript or
+            // subscript) but be safe.
+            return base;
+        } else {
+            bottom = fontMetrics.metrics.bigOpSpacing5 +
+                submid.height + submid.depth +
+                subKern +
+                base.depth + baseShift;
+
+            finalGroup = buildCommon.makeVList([
+                {type: "kern", size: fontMetrics.metrics.bigOpSpacing5},
+                {type: "elem", elem: submid},
+                {type: "kern", size: subKern},
+                {type: "elem", elem: base},
+                {type: "kern", size: supKern},
+                {type: "elem", elem: supmid},
+                {type: "kern", size: fontMetrics.metrics.bigOpSpacing5}
+            ], "bottom", bottom, options);
+
+            // See comment above about slants
+            finalGroup.children[0].style.marginLeft = -slant + "em";
+            finalGroup.children[2].style.marginLeft = slant + "em";
+        }
+
+        return makeSpan(["mop", "op-limits"], [finalGroup], options);
+    } else {
+        if (group.value.symbol) {
+            base.style.top = baseShift + "em";
+        }
+
+        return base;
+    }
+};
+
+groupTypes.mod = function(group, options) {
+    var inner = [];
+
+    if (group.value.modType === "bmod") {
+        // “\nonscript\mskip-\medmuskip\mkern5mu”
+        if (!options.style.isTight()) {
+            inner.push(makeSpan(
+                ["mspace", "negativemediumspace"], [], options));
+        }
+        inner.push(makeSpan(["mspace", "thickspace"], [], options));
+    } else if (options.style.size === Style.DISPLAY.size) {
+        inner.push(makeSpan(["mspace", "quad"], [], options));
+    } else if (group.value.modType === "mod") {
+        inner.push(makeSpan(["mspace", "twelvemuspace"], [], options));
+    } else {
+        inner.push(makeSpan(["mspace", "eightmuspace"], [], options));
+    }
+
+    if (group.value.modType === "pod" || group.value.modType === "pmod") {
+        inner.push(buildCommon.mathsym("(", group.mode));
+    }
+
+    if (group.value.modType !== "pod") {
+        var modInner = [
+            buildCommon.mathsym("m", group.mode),
+            buildCommon.mathsym("o", group.mode),
+            buildCommon.mathsym("d", group.mode)];
+        if (group.value.modType === "bmod") {
+            inner.push(makeSpan(["mbin"], modInner, options));
+            // “\mkern5mu\nonscript\mskip-\medmuskip”
+            inner.push(makeSpan(["mspace", "thickspace"], [], options));
+            if (!options.style.isTight()) {
+                inner.push(makeSpan(
+                    ["mspace", "negativemediumspace"], [], options));
+            }
+        } else {
+            Array.prototype.push.apply(inner, modInner);
+            inner.push(makeSpan(["mspace", "sixmuspace"], [], options));
+        }
+    }
+
+    if (group.value.value) {
+        Array.prototype.push.apply(inner,
+            buildExpression(group.value.value, options, false));
+    }
+
+    if (group.value.modType === "pod" || group.value.modType === "pmod") {
+        inner.push(buildCommon.mathsym(")", group.mode));
+    }
+
+    return buildCommon.makeFragment(inner);
+};
+
+groupTypes.katex = function(group, options) {
+    // The KaTeX logo. The offsets for the K and a were chosen to look
+    // good, but the offsets for the T, E, and X were taken from the
+    // definition of \TeX in TeX (see TeXbook pg. 356)
+    var k = makeSpan(
+        ["k"], [buildCommon.mathsym("K", group.mode)], options);
+    var a = makeSpan(
+        ["a"], [buildCommon.mathsym("A", group.mode)], options);
+
+    a.height = (a.height + 0.2) * 0.75;
+    a.depth = (a.height - 0.2) * 0.75;
+
+    var t = makeSpan(
+        ["t"], [buildCommon.mathsym("T", group.mode)], options);
+    var e = makeSpan(
+        ["e"], [buildCommon.mathsym("E", group.mode)], options);
+
+    e.height = (e.height - 0.2155);
+    e.depth = (e.depth + 0.2155);
+
+    var x = makeSpan(
+        ["x"], [buildCommon.mathsym("X", group.mode)], options);
+
+    return makeSpan(
+        ["mord", "katex-logo"], [k, a, t, e, x], options);
+};
+
+groupTypes.overline = function(group, options) {
+    // Overlines are handled in the TeXbook pg 443, Rule 9.
+    var style = options.style;
+
+    // Build the inner group in the cramped style.
+    var innerGroup = buildGroup(group.value.body,
+            options.withStyle(style.cramp()));
+
+    var ruleWidth = fontMetrics.metrics.defaultRuleThickness /
+        style.sizeMultiplier;
+
+    // Create the line above the body
+    var line = makeSpan(
+        [style.reset(), Style.TEXT.cls(), "overline-line"]);
+    line.height = ruleWidth;
+    line.maxFontSize = 1.0;
+
+    // Generate the vlist, with the appropriate kerns
+    var vlist = buildCommon.makeVList([
+        {type: "elem", elem: innerGroup},
+        {type: "kern", size: 3 * ruleWidth},
+        {type: "elem", elem: line},
+        {type: "kern", size: ruleWidth}
+    ], "firstBaseline", null, options);
+
+    return makeSpan(["mord", "overline"], [vlist], options);
+};
+
+groupTypes.underline = function(group, options) {
+    // Underlines are handled in the TeXbook pg 443, Rule 10.
+    var style = options.style;
+
+    // Build the inner group.
+    var innerGroup = buildGroup(group.value.body, options);
+
+    var ruleWidth = fontMetrics.metrics.defaultRuleThickness /
+        style.sizeMultiplier;
+
+    // Create the line above the body
+    var line = makeSpan([style.reset(), Style.TEXT.cls(), "underline-line"]);
+    line.height = ruleWidth;
+    line.maxFontSize = 1.0;
+
+    // Generate the vlist, with the appropriate kerns
+    var vlist = buildCommon.makeVList([
+        {type: "kern", size: ruleWidth},
+        {type: "elem", elem: line},
+        {type: "kern", size: 3 * ruleWidth},
+        {type: "elem", elem: innerGroup}
+    ], "top", innerGroup.height, options);
+
+    return makeSpan(["mord", "underline"], [vlist], options);
+};
+
+groupTypes.sqrt = function(group, options) {
+    // Square roots are handled in the TeXbook pg. 443, Rule 11.
+    var style = options.style;
+
+    // First, we do the same steps as in overline to build the inner group
+    // and line
+    var inner = buildGroup(group.value.body, options.withStyle(style.cramp()));
+
+    var ruleWidth = fontMetrics.metrics.defaultRuleThickness /
+        style.sizeMultiplier;
+
+    var line = makeSpan(
+        [style.reset(), Style.TEXT.cls(), "sqrt-line"], [],
+        options);
+    line.height = ruleWidth;
+    line.maxFontSize = 1.0;
+
+    var phi = ruleWidth;
+    if (style.id < Style.TEXT.id) {
+        phi = style.metrics.xHeight;
+    }
+
+    // Calculate the clearance between the body and line
+    var lineClearance = ruleWidth + phi / 4;
+
+    var innerHeight = (inner.height + inner.depth) * style.sizeMultiplier;
+    var minDelimiterHeight = innerHeight + lineClearance + ruleWidth;
+
+    // Create a \surd delimiter of the required minimum size
+    var delim = makeSpan(["sqrt-sign"], [
+        delimiter.customSizedDelim("\\surd", minDelimiterHeight,
+                                   false, options, group.mode)],
+                         options);
+
+    var delimDepth = (delim.height + delim.depth) - ruleWidth;
+
+    // Adjust the clearance based on the delimiter size
+    if (delimDepth > inner.height + inner.depth + lineClearance) {
+        lineClearance =
+            (lineClearance + delimDepth - inner.height - inner.depth) / 2;
+    }
+
+    // Shift the delimiter so that its top lines up with the top of the line
+    var delimShift = -(inner.height + lineClearance + ruleWidth) + delim.height;
+    delim.style.top = delimShift + "em";
+    delim.height -= delimShift;
+    delim.depth += delimShift;
+
+    // We add a special case here, because even when `inner` is empty, we
+    // still get a line. So, we use a simple heuristic to decide if we
+    // should omit the body entirely. (note this doesn't work for something
+    // like `\sqrt{\rlap{x}}`, but if someone is doing that they deserve for
+    // it not to work.
+    var body;
+    if (inner.height === 0 && inner.depth === 0) {
+        body = makeSpan();
+    } else {
+        body = buildCommon.makeVList([
+            {type: "elem", elem: inner},
+            {type: "kern", size: lineClearance},
+            {type: "elem", elem: line},
+            {type: "kern", size: ruleWidth}
+        ], "firstBaseline", null, options);
+    }
+
+    if (!group.value.index) {
+        return makeSpan(["mord", "sqrt"], [delim, body], options);
+    } else {
+        // Handle the optional root index
+
+        // The index is always in scriptscript style
+        var newOptions = options.withStyle(Style.SCRIPTSCRIPT);
+        var root = buildGroup(group.value.index, newOptions);
+        var rootWrap = makeSpan(
+            [style.reset(), Style.SCRIPTSCRIPT.cls()],
+            [root],
+            newOptions);
+
+        // Figure out the height and depth of the inner part
+        var innerRootHeight = Math.max(delim.height, body.height);
+        var innerRootDepth = Math.max(delim.depth, body.depth);
+
+        // The amount the index is shifted by. This is taken from the TeX
+        // source, in the definition of `\r@@t`.
+        var toShift = 0.6 * (innerRootHeight - innerRootDepth);
+
+        // Build a VList with the superscript shifted up correctly
+        var rootVList = buildCommon.makeVList(
+            [{type: "elem", elem: rootWrap}],
+            "shift", -toShift, options);
+        // Add a class surrounding it so we can add on the appropriate
+        // kerning
+        var rootVListWrap = makeSpan(["root"], [rootVList]);
+
+        return makeSpan(["mord", "sqrt"],
+            [rootVListWrap, delim, body], options);
+    }
+};
+
+groupTypes.sizing = function(group, options) {
+    // Handle sizing operators like \Huge. Real TeX doesn't actually allow
+    // these functions inside of math expressions, so we do some special
+    // handling.
+    var inner = buildExpression(group.value.value,
+            options.withSize(group.value.size), false);
+
+    // Compute the correct maxFontSize.
+    var style = options.style;
+    var fontSize = buildCommon.sizingMultiplier[group.value.size];
+    fontSize = fontSize * style.sizeMultiplier;
+
+    // Add size-resetting classes to the inner list and set maxFontSize
+    // manually. Handle nested size changes.
+    for (var i = 0; i < inner.length; i++) {
+        var pos = utils.indexOf(inner[i].classes, "sizing");
+        if (pos < 0) {
+            inner[i].classes.push("sizing", "reset-" + options.size,
+                                  group.value.size, style.cls());
+            inner[i].maxFontSize = fontSize;
+        } else if (inner[i].classes[pos + 1] === "reset-" + group.value.size) {
+            // This is a nested size change: e.g., inner[i] is the "b" in
+            // `\Huge a \small b`. Override the old size (the `reset-` class)
+            // but not the new size.
+            inner[i].classes[pos + 1] = "reset-" + options.size;
+        }
+    }
+
+    return buildCommon.makeFragment(inner);
+};
+
+groupTypes.styling = function(group, options) {
+    // Style changes are handled in the TeXbook on pg. 442, Rule 3.
+
+    // Figure out what style we're changing to.
+    var styleMap = {
+        "display": Style.DISPLAY,
+        "text": Style.TEXT,
+        "script": Style.SCRIPT,
+        "scriptscript": Style.SCRIPTSCRIPT
+    };
+
+    var newStyle = styleMap[group.value.style];
+    var newOptions = options.withStyle(newStyle);
+
+    // Build the inner expression in the new style.
+    var inner = buildExpression(
+        group.value.value, newOptions, false);
+
+    // Add style-resetting classes to the inner list. Handle nested changes.
+    for (var i = 0; i < inner.length; i++) {
+        var pos = utils.indexOf(inner[i].classes, newStyle.reset());
+        if (pos < 0) {
+            inner[i].classes.push(options.style.reset(), newStyle.cls());
+        } else {
+            // This is a nested style change, as `\textstyle a\scriptstyle b`.
+            // Only override the old style (the reset class).
+            inner[i].classes[pos] = options.style.reset();
+        }
+    }
+
+    return new buildCommon.makeFragment(inner);
+};
+
+groupTypes.font = function(group, options) {
+    var font = group.value.font;
+    return buildGroup(group.value.body, options.withFont(font));
+};
+
+groupTypes.delimsizing = function(group, options) {
+    var delim = group.value.value;
+
+    if (delim === ".") {
+        // Empty delimiters still count as elements, even though they don't
+        // show anything.
+        return makeSpan([group.value.mclass]);
+    }
+
+    // Use delimiter.sizedDelim to generate the delimiter.
+    return delimiter.sizedDelim(
+            delim, group.value.size, options, group.mode,
+            [group.value.mclass]);
+};
+
+groupTypes.leftright = function(group, options) {
+    // Build the inner expression
+    var inner = buildExpression(group.value.body, options.reset(), true);
+
+    var innerHeight = 0;
+    var innerDepth = 0;
+    var hadMiddle = false;
+
+    // Calculate its height and depth
+    for (var i = 0; i < inner.length; i++) {
+        if (inner[i].isMiddle) {
+            hadMiddle = true;
+        } else {
+            innerHeight = Math.max(inner[i].height, innerHeight);
+            innerDepth = Math.max(inner[i].depth, innerDepth);
+        }
+    }
+
+    var style = options.style;
+
+    // The size of delimiters is the same, regardless of what style we are
+    // in. Thus, to correctly calculate the size of delimiter we need around
+    // a group, we scale down the inner size based on the size.
+    innerHeight *= style.sizeMultiplier;
+    innerDepth *= style.sizeMultiplier;
+
+    var leftDelim;
+    if (group.value.left === ".") {
+        // Empty delimiters in \left and \right make null delimiter spaces.
+        leftDelim = makeNullDelimiter(options, ["mopen"]);
+    } else {
+        // Otherwise, use leftRightDelim to generate the correct sized
+        // delimiter.
+        leftDelim = delimiter.leftRightDelim(
+            group.value.left, innerHeight, innerDepth, options,
+            group.mode, ["mopen"]);
+    }
+    // Add it to the beginning of the expression
+    inner.unshift(leftDelim);
+
+    // Handle middle delimiters
+    if (hadMiddle) {
+        for (i = 1; i < inner.length; i++) {
+            if (inner[i].isMiddle) {
+                // Apply the options that were active when \middle was called
+                inner[i] = delimiter.leftRightDelim(
+                    inner[i].isMiddle.value, innerHeight, innerDepth,
+                    inner[i].isMiddle.options, group.mode, []);
+            }
+        }
+    }
+
+    var rightDelim;
+    // Same for the right delimiter
+    if (group.value.right === ".") {
+        rightDelim = makeNullDelimiter(options, ["mclose"]);
+    } else {
+        rightDelim = delimiter.leftRightDelim(
+            group.value.right, innerHeight, innerDepth, options,
+            group.mode, ["mclose"]);
+    }
+    // Add it to the end of the expression.
+    inner.push(rightDelim);
+
+    return makeSpan(
+        ["minner", style.cls()], inner, options);
+};
+
+groupTypes.middle = function(group, options) {
+    var middleDelim;
+    if (group.value.value === ".") {
+        middleDelim = makeNullDelimiter(options, []);
+    } else {
+        middleDelim = delimiter.sizedDelim(
+            group.value.value, 1, options,
+            group.mode, []);
+        middleDelim.isMiddle = {value: group.value.value, options: options};
+    }
+    return middleDelim;
+};
+
+groupTypes.rule = function(group, options) {
+    // Make an empty span for the rule
+    var rule = makeSpan(["mord", "rule"], [], options);
+    var style = options.style;
+
+    // Calculate the shift, width, and height of the rule, and account for units
+    var shift = 0;
+    if (group.value.shift) {
+        shift = calculateSize(group.value.shift, style);
+    }
+
+    var width = calculateSize(group.value.width, style);
+    var height = calculateSize(group.value.height, style);
+
+    // The sizes of rules are absolute, so make it larger if we are in a
+    // smaller style.
+    shift /= style.sizeMultiplier;
+    width /= style.sizeMultiplier;
+    height /= style.sizeMultiplier;
+
+    // Style the rule to the right size
+    rule.style.borderRightWidth = width + "em";
+    rule.style.borderTopWidth = height + "em";
+    rule.style.bottom = shift + "em";
+
+    // Record the height and width
+    rule.width = width;
+    rule.height = height + shift;
+    rule.depth = -shift;
+
+    return rule;
+};
+
+groupTypes.kern = function(group, options) {
+    // Make an empty span for the rule
+    var rule = makeSpan(["mord", "rule"], [], options);
+    var style = options.style;
+
+    var dimension = 0;
+    if (group.value.dimension) {
+        dimension = calculateSize(group.value.dimension, style);
+    }
+
+    dimension /= style.sizeMultiplier;
+
+    rule.style.marginLeft = dimension + "em";
+
+    return rule;
+};
+
+groupTypes.accent = function(group, options) {
+    // Accents are handled in the TeXbook pg. 443, rule 12.
+    var base = group.value.base;
+    var style = options.style;
+
+    var supsubGroup;
+    if (group.type === "supsub") {
+        // If our base is a character box, and we have superscripts and
+        // subscripts, the supsub will defer to us. In particular, we want
+        // to attach the superscripts and subscripts to the inner body (so
+        // that the position of the superscripts and subscripts won't be
+        // affected by the height of the accent). We accomplish this by
+        // sticking the base of the accent into the base of the supsub, and
+        // rendering that, while keeping track of where the accent is.
+
+        // The supsub group is the group that was passed in
+        var supsub = group;
+        // The real accent group is the base of the supsub group
+        group = supsub.value.base;
+        // The character box is the base of the accent group
+        base = group.value.base;
+        // Stick the character box into the base of the supsub group
+        supsub.value.base = base;
+
+        // Rerender the supsub group with its new base, and store that
+        // result.
+        supsubGroup = buildGroup(
+            supsub, options.reset());
+    }
+
+    // Build the base group
+    var body = buildGroup(
+        base, options.withStyle(style.cramp()));
+
+    // Calculate the skew of the accent. This is based on the line "If the
+    // nucleus is not a single character, let s = 0; otherwise set s to the
+    // kern amount for the nucleus followed by the \skewchar of its font."
+    // Note that our skew metrics are just the kern between each character
+    // and the skewchar.
+    var skew;
+    if (isCharacterBox(base)) {
+        // If the base is a character box, then we want the skew of the
+        // innermost character. To do that, we find the innermost character:
+        var baseChar = getBaseElem(base);
+        // Then, we render its group to get the symbol inside it
+        var baseGroup = buildGroup(
+            baseChar, options.withStyle(style.cramp()));
+        // Finally, we pull the skew off of the symbol.
+        skew = baseGroup.skew;
+        // Note that we now throw away baseGroup, because the layers we
+        // removed with getBaseElem might contain things like \color which
+        // we can't get rid of.
+        // TODO(emily): Find a better way to get the skew
+    } else {
+        skew = 0;
+    }
+
+    // calculate the amount of space between the body and the accent
+    var clearance = Math.min(
+        body.height,
+        style.metrics.xHeight);
+
+    // Build the accent
+    var accent = buildCommon.makeSymbol(
+        group.value.accent, "Main-Regular", "math", options);
+    // Remove the italic correction of the accent, because it only serves to
+    // shift the accent over to a place we don't want.
+    accent.italic = 0;
+
+    // The \vec character that the fonts use is a combining character, and
+    // thus shows up much too far to the left. To account for this, we add a
+    // specific class which shifts the accent over to where we want it.
+    // TODO(emily): Fix this in a better way, like by changing the font
+    var vecClass = group.value.accent === "\\vec" ? "accent-vec" : null;
+
+    var accentBody = makeSpan(["accent-body", vecClass], [
+        makeSpan([], [accent])]);
+
+    accentBody = buildCommon.makeVList([
+        {type: "elem", elem: body},
+        {type: "kern", size: -clearance},
+        {type: "elem", elem: accentBody}
+    ], "firstBaseline", null, options);
+
+    // Shift the accent over by the skew. Note we shift by twice the skew
+    // because we are centering the accent, so by adding 2*skew to the left,
+    // we shift it to the right by 1*skew.
+    accentBody.children[1].style.marginLeft = 2 * skew + "em";
+
+    var accentWrap = makeSpan(["mord", "accent"], [accentBody], options);
+
+    if (supsubGroup) {
+        // Here, we replace the "base" child of the supsub with our newly
+        // generated accent.
+        supsubGroup.children[0] = accentWrap;
+
+        // Since we don't rerun the height calculation after replacing the
+        // accent, we manually recalculate height.
+        supsubGroup.height = Math.max(accentWrap.height, supsubGroup.height);
+
+        // Accents should always be ords, even when their innards are not.
+        supsubGroup.classes[0] = "mord";
+
+        return supsubGroup;
+    } else {
+        return accentWrap;
+    }
+};
+
+groupTypes.phantom = function(group, options) {
+    var elements = buildExpression(
+        group.value.value,
+        options.withPhantom(),
+        false
+    );
+
+    // \phantom isn't supposed to affect the elements it contains.
+    // See "color" for more details.
+    return new buildCommon.makeFragment(elements);
+};
+
+groupTypes.mclass = function(group, options) {
+    var elements = buildExpression(group.value.value, options, true);
+
+    return makeSpan([group.value.mclass], elements, options);
+};
+
+/**
+ * buildGroup is the function that takes a group and calls the correct groupType
+ * function for it. It also handles the interaction of size and style changes
+ * between parents and children.
+ */
+var buildGroup = function(group, options) {
+    if (!group) {
+        return makeSpan();
+    }
+
+    if (groupTypes[group.type]) {
+        // Call the groupTypes function
+        var groupNode = groupTypes[group.type](group, options);
+        var multiplier;
+
+        // If the style changed between the parent and the current group,
+        // account for the size difference
+        if (options.style !== options.parentStyle) {
+            multiplier = options.style.sizeMultiplier /
+                    options.parentStyle.sizeMultiplier;
+
+            groupNode.height *= multiplier;
+            groupNode.depth *= multiplier;
+        }
+
+        // If the size changed between the parent and the current group, account
+        // for that size difference.
+        if (options.size !== options.parentSize) {
+            multiplier = buildCommon.sizingMultiplier[options.size] /
+                    buildCommon.sizingMultiplier[options.parentSize];
+
+            groupNode.height *= multiplier;
+            groupNode.depth *= multiplier;
+        }
+
+        return groupNode;
+    } else {
+        throw new ParseError(
+            "Got group of unknown type: '" + group.type + "'");
+    }
+};
+
+/**
+ * Take an entire parse tree, and build it into an appropriate set of HTML
+ * nodes.
+ */
+var buildHTML = function(tree, options) {
+    // buildExpression is destructive, so we need to make a clone
+    // of the incoming tree so that it isn't accidentally changed
+    tree = JSON.parse(JSON.stringify(tree));
+
+    // Build the expression contained in the tree
+    var expression = buildExpression(tree, options, true);
+    var body = makeSpan(["base", options.style.cls()], expression, options);
+
+    // Add struts, which ensure that the top of the HTML element falls at the
+    // height of the expression, and the bottom of the HTML element falls at the
+    // depth of the expression.
+    var topStrut = makeSpan(["strut"]);
+    var bottomStrut = makeSpan(["strut", "bottom"]);
+
+    topStrut.style.height = body.height + "em";
+    bottomStrut.style.height = (body.height + body.depth) + "em";
+    // We'd like to use `vertical-align: top` but in IE 9 this lowers the
+    // baseline of the box to the bottom of this strut (instead staying in the
+    // normal place) so we use an absolute value for vertical-align instead
+    bottomStrut.style.verticalAlign = -body.depth + "em";
+
+    // Wrap the struts and body together
+    var htmlNode = makeSpan(["katex-html"], [topStrut, bottomStrut, body]);
+
+    htmlNode.setAttribute("aria-hidden", "true");
+
+    return htmlNode;
+};
+
+module.exports = buildHTML;
+
+},{"./ParseError":6,"./Style":9,"./buildCommon":10,"./delimiter":14,"./domTree":15,"./fontMetrics":17,"./utils":25}],12:[function(require,module,exports){
+/**
+ * This file converts a parse tree into a cooresponding MathML tree. The main
+ * entry point is the `buildMathML` function, which takes a parse tree from the
+ * parser.
+ */
+
+var buildCommon = require("./buildCommon");
+var fontMetrics = require("./fontMetrics");
+var mathMLTree = require("./mathMLTree");
+var ParseError = require("./ParseError");
+var symbols = require("./symbols");
+var utils = require("./utils");
+
+var makeSpan = buildCommon.makeSpan;
+var fontMap = buildCommon.fontMap;
+
+/**
+ * Takes a symbol and converts it into a MathML text node after performing
+ * optional replacement from symbols.js.
+ */
+var makeText = function(text, mode) {
+    if (symbols[mode][text] && symbols[mode][text].replace) {
+        text = symbols[mode][text].replace;
+    }
+
+    return new mathMLTree.TextNode(text);
+};
+
+/**
+ * Returns the math variant as a string or null if none is required.
+ */
+var getVariant = function(group, options) {
+    var font = options.font;
+    if (!font) {
+        return null;
+    }
+
+    var mode = group.mode;
+    if (font === "mathit") {
+        return "italic";
+    }
+
+    var value = group.value;
+    if (utils.contains(["\\imath", "\\jmath"], value)) {
+        return null;
+    }
+
+    if (symbols[mode][value] && symbols[mode][value].replace) {
+        value = symbols[mode][value].replace;
+    }
+
+    var fontName = fontMap[font].fontName;
+    if (fontMetrics.getCharacterMetrics(value, fontName)) {
+        return fontMap[options.font].variant;
+    }
+
+    return null;
+};
+
+/**
+ * Functions for handling the different types of groups found in the parse
+ * tree. Each function should take a parse group and return a MathML node.
+ */
+var groupTypes = {};
+
+groupTypes.mathord = function(group, options) {
+    var node = new mathMLTree.MathNode(
+        "mi",
+        [makeText(group.value, group.mode)]);
+
+    var variant = getVariant(group, options);
+    if (variant) {
+        node.setAttribute("mathvariant", variant);
+    }
+    return node;
+};
+
+groupTypes.textord = function(group, options) {
+    var text = makeText(group.value, group.mode);
+
+    var variant = getVariant(group, options) || "normal";
+
+    var node;
+    if (/[0-9]/.test(group.value)) {
+        // TODO(kevinb) merge adjacent  nodes
+        // do it as a post processing step
+        node = new mathMLTree.MathNode("mn", [text]);
+        if (options.font) {
+            node.setAttribute("mathvariant", variant);
+        }
+    } else {
+        node = new mathMLTree.MathNode("mi", [text]);
+        node.setAttribute("mathvariant", variant);
+    }
+
+    return node;
+};
+
+groupTypes.bin = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.rel = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.open = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.close = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.inner = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.punct = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    node.setAttribute("separator", "true");
+
+    return node;
+};
+
+groupTypes.ordgroup = function(group, options) {
+    var inner = buildExpression(group.value, options);
+
+    var node = new mathMLTree.MathNode("mrow", inner);
+
+    return node;
+};
+
+groupTypes.text = function(group, options) {
+    var inner = buildExpression(group.value.body, options);
+
+    var node = new mathMLTree.MathNode("mtext", inner);
+
+    return node;
+};
+
+groupTypes.color = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+
+    var node = new mathMLTree.MathNode("mstyle", inner);
+
+    node.setAttribute("mathcolor", group.value.color);
+
+    return node;
+};
+
+groupTypes.supsub = function(group, options) {
+    var children = [buildGroup(group.value.base, options)];
+
+    if (group.value.sub) {
+        children.push(buildGroup(group.value.sub, options));
+    }
+
+    if (group.value.sup) {
+        children.push(buildGroup(group.value.sup, options));
+    }
+
+    var nodeType;
+    if (!group.value.sub) {
+        nodeType = "msup";
+    } else if (!group.value.sup) {
+        nodeType = "msub";
+    } else {
+        nodeType = "msubsup";
+    }
+
+    var node = new mathMLTree.MathNode(nodeType, children);
+
+    return node;
+};
+
+groupTypes.genfrac = function(group, options) {
+    var node = new mathMLTree.MathNode(
+        "mfrac",
+        [buildGroup(group.value.numer, options),
+            buildGroup(group.value.denom, options)]);
+
+    if (!group.value.hasBarLine) {
+        node.setAttribute("linethickness", "0px");
+    }
+
+    if (group.value.leftDelim != null || group.value.rightDelim != null) {
+        var withDelims = [];
+
+        if (group.value.leftDelim != null) {
+            var leftOp = new mathMLTree.MathNode(
+                "mo", [new mathMLTree.TextNode(group.value.leftDelim)]);
+
+            leftOp.setAttribute("fence", "true");
+
+            withDelims.push(leftOp);
+        }
+
+        withDelims.push(node);
+
+        if (group.value.rightDelim != null) {
+            var rightOp = new mathMLTree.MathNode(
+                "mo", [new mathMLTree.TextNode(group.value.rightDelim)]);
+
+            rightOp.setAttribute("fence", "true");
+
+            withDelims.push(rightOp);
+        }
+
+        var outerNode = new mathMLTree.MathNode("mrow", withDelims);
+
+        return outerNode;
+    }
+
+    return node;
+};
+
+groupTypes.array = function(group, options) {
+    return new mathMLTree.MathNode(
+        "mtable", group.value.body.map(function(row) {
+            return new mathMLTree.MathNode(
+                "mtr", row.map(function(cell) {
+                    return new mathMLTree.MathNode(
+                        "mtd", [buildGroup(cell, options)]);
+                }));
+        }));
+};
+
+groupTypes.sqrt = function(group, options) {
+    var node;
+    if (group.value.index) {
+        node = new mathMLTree.MathNode(
+            "mroot", [
+                buildGroup(group.value.body, options),
+                buildGroup(group.value.index, options)
+            ]);
+    } else {
+        node = new mathMLTree.MathNode(
+            "msqrt", [buildGroup(group.value.body, options)]);
+    }
+
+    return node;
+};
+
+groupTypes.leftright = function(group, options) {
+    var inner = buildExpression(group.value.body, options);
+
+    if (group.value.left !== ".") {
+        var leftNode = new mathMLTree.MathNode(
+            "mo", [makeText(group.value.left, group.mode)]);
+
+        leftNode.setAttribute("fence", "true");
+
+        inner.unshift(leftNode);
+    }
+
+    if (group.value.right !== ".") {
+        var rightNode = new mathMLTree.MathNode(
+            "mo", [makeText(group.value.right, group.mode)]);
+
+        rightNode.setAttribute("fence", "true");
+
+        inner.push(rightNode);
+    }
+
+    var outerNode = new mathMLTree.MathNode("mrow", inner);
+
+    return outerNode;
+};
+
+groupTypes.middle = function(group, options) {
+    var middleNode = new mathMLTree.MathNode(
+        "mo", [makeText(group.value.middle, group.mode)]);
+    middleNode.setAttribute("fence", "true");
+    return middleNode;
+};
+
+groupTypes.accent = function(group, options) {
+    var accentNode = new mathMLTree.MathNode(
+        "mo", [makeText(group.value.accent, group.mode)]);
+
+    var node = new mathMLTree.MathNode(
+        "mover",
+        [buildGroup(group.value.base, options),
+            accentNode]);
+
+    node.setAttribute("accent", "true");
+
+    return node;
+};
+
+groupTypes.spacing = function(group) {
+    var node;
+
+    if (group.value === "\\ " || group.value === "\\space" ||
+        group.value === " " || group.value === "~") {
+        node = new mathMLTree.MathNode(
+            "mtext", [new mathMLTree.TextNode("\u00a0")]);
+    } else {
+        node = new mathMLTree.MathNode("mspace");
+
+        node.setAttribute(
+            "width", buildCommon.spacingFunctions[group.value].size);
+    }
+
+    return node;
+};
+
+groupTypes.op = function(group, options) {
+    var node;
+
+    // TODO(emily): handle big operators using the `largeop` attribute
+
+    if (group.value.symbol) {
+        // This is a symbol. Just add the symbol.
+        node = new mathMLTree.MathNode(
+            "mo", [makeText(group.value.body, group.mode)]);
+    } else if (group.value.value) {
+        // This is an operator with children. Add them.
+        node = new mathMLTree.MathNode(
+            "mo", buildExpression(group.value.value, options));
+    } else {
+        // This is a text operator. Add all of the characters from the
+        // operator's name.
+        // TODO(emily): Add a space in the middle of some of these
+        // operators, like \limsup.
+        node = new mathMLTree.MathNode(
+            "mi", [new mathMLTree.TextNode(group.value.body.slice(1))]);
+    }
+
+    return node;
+};
+
+groupTypes.mod = function(group, options) {
+    var inner = [];
+
+    if (group.value.modType === "pod" || group.value.modType === "pmod") {
+        inner.push(new mathMLTree.MathNode(
+            "mo", [makeText("(", group.mode)]));
+    }
+    if (group.value.modType !== "pod") {
+        inner.push(new mathMLTree.MathNode(
+            "mo", [makeText("mod", group.mode)]));
+    }
+    if (group.value.value) {
+        var space = new mathMLTree.MathNode("mspace");
+        space.setAttribute("width", "0.333333em");
+        inner.push(space);
+        inner = inner.concat(buildExpression(group.value.value, options));
+    }
+    if (group.value.modType === "pod" || group.value.modType === "pmod") {
+        inner.push(new mathMLTree.MathNode(
+            "mo", [makeText(")", group.mode)]));
+    }
+
+    return new mathMLTree.MathNode("mo", inner);
+};
+
+groupTypes.katex = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mtext", [new mathMLTree.TextNode("KaTeX")]);
+
+    return node;
+};
+
+groupTypes.font = function(group, options) {
+    var font = group.value.font;
+    return buildGroup(group.value.body, options.withFont(font));
+};
+
+groupTypes.delimsizing = function(group) {
+    var children = [];
+
+    if (group.value.value !== ".") {
+        children.push(makeText(group.value.value, group.mode));
+    }
+
+    var node = new mathMLTree.MathNode("mo", children);
+
+    if (group.value.mclass === "mopen" ||
+        group.value.mclass === "mclose") {
+        // Only some of the delimsizing functions act as fences, and they
+        // return "mopen" or "mclose" mclass.
+        node.setAttribute("fence", "true");
+    } else {
+        // Explicitly disable fencing if it's not a fence, to override the
+        // defaults.
+        node.setAttribute("fence", "false");
+    }
+
+    return node;
+};
+
+groupTypes.styling = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+
+    var node = new mathMLTree.MathNode("mstyle", inner);
+
+    var styleAttributes = {
+        "display": ["0", "true"],
+        "text": ["0", "false"],
+        "script": ["1", "false"],
+        "scriptscript": ["2", "false"]
+    };
+
+    var attr = styleAttributes[group.value.style];
+
+    node.setAttribute("scriptlevel", attr[0]);
+    node.setAttribute("displaystyle", attr[1]);
+
+    return node;
+};
+
+groupTypes.sizing = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+
+    var node = new mathMLTree.MathNode("mstyle", inner);
+
+    // TODO(emily): This doesn't produce the correct size for nested size
+    // changes, because we don't keep state of what style we're currently
+    // in, so we can't reset the size to normal before changing it.  Now
+    // that we're passing an options parameter we should be able to fix
+    // this.
+    node.setAttribute(
+        "mathsize", buildCommon.sizingMultiplier[group.value.size] + "em");
+
+    return node;
+};
+
+groupTypes.overline = function(group, options) {
+    var operator = new mathMLTree.MathNode(
+        "mo", [new mathMLTree.TextNode("\u203e")]);
+    operator.setAttribute("stretchy", "true");
+
+    var node = new mathMLTree.MathNode(
+        "mover",
+        [buildGroup(group.value.body, options),
+            operator]);
+    node.setAttribute("accent", "true");
+
+    return node;
+};
+
+groupTypes.underline = function(group, options) {
+    var operator = new mathMLTree.MathNode(
+        "mo", [new mathMLTree.TextNode("\u203e")]);
+    operator.setAttribute("stretchy", "true");
+
+    var node = new mathMLTree.MathNode(
+        "munder",
+        [buildGroup(group.value.body, options),
+            operator]);
+    node.setAttribute("accentunder", "true");
+
+    return node;
+};
+
+groupTypes.rule = function(group) {
+    // TODO(emily): Figure out if there's an actual way to draw black boxes
+    // in MathML.
+    var node = new mathMLTree.MathNode("mrow");
+
+    return node;
+};
+
+groupTypes.kern = function(group) {
+    // TODO(kevin): Figure out if there's a way to add space in MathML
+    var node = new mathMLTree.MathNode("mrow");
+
+    return node;
+};
+
+groupTypes.llap = function(group, options) {
+    var node = new mathMLTree.MathNode(
+        "mpadded", [buildGroup(group.value.body, options)]);
+
+    node.setAttribute("lspace", "-1width");
+    node.setAttribute("width", "0px");
+
+    return node;
+};
+
+groupTypes.rlap = function(group, options) {
+    var node = new mathMLTree.MathNode(
+        "mpadded", [buildGroup(group.value.body, options)]);
+
+    node.setAttribute("width", "0px");
+
+    return node;
+};
+
+groupTypes.phantom = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+    return new mathMLTree.MathNode("mphantom", inner);
+};
+
+groupTypes.mclass = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+    return new mathMLTree.MathNode("mstyle", inner);
+};
+
+/**
+ * Takes a list of nodes, builds them, and returns a list of the generated
+ * MathML nodes. A little simpler than the HTML version because we don't do any
+ * previous-node handling.
+ */
+var buildExpression = function(expression, options) {
+    var groups = [];
+    for (var i = 0; i < expression.length; i++) {
+        var group = expression[i];
+        groups.push(buildGroup(group, options));
+    }
+    return groups;
+};
+
+/**
+ * Takes a group from the parser and calls the appropriate groupTypes function
+ * on it to produce a MathML node.
+ */
+var buildGroup = function(group, options) {
+    if (!group) {
+        return new mathMLTree.MathNode("mrow");
+    }
+
+    if (groupTypes[group.type]) {
+        // Call the groupTypes function
+        return groupTypes[group.type](group, options);
+    } else {
+        throw new ParseError(
+            "Got group of unknown type: '" + group.type + "'");
+    }
+};
+
+/**
+ * Takes a full parse tree and settings and builds a MathML representation of
+ * it. In particular, we put the elements from building the parse tree into a
+ *  tag so we can also include that TeX source as an annotation.
+ *
+ * Note that we actually return a domTree element with a `` inside it so
+ * we can do appropriate styling.
+ */
+var buildMathML = function(tree, texExpression, options) {
+    var expression = buildExpression(tree, options);
+
+    // Wrap up the expression in an mrow so it is presented in the semantics
+    // tag correctly.
+    var wrapper = new mathMLTree.MathNode("mrow", expression);
+
+    // Build a TeX annotation of the source
+    var annotation = new mathMLTree.MathNode(
+        "annotation", [new mathMLTree.TextNode(texExpression)]);
+
+    annotation.setAttribute("encoding", "application/x-tex");
+
+    var semantics = new mathMLTree.MathNode(
+        "semantics", [wrapper, annotation]);
+
+    var math = new mathMLTree.MathNode("math", [semantics]);
+
+    // You can't style  nodes, so we wrap the node in a span.
+    return makeSpan(["katex-mathml"], [math]);
+};
+
+module.exports = buildMathML;
+
+},{"./ParseError":6,"./buildCommon":10,"./fontMetrics":17,"./mathMLTree":20,"./symbols":23,"./utils":25}],13:[function(require,module,exports){
+var buildHTML = require("./buildHTML");
+var buildMathML = require("./buildMathML");
+var buildCommon = require("./buildCommon");
+var Options = require("./Options");
+var Settings = require("./Settings");
+var Style = require("./Style");
+
+var makeSpan = buildCommon.makeSpan;
+
+var buildTree = function(tree, expression, settings) {
+    settings = settings || new Settings({});
+
+    var startStyle = Style.TEXT;
+    if (settings.displayMode) {
+        startStyle = Style.DISPLAY;
+    }
+
+    // Setup the default options
+    var options = new Options({
+        style: startStyle,
+        size: "size5"
+    });
+
+    // `buildHTML` sometimes messes with the parse tree (like turning bins ->
+    // ords), so we build the MathML version first.
+    var mathMLNode = buildMathML(tree, expression, options);
+    var htmlNode = buildHTML(tree, options);
+
+    var katexNode = makeSpan(["katex"], [
+        mathMLNode, htmlNode
+    ]);
+
+    if (settings.displayMode) {
+        return makeSpan(["katex-display"], [katexNode]);
+    } else {
+        return katexNode;
+    }
+};
+
+module.exports = buildTree;
+
+},{"./Options":5,"./Settings":8,"./Style":9,"./buildCommon":10,"./buildHTML":11,"./buildMathML":12}],14:[function(require,module,exports){
+/**
+ * This file deals with creating delimiters of various sizes. The TeXbook
+ * discusses these routines on page 441-442, in the "Another subroutine sets box
+ * x to a specified variable delimiter" paragraph.
+ *
+ * There are three main routines here. `makeSmallDelim` makes a delimiter in the
+ * normal font, but in either text, script, or scriptscript style.
+ * `makeLargeDelim` makes a delimiter in textstyle, but in one of the Size1,
+ * Size2, Size3, or Size4 fonts. `makeStackedDelim` makes a delimiter out of
+ * smaller pieces that are stacked on top of one another.
+ *
+ * The functions take a parameter `center`, which determines if the delimiter
+ * should be centered around the axis.
+ *
+ * Then, there are three exposed functions. `sizedDelim` makes a delimiter in
+ * one of the given sizes. This is used for things like `\bigl`.
+ * `customSizedDelim` makes a delimiter with a given total height+depth. It is
+ * called in places like `\sqrt`. `leftRightDelim` makes an appropriate
+ * delimiter which surrounds an expression of a given height an depth. It is
+ * used in `\left` and `\right`.
+ */
+
+var ParseError = require("./ParseError");
+var Style = require("./Style");
+
+var buildCommon = require("./buildCommon");
+var fontMetrics = require("./fontMetrics");
+var symbols = require("./symbols");
+var utils = require("./utils");
+
+var makeSpan = buildCommon.makeSpan;
+
+/**
+ * Get the metrics for a given symbol and font, after transformation (i.e.
+ * after following replacement from symbols.js)
+ */
+var getMetrics = function(symbol, font) {
+    if (symbols.math[symbol] && symbols.math[symbol].replace) {
+        return fontMetrics.getCharacterMetrics(
+            symbols.math[symbol].replace, font);
+    } else {
+        return fontMetrics.getCharacterMetrics(
+            symbol, font);
+    }
+};
+
+/**
+ * Builds a symbol in the given font size (note size is an integer)
+ */
+var mathrmSize = function(value, size, mode, options) {
+    return buildCommon.makeSymbol(value, "Size" + size + "-Regular",
+        mode, options);
+};
+
+/**
+ * Puts a delimiter span in a given style, and adds appropriate height, depth,
+ * and maxFontSizes.
+ */
+var styleWrap = function(delim, toStyle, options, classes) {
+    classes = classes || [];
+    var span = makeSpan(
+        classes.concat(["style-wrap", options.style.reset(), toStyle.cls()]),
+        [delim], options);
+
+    var multiplier = toStyle.sizeMultiplier / options.style.sizeMultiplier;
+
+    span.height *= multiplier;
+    span.depth *= multiplier;
+    span.maxFontSize = toStyle.sizeMultiplier;
+
+    return span;
+};
+
+/**
+ * Makes a small delimiter. This is a delimiter that comes in the Main-Regular
+ * font, but is restyled to either be in textstyle, scriptstyle, or
+ * scriptscriptstyle.
+ */
+var makeSmallDelim = function(delim, style, center, options, mode, classes) {
+    var text = buildCommon.makeSymbol(delim, "Main-Regular", mode, options);
+
+    var span = styleWrap(text, style, options, classes);
+
+    if (center) {
+        var shift =
+            (1 - options.style.sizeMultiplier / style.sizeMultiplier) *
+            options.style.metrics.axisHeight;
+
+        span.style.top = shift + "em";
+        span.height -= shift;
+        span.depth += shift;
+    }
+
+    return span;
+};
+
+/**
+ * Makes a large delimiter. This is a delimiter that comes in the Size1, Size2,
+ * Size3, or Size4 fonts. It is always rendered in textstyle.
+ */
+var makeLargeDelim = function(delim, size, center, options, mode, classes) {
+    var inner = mathrmSize(delim, size, mode, options);
+
+    var span = styleWrap(
+        makeSpan(["delimsizing", "size" + size], [inner], options),
+        Style.TEXT, options, classes);
+
+    if (center) {
+        var shift = (1 - options.style.sizeMultiplier) *
+            options.style.metrics.axisHeight;
+
+        span.style.top = shift + "em";
+        span.height -= shift;
+        span.depth += shift;
+    }
+
+    return span;
+};
+
+/**
+ * Make an inner span with the given offset and in the given font. This is used
+ * in `makeStackedDelim` to make the stacking pieces for the delimiter.
+ */
+var makeInner = function(symbol, font, mode) {
+    var sizeClass;
+    // Apply the correct CSS class to choose the right font.
+    if (font === "Size1-Regular") {
+        sizeClass = "delim-size1";
+    } else if (font === "Size4-Regular") {
+        sizeClass = "delim-size4";
+    }
+
+    var inner = makeSpan(
+        ["delimsizinginner", sizeClass],
+        [makeSpan([], [buildCommon.makeSymbol(symbol, font, mode)])]);
+
+    // Since this will be passed into `makeVList` in the end, wrap the element
+    // in the appropriate tag that VList uses.
+    return {type: "elem", elem: inner};
+};
+
+/**
+ * Make a stacked delimiter out of a given delimiter, with the total height at
+ * least `heightTotal`. This routine is mentioned on page 442 of the TeXbook.
+ */
+var makeStackedDelim = function(delim, heightTotal, center, options, mode,
+                                classes) {
+    // There are four parts, the top, an optional middle, a repeated part, and a
+    // bottom.
+    var top;
+    var middle;
+    var repeat;
+    var bottom;
+    top = repeat = bottom = delim;
+    middle = null;
+    // Also keep track of what font the delimiters are in
+    var font = "Size1-Regular";
+
+    // We set the parts and font based on the symbol. Note that we use
+    // '\u23d0' instead of '|' and '\u2016' instead of '\\|' for the
+    // repeats of the arrows
+    if (delim === "\\uparrow") {
+        repeat = bottom = "\u23d0";
+    } else if (delim === "\\Uparrow") {
+        repeat = bottom = "\u2016";
+    } else if (delim === "\\downarrow") {
+        top = repeat = "\u23d0";
+    } else if (delim === "\\Downarrow") {
+        top = repeat = "\u2016";
+    } else if (delim === "\\updownarrow") {
+        top = "\\uparrow";
+        repeat = "\u23d0";
+        bottom = "\\downarrow";
+    } else if (delim === "\\Updownarrow") {
+        top = "\\Uparrow";
+        repeat = "\u2016";
+        bottom = "\\Downarrow";
+    } else if (delim === "[" || delim === "\\lbrack") {
+        top = "\u23a1";
+        repeat = "\u23a2";
+        bottom = "\u23a3";
+        font = "Size4-Regular";
+    } else if (delim === "]" || delim === "\\rbrack") {
+        top = "\u23a4";
+        repeat = "\u23a5";
+        bottom = "\u23a6";
+        font = "Size4-Regular";
+    } else if (delim === "\\lfloor") {
+        repeat = top = "\u23a2";
+        bottom = "\u23a3";
+        font = "Size4-Regular";
+    } else if (delim === "\\lceil") {
+        top = "\u23a1";
+        repeat = bottom = "\u23a2";
+        font = "Size4-Regular";
+    } else if (delim === "\\rfloor") {
+        repeat = top = "\u23a5";
+        bottom = "\u23a6";
+        font = "Size4-Regular";
+    } else if (delim === "\\rceil") {
+        top = "\u23a4";
+        repeat = bottom = "\u23a5";
+        font = "Size4-Regular";
+    } else if (delim === "(") {
+        top = "\u239b";
+        repeat = "\u239c";
+        bottom = "\u239d";
+        font = "Size4-Regular";
+    } else if (delim === ")") {
+        top = "\u239e";
+        repeat = "\u239f";
+        bottom = "\u23a0";
+        font = "Size4-Regular";
+    } else if (delim === "\\{" || delim === "\\lbrace") {
+        top = "\u23a7";
+        middle = "\u23a8";
+        bottom = "\u23a9";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\}" || delim === "\\rbrace") {
+        top = "\u23ab";
+        middle = "\u23ac";
+        bottom = "\u23ad";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\lgroup") {
+        top = "\u23a7";
+        bottom = "\u23a9";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\rgroup") {
+        top = "\u23ab";
+        bottom = "\u23ad";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\lmoustache") {
+        top = "\u23a7";
+        bottom = "\u23ad";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\rmoustache") {
+        top = "\u23ab";
+        bottom = "\u23a9";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\surd") {
+        top = "\ue001";
+        bottom = "\u23b7";
+        repeat = "\ue000";
+        font = "Size4-Regular";
+    }
+
+    // Get the metrics of the four sections
+    var topMetrics = getMetrics(top, font);
+    var topHeightTotal = topMetrics.height + topMetrics.depth;
+    var repeatMetrics = getMetrics(repeat, font);
+    var repeatHeightTotal = repeatMetrics.height + repeatMetrics.depth;
+    var bottomMetrics = getMetrics(bottom, font);
+    var bottomHeightTotal = bottomMetrics.height + bottomMetrics.depth;
+    var middleHeightTotal = 0;
+    var middleFactor = 1;
+    if (middle !== null) {
+        var middleMetrics = getMetrics(middle, font);
+        middleHeightTotal = middleMetrics.height + middleMetrics.depth;
+        middleFactor = 2; // repeat symmetrically above and below middle
+    }
+
+    // Calcuate the minimal height that the delimiter can have.
+    // It is at least the size of the top, bottom, and optional middle combined.
+    var minHeight = topHeightTotal + bottomHeightTotal + middleHeightTotal;
+
+    // Compute the number of copies of the repeat symbol we will need
+    var repeatCount = Math.ceil(
+        (heightTotal - minHeight) / (middleFactor * repeatHeightTotal));
+
+    // Compute the total height of the delimiter including all the symbols
+    var realHeightTotal =
+        minHeight + repeatCount * middleFactor * repeatHeightTotal;
+
+    // The center of the delimiter is placed at the center of the axis. Note
+    // that in this context, "center" means that the delimiter should be
+    // centered around the axis in the current style, while normally it is
+    // centered around the axis in textstyle.
+    var axisHeight = options.style.metrics.axisHeight;
+    if (center) {
+        axisHeight *= options.style.sizeMultiplier;
+    }
+    // Calculate the depth
+    var depth = realHeightTotal / 2 - axisHeight;
+
+    // Now, we start building the pieces that will go into the vlist
+
+    // Keep a list of the inner pieces
+    var inners = [];
+
+    // Add the bottom symbol
+    inners.push(makeInner(bottom, font, mode));
+
+    var i;
+    if (middle === null) {
+        // Add that many symbols
+        for (i = 0; i < repeatCount; i++) {
+            inners.push(makeInner(repeat, font, mode));
+        }
+    } else {
+        // When there is a middle bit, we need the middle part and two repeated
+        // sections
+        for (i = 0; i < repeatCount; i++) {
+            inners.push(makeInner(repeat, font, mode));
+        }
+        inners.push(makeInner(middle, font, mode));
+        for (i = 0; i < repeatCount; i++) {
+            inners.push(makeInner(repeat, font, mode));
+        }
+    }
+
+    // Add the top symbol
+    inners.push(makeInner(top, font, mode));
+
+    // Finally, build the vlist
+    var inner = buildCommon.makeVList(inners, "bottom", depth, options);
+
+    return styleWrap(
+        makeSpan(["delimsizing", "mult"], [inner], options),
+        Style.TEXT, options, classes);
+};
+
+// There are three kinds of delimiters, delimiters that stack when they become
+// too large
+var stackLargeDelimiters = [
+    "(", ")", "[", "\\lbrack", "]", "\\rbrack",
+    "\\{", "\\lbrace", "\\}", "\\rbrace",
+    "\\lfloor", "\\rfloor", "\\lceil", "\\rceil",
+    "\\surd"
+];
+
+// delimiters that always stack
+var stackAlwaysDelimiters = [
+    "\\uparrow", "\\downarrow", "\\updownarrow",
+    "\\Uparrow", "\\Downarrow", "\\Updownarrow",
+    "|", "\\|", "\\vert", "\\Vert",
+    "\\lvert", "\\rvert", "\\lVert", "\\rVert",
+    "\\lgroup", "\\rgroup", "\\lmoustache", "\\rmoustache"
+];
+
+// and delimiters that never stack
+var stackNeverDelimiters = [
+    "<", ">", "\\langle", "\\rangle", "/", "\\backslash", "\\lt", "\\gt"
+];
+
+// Metrics of the different sizes. Found by looking at TeX's output of
+// $\bigl| // \Bigl| \biggl| \Biggl| \showlists$
+// Used to create stacked delimiters of appropriate sizes in makeSizedDelim.
+var sizeToMaxHeight = [0, 1.2, 1.8, 2.4, 3.0];
+
+/**
+ * Used to create a delimiter of a specific size, where `size` is 1, 2, 3, or 4.
+ */
+var makeSizedDelim = function(delim, size, options, mode, classes) {
+    // < and > turn into \langle and \rangle in delimiters
+    if (delim === "<" || delim === "\\lt") {
+        delim = "\\langle";
+    } else if (delim === ">" || delim === "\\gt") {
+        delim = "\\rangle";
+    }
+
+    // Sized delimiters are never centered.
+    if (utils.contains(stackLargeDelimiters, delim) ||
+        utils.contains(stackNeverDelimiters, delim)) {
+        return makeLargeDelim(delim, size, false, options, mode, classes);
+    } else if (utils.contains(stackAlwaysDelimiters, delim)) {
+        return makeStackedDelim(
+            delim, sizeToMaxHeight[size], false, options, mode, classes);
+    } else {
+        throw new ParseError("Illegal delimiter: '" + delim + "'");
+    }
+};
+
+/**
+ * There are three different sequences of delimiter sizes that the delimiters
+ * follow depending on the kind of delimiter. This is used when creating custom
+ * sized delimiters to decide whether to create a small, large, or stacked
+ * delimiter.
+ *
+ * In real TeX, these sequences aren't explicitly defined, but are instead
+ * defined inside the font metrics. Since there are only three sequences that
+ * are possible for the delimiters that TeX defines, it is easier to just encode
+ * them explicitly here.
+ */
+
+// Delimiters that never stack try small delimiters and large delimiters only
+var stackNeverDelimiterSequence = [
+    {type: "small", style: Style.SCRIPTSCRIPT},
+    {type: "small", style: Style.SCRIPT},
+    {type: "small", style: Style.TEXT},
+    {type: "large", size: 1},
+    {type: "large", size: 2},
+    {type: "large", size: 3},
+    {type: "large", size: 4}
+];
+
+// Delimiters that always stack try the small delimiters first, then stack
+var stackAlwaysDelimiterSequence = [
+    {type: "small", style: Style.SCRIPTSCRIPT},
+    {type: "small", style: Style.SCRIPT},
+    {type: "small", style: Style.TEXT},
+    {type: "stack"}
+];
+
+// Delimiters that stack when large try the small and then large delimiters, and
+// stack afterwards
+var stackLargeDelimiterSequence = [
+    {type: "small", style: Style.SCRIPTSCRIPT},
+    {type: "small", style: Style.SCRIPT},
+    {type: "small", style: Style.TEXT},
+    {type: "large", size: 1},
+    {type: "large", size: 2},
+    {type: "large", size: 3},
+    {type: "large", size: 4},
+    {type: "stack"}
+];
+
+/**
+ * Get the font used in a delimiter based on what kind of delimiter it is.
+ */
+var delimTypeToFont = function(type) {
+    if (type.type === "small") {
+        return "Main-Regular";
+    } else if (type.type === "large") {
+        return "Size" + type.size + "-Regular";
+    } else if (type.type === "stack") {
+        return "Size4-Regular";
+    }
+};
+
+/**
+ * Traverse a sequence of types of delimiters to decide what kind of delimiter
+ * should be used to create a delimiter of the given height+depth.
+ */
+var traverseSequence = function(delim, height, sequence, options) {
+    // Here, we choose the index we should start at in the sequences. In smaller
+    // sizes (which correspond to larger numbers in style.size) we start earlier
+    // in the sequence. Thus, scriptscript starts at index 3-3=0, script starts
+    // at index 3-2=1, text starts at 3-1=2, and display starts at min(2,3-0)=2
+    var start = Math.min(2, 3 - options.style.size);
+    for (var i = start; i < sequence.length; i++) {
+        if (sequence[i].type === "stack") {
+            // This is always the last delimiter, so we just break the loop now.
+            break;
+        }
+
+        var metrics = getMetrics(delim, delimTypeToFont(sequence[i]));
+        var heightDepth = metrics.height + metrics.depth;
+
+        // Small delimiters are scaled down versions of the same font, so we
+        // account for the style change size.
+
+        if (sequence[i].type === "small") {
+            heightDepth *= sequence[i].style.sizeMultiplier;
+        }
+
+        // Check if the delimiter at this size works for the given height.
+        if (heightDepth > height) {
+            return sequence[i];
+        }
+    }
+
+    // If we reached the end of the sequence, return the last sequence element.
+    return sequence[sequence.length - 1];
+};
+
+/**
+ * Make a delimiter of a given height+depth, with optional centering. Here, we
+ * traverse the sequences, and create a delimiter that the sequence tells us to.
+ */
+var makeCustomSizedDelim = function(delim, height, center, options, mode,
+                                    classes) {
+    if (delim === "<" || delim === "\\lt") {
+        delim = "\\langle";
+    } else if (delim === ">" || delim === "\\gt") {
+        delim = "\\rangle";
+    }
+
+    // Decide what sequence to use
+    var sequence;
+    if (utils.contains(stackNeverDelimiters, delim)) {
+        sequence = stackNeverDelimiterSequence;
+    } else if (utils.contains(stackLargeDelimiters, delim)) {
+        sequence = stackLargeDelimiterSequence;
+    } else {
+        sequence = stackAlwaysDelimiterSequence;
+    }
+
+    // Look through the sequence
+    var delimType = traverseSequence(delim, height, sequence, options);
+
+    // Depending on the sequence element we decided on, call the appropriate
+    // function.
+    if (delimType.type === "small") {
+        return makeSmallDelim(delim, delimType.style, center, options, mode,
+                              classes);
+    } else if (delimType.type === "large") {
+        return makeLargeDelim(delim, delimType.size, center, options, mode,
+                              classes);
+    } else if (delimType.type === "stack") {
+        return makeStackedDelim(delim, height, center, options, mode, classes);
+    }
+};
+
+/**
+ * Make a delimiter for use with `\left` and `\right`, given a height and depth
+ * of an expression that the delimiters surround.
+ */
+var makeLeftRightDelim = function(delim, height, depth, options, mode,
+                                  classes) {
+    // We always center \left/\right delimiters, so the axis is always shifted
+    var axisHeight =
+        options.style.metrics.axisHeight * options.style.sizeMultiplier;
+
+    // Taken from TeX source, tex.web, function make_left_right
+    var delimiterFactor = 901;
+    var delimiterExtend = 5.0 / fontMetrics.metrics.ptPerEm;
+
+    var maxDistFromAxis = Math.max(
+        height - axisHeight, depth + axisHeight);
+
+    var totalHeight = Math.max(
+        // In real TeX, calculations are done using integral values which are
+        // 65536 per pt, or 655360 per em. So, the division here truncates in
+        // TeX but doesn't here, producing different results. If we wanted to
+        // exactly match TeX's calculation, we could do
+        //   Math.floor(655360 * maxDistFromAxis / 500) *
+        //    delimiterFactor / 655360
+        // (To see the difference, compare
+        //    x^{x^{\left(\rule{0.1em}{0.68em}\right)}}
+        // in TeX and KaTeX)
+        maxDistFromAxis / 500 * delimiterFactor,
+        2 * maxDistFromAxis - delimiterExtend);
+
+    // Finally, we defer to `makeCustomSizedDelim` with our calculated total
+    // height
+    return makeCustomSizedDelim(delim, totalHeight, true, options, mode,
+                                classes);
+};
+
+module.exports = {
+    sizedDelim: makeSizedDelim,
+    customSizedDelim: makeCustomSizedDelim,
+    leftRightDelim: makeLeftRightDelim
+};
+
+},{"./ParseError":6,"./Style":9,"./buildCommon":10,"./fontMetrics":17,"./symbols":23,"./utils":25}],15:[function(require,module,exports){
+/**
+ * These objects store the data about the DOM nodes we create, as well as some
+ * extra data. They can then be transformed into real DOM nodes with the
+ * `toNode` function or HTML markup using `toMarkup`. They are useful for both
+ * storing extra properties on the nodes, as well as providing a way to easily
+ * work with the DOM.
+ *
+ * Similar functions for working with MathML nodes exist in mathMLTree.js.
+ */
+var unicodeRegexes = require("./unicodeRegexes");
+var utils = require("./utils");
+
+/**
+ * Create an HTML className based on a list of classes. In addition to joining
+ * with spaces, we also remove null or empty classes.
+ */
+var createClass = function(classes) {
+    classes = classes.slice();
+    for (var i = classes.length - 1; i >= 0; i--) {
+        if (!classes[i]) {
+            classes.splice(i, 1);
+        }
+    }
+
+    return classes.join(" ");
+};
+
+/**
+ * This node represents a span node, with a className, a list of children, and
+ * an inline style. It also contains information about its height, depth, and
+ * maxFontSize.
+ */
+function span(classes, children, options) {
+    this.classes = classes || [];
+    this.children = children || [];
+    this.height = 0;
+    this.depth = 0;
+    this.maxFontSize = 0;
+    this.style = {};
+    this.attributes = {};
+    if (options) {
+        if (options.style.isTight()) {
+            this.classes.push("mtight");
+        }
+        if (options.getColor()) {
+            this.style.color = options.getColor();
+        }
+    }
+}
+
+/**
+ * Sets an arbitrary attribute on the span. Warning: use this wisely. Not all
+ * browsers support attributes the same, and having too many custom attributes
+ * is probably bad.
+ */
+span.prototype.setAttribute = function(attribute, value) {
+    this.attributes[attribute] = value;
+};
+
+span.prototype.tryCombine = function(sibling) {
+    return false;
+};
+
+/**
+ * Convert the span into an HTML node
+ */
+span.prototype.toNode = function() {
+    var span = document.createElement("span");
+
+    // Apply the class
+    span.className = createClass(this.classes);
+
+    // Apply inline styles
+    for (var style in this.style) {
+        if (Object.prototype.hasOwnProperty.call(this.style, style)) {
+            span.style[style] = this.style[style];
+        }
+    }
+
+    // Apply attributes
+    for (var attr in this.attributes) {
+        if (Object.prototype.hasOwnProperty.call(this.attributes, attr)) {
+            span.setAttribute(attr, this.attributes[attr]);
+        }
+    }
+
+    // Append the children, also as HTML nodes
+    for (var i = 0; i < this.children.length; i++) {
+        span.appendChild(this.children[i].toNode());
+    }
+
+    return span;
+};
+
+/**
+ * Convert the span into an HTML markup string
+ */
+span.prototype.toMarkup = function() {
+    var markup = " 0
+        || createClass(this.classes) !== createClass(sibling.classes)
+        || this.skew !== sibling.skew
+        || this.maxFontSize !== sibling.maxFontSize) {
+        return false;
+    }
+    for (var style in this.style) {
+        if (this.style.hasOwnProperty(style)
+            && this.style[style] !== sibling.style[style]) {
+            return false;
+        }
+    }
+    for (style in sibling.style) {
+        if (sibling.style.hasOwnProperty(style)
+            && this.style[style] !== sibling.style[style]) {
+            return false;
+        }
+    }
+    this.value += sibling.value;
+    this.height = Math.max(this.height, sibling.height);
+    this.depth = Math.max(this.depth, sibling.depth);
+    this.italic = sibling.italic;
+    return true;
+};
+
+/**
+ * Creates a text node or span from a symbol node. Note that a span is only
+ * created if it is needed.
+ */
+symbolNode.prototype.toNode = function() {
+    var node = document.createTextNode(this.value);
+    var span = null;
+
+    if (this.italic > 0) {
+        span = document.createElement("span");
+        span.style.marginRight = this.italic + "em";
+    }
+
+    if (this.classes.length > 0) {
+        span = span || document.createElement("span");
+        span.className = createClass(this.classes);
+    }
+
+    for (var style in this.style) {
+        if (this.style.hasOwnProperty(style)) {
+            span = span || document.createElement("span");
+            span.style[style] = this.style[style];
+        }
+    }
+
+    if (span) {
+        span.appendChild(node);
+        return span;
+    } else {
+        return node;
+    }
+};
+
+/**
+ * Creates markup for a symbol node.
+ */
+symbolNode.prototype.toMarkup = function() {
+    // TODO(alpert): More duplication than I'd like from
+    // span.prototype.toMarkup and symbolNode.prototype.toNode...
+    var needsSpan = false;
+
+    var markup = " 0) {
+        styles += "margin-right:" + this.italic + "em;";
+    }
+    for (var style in this.style) {
+        if (this.style.hasOwnProperty(style)) {
+            styles += utils.hyphenate(style) + ":" + this.style[style] + ";";
+        }
+    }
+
+    if (styles) {
+        needsSpan = true;
+        markup += " style=\"" + utils.escape(styles) + "\"";
+    }
+
+    var escaped = utils.escape(this.value);
+    if (needsSpan) {
+        markup += ">";
+        markup += escaped;
+        markup += "";
+        return markup;
+    } else {
+        return escaped;
+    }
+};
+
+module.exports = {
+    span: span,
+    documentFragment: documentFragment,
+    symbolNode: symbolNode
+};
+
+},{"./unicodeRegexes":24,"./utils":25}],16:[function(require,module,exports){
+/* eslint no-constant-condition:0 */
+var parseData = require("./parseData");
+var ParseError = require("./ParseError");
+var Style = require("./Style");
+
+var ParseNode = parseData.ParseNode;
+
+/**
+ * Parse the body of the environment, with rows delimited by \\ and
+ * columns delimited by &, and create a nested list in row-major order
+ * with one group per cell.
+ */
+function parseArray(parser, result) {
+    var row = [];
+    var body = [row];
+    var rowGaps = [];
+    while (true) {
+        var cell = parser.parseExpression(false, null);
+        row.push(new ParseNode("ordgroup", cell, parser.mode));
+        var next = parser.nextToken.text;
+        if (next === "&") {
+            parser.consume();
+        } else if (next === "\\end") {
+            break;
+        } else if (next === "\\\\" || next === "\\cr") {
+            var cr = parser.parseFunction();
+            rowGaps.push(cr.value.size);
+            row = [];
+            body.push(row);
+        } else {
+            throw new ParseError("Expected & or \\\\ or \\end",
+                                 parser.nextToken);
+        }
+    }
+    result.body = body;
+    result.rowGaps = rowGaps;
+    return new ParseNode(result.type, result, parser.mode);
+}
+
+/*
+ * An environment definition is very similar to a function definition:
+ * it is declared with a name or a list of names, a set of properties
+ * and a handler containing the actual implementation.
+ *
+ * The properties include:
+ *  - numArgs: The number of arguments after the \begin{name} function.
+ *  - argTypes: (optional) Just like for a function
+ *  - allowedInText: (optional) Whether or not the environment is allowed inside
+ *                   text mode (default false) (not enforced yet)
+ *  - numOptionalArgs: (optional) Just like for a function
+ * A bare number instead of that object indicates the numArgs value.
+ *
+ * The handler function will receive two arguments
+ *  - context: information and references provided by the parser
+ *  - args: an array of arguments passed to \begin{name}
+ * The context contains the following properties:
+ *  - envName: the name of the environment, one of the listed names.
+ *  - parser: the parser object
+ *  - lexer: the lexer object
+ *  - positions: the positions associated with these arguments from args.
+ * The handler must return a ParseResult.
+ */
+
+function defineEnvironment(names, props, handler) {
+    if (typeof names === "string") {
+        names = [names];
+    }
+    if (typeof props === "number") {
+        props = { numArgs: props };
+    }
+    // Set default values of environments
+    var data = {
+        numArgs: props.numArgs || 0,
+        argTypes: props.argTypes,
+        greediness: 1,
+        allowedInText: !!props.allowedInText,
+        numOptionalArgs: props.numOptionalArgs || 0,
+        handler: handler
+    };
+    for (var i = 0; i < names.length; ++i) {
+        module.exports[names[i]] = data;
+    }
+}
+
+// Arrays are part of LaTeX, defined in lttab.dtx so its documentation
+// is part of the source2e.pdf file of LaTeX2e source documentation.
+defineEnvironment("array", {
+    numArgs: 1
+}, function(context, args) {
+    var colalign = args[0];
+    colalign = colalign.value.map ? colalign.value : [colalign];
+    var cols = colalign.map(function(node) {
+        var ca = node.value;
+        if ("lcr".indexOf(ca) !== -1) {
+            return {
+                type: "align",
+                align: ca
+            };
+        } else if (ca === "|") {
+            return {
+                type: "separator",
+                separator: "|"
+            };
+        }
+        throw new ParseError(
+            "Unknown column alignment: " + node.value,
+            node);
+    });
+    var res = {
+        type: "array",
+        cols: cols,
+        hskipBeforeAndAfter: true // \@preamble in lttab.dtx
+    };
+    res = parseArray(context.parser, res);
+    return res;
+});
+
+// The matrix environments of amsmath builds on the array environment
+// of LaTeX, which is discussed above.
+defineEnvironment([
+    "matrix",
+    "pmatrix",
+    "bmatrix",
+    "Bmatrix",
+    "vmatrix",
+    "Vmatrix"
+], {
+}, function(context) {
+    var delimiters = {
+        "matrix": null,
+        "pmatrix": ["(", ")"],
+        "bmatrix": ["[", "]"],
+        "Bmatrix": ["\\{", "\\}"],
+        "vmatrix": ["|", "|"],
+        "Vmatrix": ["\\Vert", "\\Vert"]
+    }[context.envName];
+    var res = {
+        type: "array",
+        hskipBeforeAndAfter: false // \hskip -\arraycolsep in amsmath
+    };
+    res = parseArray(context.parser, res);
+    if (delimiters) {
+        res = new ParseNode("leftright", {
+            body: [res],
+            left: delimiters[0],
+            right: delimiters[1]
+        }, context.mode);
+    }
+    return res;
+});
+
+// A cases environment (in amsmath.sty) is almost equivalent to
+// \def\arraystretch{1.2}%
+// \left\{\begin{array}{@{}l@{\quad}l@{}} … \end{array}\right.
+defineEnvironment("cases", {
+}, function(context) {
+    var res = {
+        type: "array",
+        arraystretch: 1.2,
+        cols: [{
+            type: "align",
+            align: "l",
+            pregap: 0,
+            // TODO(kevinb) get the current style.
+            // For now we use the metrics for TEXT style which is what we were
+            // doing before.  Before attempting to get the current style we
+            // should look at TeX's behavior especially for \over and matrices.
+            postgap: Style.TEXT.metrics.quad
+        }, {
+            type: "align",
+            align: "l",
+            pregap: 0,
+            postgap: 0
+        }]
+    };
+    res = parseArray(context.parser, res);
+    res = new ParseNode("leftright", {
+        body: [res],
+        left: "\\{",
+        right: "."
+    }, context.mode);
+    return res;
+});
+
+// An aligned environment is like the align* environment
+// except it operates within math mode.
+// Note that we assume \nomallineskiplimit to be zero,
+// so that \strut@ is the same as \strut.
+defineEnvironment("aligned", {
+}, function(context) {
+    var res = {
+        type: "array",
+        cols: []
+    };
+    res = parseArray(context.parser, res);
+    var emptyGroup = new ParseNode("ordgroup", [], context.mode);
+    var numCols = 0;
+    res.value.body.forEach(function(row) {
+        var i;
+        for (i = 1; i < row.length; i += 2) {
+            row[i].value.unshift(emptyGroup);
+        }
+        if (numCols < row.length) {
+            numCols = row.length;
+        }
+    });
+    for (var i = 0; i < numCols; ++i) {
+        var align = "r";
+        var pregap = 0;
+        if (i % 2 === 1) {
+            align = "l";
+        } else if (i > 0) {
+            pregap = 2; // one \qquad between columns
+        }
+        res.value.cols[i] = {
+            type: "align",
+            align: align,
+            pregap: pregap,
+            postgap: 0
+        };
+    }
+    return res;
+});
+
+},{"./ParseError":6,"./Style":9,"./parseData":21}],17:[function(require,module,exports){
+/* eslint no-unused-vars:0 */
+
+var Style = require("./Style");
+var cjkRegex = require("./unicodeRegexes").cjkRegex;
+
+/**
+ * This file contains metrics regarding fonts and individual symbols. The sigma
+ * and xi variables, as well as the metricMap map contain data extracted from
+ * TeX, TeX font metrics, and the TTF files. These data are then exposed via the
+ * `metrics` variable and the getCharacterMetrics function.
+ */
+
+// In TeX, there are actually three sets of dimensions, one for each of
+// textstyle, scriptstyle, and scriptscriptstyle.  These are provided in the
+// the arrays below, in that order.
+//
+// The font metrics are stored in fonts cmsy10, cmsy7, and cmsy5 respsectively.
+// This was determined by running the folllowing script:
+//
+//     latex -interaction=nonstopmode \
+//     '\documentclass{article}\usepackage{amsmath}\begin{document}' \
+//     '$a$ \expandafter\show\the\textfont2' \
+//     '\expandafter\show\the\scriptfont2' \
+//     '\expandafter\show\the\scriptscriptfont2' \
+//     '\stop'
+//
+// The metrics themselves were retreived using the following commands:
+//
+//     tftopl cmsy10
+//     tftopl cmsy7
+//     tftopl cmsy5
+//
+// The output of each of these commands is quite lengthy.  The only part we
+// care about is the FONTDIMEN section. Each value is measured in EMs.
+var sigmas = {
+    slant: [0.250, 0.250, 0.250],       // sigma1
+    space: [0.000, 0.000, 0.000],       // sigma2
+    stretch: [0.000, 0.000, 0.000],     // sigma3
+    shrink: [0.000, 0.000, 0.000],      // sigma4
+    xHeight: [0.431, 0.431, 0.431],     // sigma5
+    quad: [1.000, 1.171, 1.472],        // sigma6
+    extraSpace: [0.000, 0.000, 0.000],  // sigma7
+    num1: [0.677, 0.732, 0.925],        // sigma8
+    num2: [0.394, 0.384, 0.387],        // sigma9
+    num3: [0.444, 0.471, 0.504],        // sigma10
+    denom1: [0.686, 0.752, 1.025],      // sigma11
+    denom2: [0.345, 0.344, 0.532],      // sigma12
+    sup1: [0.413, 0.503, 0.504],        // sigma13
+    sup2: [0.363, 0.431, 0.404],        // sigma14
+    sup3: [0.289, 0.286, 0.294],        // sigma15
+    sub1: [0.150, 0.143, 0.200],        // sigma16
+    sub2: [0.247, 0.286, 0.400],        // sigma17
+    supDrop: [0.386, 0.353, 0.494],     // sigma18
+    subDrop: [0.050, 0.071, 0.100],     // sigma19
+    delim1: [2.390, 1.700, 1.980],      // sigma20
+    delim2: [1.010, 1.157, 1.420],      // sigma21
+    axisHeight: [0.250, 0.250, 0.250]  // sigma22
+};
+
+// These font metrics are extracted from TeX by using
+// \font\a=cmex10
+// \showthe\fontdimenX\a
+// where X is the corresponding variable number. These correspond to the font
+// parameters of the extension fonts (family 3). See the TeXbook, page 441.
+var xi1 = 0;
+var xi2 = 0;
+var xi3 = 0;
+var xi4 = 0;
+var xi5 = 0.431;
+var xi6 = 1;
+var xi7 = 0;
+var xi8 = 0.04;
+var xi9 = 0.111;
+var xi10 = 0.166;
+var xi11 = 0.2;
+var xi12 = 0.6;
+var xi13 = 0.1;
+
+// This value determines how large a pt is, for metrics which are defined in
+// terms of pts.
+// This value is also used in katex.less; if you change it make sure the values
+// match.
+var ptPerEm = 10.0;
+
+// The space between adjacent `|` columns in an array definition. From
+// `\showthe\doublerulesep` in LaTeX.
+var doubleRuleSep = 2.0 / ptPerEm;
+
+/**
+ * This is just a mapping from common names to real metrics
+ */
+var metrics = {
+    defaultRuleThickness: xi8,
+    bigOpSpacing1: xi9,
+    bigOpSpacing2: xi10,
+    bigOpSpacing3: xi11,
+    bigOpSpacing4: xi12,
+    bigOpSpacing5: xi13,
+    ptPerEm: ptPerEm,
+    doubleRuleSep: doubleRuleSep
+};
+
+// This map contains a mapping from font name and character code to character
+// metrics, including height, depth, italic correction, and skew (kern from the
+// character to the corresponding \skewchar)
+// This map is generated via `make metrics`. It should not be changed manually.
+var metricMap = require("./fontMetricsData");
+
+// These are very rough approximations.  We default to Times New Roman which
+// should have Latin-1 and Cyrillic characters, but may not depending on the
+// operating system.  The metrics do not account for extra height from the
+// accents.  In the case of Cyrillic characters which have both ascenders and
+// descenders we prefer approximations with ascenders, primarily to prevent
+// the fraction bar or root line from intersecting the glyph.
+// TODO(kevinb) allow union of multiple glyph metrics for better accuracy.
+var extraCharacterMap = {
+    // Latin-1
+    'À': 'A',
+    'Á': 'A',
+    'Â': 'A',
+    'Ã': 'A',
+    'Ä': 'A',
+    'Å': 'A',
+    'Æ': 'A',
+    'Ç': 'C',
+    'È': 'E',
+    'É': 'E',
+    'Ê': 'E',
+    'Ë': 'E',
+    'Ì': 'I',
+    'Í': 'I',
+    'Î': 'I',
+    'Ï': 'I',
+    'Ð': 'D',
+    'Ñ': 'N',
+    'Ò': 'O',
+    'Ó': 'O',
+    'Ô': 'O',
+    'Õ': 'O',
+    'Ö': 'O',
+    'Ø': 'O',
+    'Ù': 'U',
+    'Ú': 'U',
+    'Û': 'U',
+    'Ü': 'U',
+    'Ý': 'Y',
+    'Þ': 'o',
+    'ß': 'B',
+    'à': 'a',
+    'á': 'a',
+    'â': 'a',
+    'ã': 'a',
+    'ä': 'a',
+    'å': 'a',
+    'æ': 'a',
+    'ç': 'c',
+    'è': 'e',
+    'é': 'e',
+    'ê': 'e',
+    'ë': 'e',
+    'ì': 'i',
+    'í': 'i',
+    'î': 'i',
+    'ï': 'i',
+    'ð': 'd',
+    'ñ': 'n',
+    'ò': 'o',
+    'ó': 'o',
+    'ô': 'o',
+    'õ': 'o',
+    'ö': 'o',
+    'ø': 'o',
+    'ù': 'u',
+    'ú': 'u',
+    'û': 'u',
+    'ü': 'u',
+    'ý': 'y',
+    'þ': 'o',
+    'ÿ': 'y',
+
+    // Cyrillic
+    'А': 'A',
+    'Б': 'B',
+    'В': 'B',
+    'Г': 'F',
+    'Д': 'A',
+    'Е': 'E',
+    'Ж': 'K',
+    'З': '3',
+    'И': 'N',
+    'Й': 'N',
+    'К': 'K',
+    'Л': 'N',
+    'М': 'M',
+    'Н': 'H',
+    'О': 'O',
+    'П': 'N',
+    'Р': 'P',
+    'С': 'C',
+    'Т': 'T',
+    'У': 'y',
+    'Ф': 'O',
+    'Х': 'X',
+    'Ц': 'U',
+    'Ч': 'h',
+    'Ш': 'W',
+    'Щ': 'W',
+    'Ъ': 'B',
+    'Ы': 'X',
+    'Ь': 'B',
+    'Э': '3',
+    'Ю': 'X',
+    'Я': 'R',
+    'а': 'a',
+    'б': 'b',
+    'в': 'a',
+    'г': 'r',
+    'д': 'y',
+    'е': 'e',
+    'ж': 'm',
+    'з': 'e',
+    'и': 'n',
+    'й': 'n',
+    'к': 'n',
+    'л': 'n',
+    'м': 'm',
+    'н': 'n',
+    'о': 'o',
+    'п': 'n',
+    'р': 'p',
+    'с': 'c',
+    'т': 'o',
+    'у': 'y',
+    'ф': 'b',
+    'х': 'x',
+    'ц': 'n',
+    'ч': 'n',
+    'ш': 'w',
+    'щ': 'w',
+    'ъ': 'a',
+    'ы': 'm',
+    'ь': 'a',
+    'э': 'e',
+    'ю': 'm',
+    'я': 'r'
+};
+
+/**
+ * This function is a convenience function for looking up information in the
+ * metricMap table. It takes a character as a string, and a style.
+ *
+ * Note: the `width` property may be undefined if fontMetricsData.js wasn't
+ * built using `Make extended_metrics`.
+ */
+var getCharacterMetrics = function(character, style) {
+    var ch = character.charCodeAt(0);
+    if (character[0] in extraCharacterMap) {
+        ch = extraCharacterMap[character[0]].charCodeAt(0);
+    } else if (cjkRegex.test(character[0])) {
+        ch = 'M'.charCodeAt(0);
+    }
+    var metrics = metricMap[style][ch];
+    if (metrics) {
+        return {
+            depth: metrics[0],
+            height: metrics[1],
+            italic: metrics[2],
+            skew: metrics[3],
+            width: metrics[4]
+        };
+    }
+};
+
+module.exports = {
+    metrics: metrics,
+    sigmas: sigmas,
+    getCharacterMetrics: getCharacterMetrics
+};
+
+},{"./Style":9,"./fontMetricsData":18,"./unicodeRegexes":24}],18:[function(require,module,exports){
+module.exports = {
+    "AMS-Regular": {
+        "65": [0, 0.68889, 0, 0],
+        "66": [0, 0.68889, 0, 0],
+        "67": [0, 0.68889, 0, 0],
+        "68": [0, 0.68889, 0, 0],
+        "69": [0, 0.68889, 0, 0],
+        "70": [0, 0.68889, 0, 0],
+        "71": [0, 0.68889, 0, 0],
+        "72": [0, 0.68889, 0, 0],
+        "73": [0, 0.68889, 0, 0],
+        "74": [0.16667, 0.68889, 0, 0],
+        "75": [0, 0.68889, 0, 0],
+        "76": [0, 0.68889, 0, 0],
+        "77": [0, 0.68889, 0, 0],
+        "78": [0, 0.68889, 0, 0],
+        "79": [0.16667, 0.68889, 0, 0],
+        "80": [0, 0.68889, 0, 0],
+        "81": [0.16667, 0.68889, 0, 0],
+        "82": [0, 0.68889, 0, 0],
+        "83": [0, 0.68889, 0, 0],
+        "84": [0, 0.68889, 0, 0],
+        "85": [0, 0.68889, 0, 0],
+        "86": [0, 0.68889, 0, 0],
+        "87": [0, 0.68889, 0, 0],
+        "88": [0, 0.68889, 0, 0],
+        "89": [0, 0.68889, 0, 0],
+        "90": [0, 0.68889, 0, 0],
+        "107": [0, 0.68889, 0, 0],
+        "165": [0, 0.675, 0.025, 0],
+        "174": [0.15559, 0.69224, 0, 0],
+        "240": [0, 0.68889, 0, 0],
+        "295": [0, 0.68889, 0, 0],
+        "710": [0, 0.825, 0, 0],
+        "732": [0, 0.9, 0, 0],
+        "770": [0, 0.825, 0, 0],
+        "771": [0, 0.9, 0, 0],
+        "989": [0.08167, 0.58167, 0, 0],
+        "1008": [0, 0.43056, 0.04028, 0],
+        "8245": [0, 0.54986, 0, 0],
+        "8463": [0, 0.68889, 0, 0],
+        "8487": [0, 0.68889, 0, 0],
+        "8498": [0, 0.68889, 0, 0],
+        "8502": [0, 0.68889, 0, 0],
+        "8503": [0, 0.68889, 0, 0],
+        "8504": [0, 0.68889, 0, 0],
+        "8513": [0, 0.68889, 0, 0],
+        "8592": [-0.03598, 0.46402, 0, 0],
+        "8594": [-0.03598, 0.46402, 0, 0],
+        "8602": [-0.13313, 0.36687, 0, 0],
+        "8603": [-0.13313, 0.36687, 0, 0],
+        "8606": [0.01354, 0.52239, 0, 0],
+        "8608": [0.01354, 0.52239, 0, 0],
+        "8610": [0.01354, 0.52239, 0, 0],
+        "8611": [0.01354, 0.52239, 0, 0],
+        "8619": [0, 0.54986, 0, 0],
+        "8620": [0, 0.54986, 0, 0],
+        "8621": [-0.13313, 0.37788, 0, 0],
+        "8622": [-0.13313, 0.36687, 0, 0],
+        "8624": [0, 0.69224, 0, 0],
+        "8625": [0, 0.69224, 0, 0],
+        "8630": [0, 0.43056, 0, 0],
+        "8631": [0, 0.43056, 0, 0],
+        "8634": [0.08198, 0.58198, 0, 0],
+        "8635": [0.08198, 0.58198, 0, 0],
+        "8638": [0.19444, 0.69224, 0, 0],
+        "8639": [0.19444, 0.69224, 0, 0],
+        "8642": [0.19444, 0.69224, 0, 0],
+        "8643": [0.19444, 0.69224, 0, 0],
+        "8644": [0.1808, 0.675, 0, 0],
+        "8646": [0.1808, 0.675, 0, 0],
+        "8647": [0.1808, 0.675, 0, 0],
+        "8648": [0.19444, 0.69224, 0, 0],
+        "8649": [0.1808, 0.675, 0, 0],
+        "8650": [0.19444, 0.69224, 0, 0],
+        "8651": [0.01354, 0.52239, 0, 0],
+        "8652": [0.01354, 0.52239, 0, 0],
+        "8653": [-0.13313, 0.36687, 0, 0],
+        "8654": [-0.13313, 0.36687, 0, 0],
+        "8655": [-0.13313, 0.36687, 0, 0],
+        "8666": [0.13667, 0.63667, 0, 0],
+        "8667": [0.13667, 0.63667, 0, 0],
+        "8669": [-0.13313, 0.37788, 0, 0],
+        "8672": [-0.064, 0.437, 0, 0],
+        "8674": [-0.064, 0.437, 0, 0],
+        "8705": [0, 0.825, 0, 0],
+        "8708": [0, 0.68889, 0, 0],
+        "8709": [0.08167, 0.58167, 0, 0],
+        "8717": [0, 0.43056, 0, 0],
+        "8722": [-0.03598, 0.46402, 0, 0],
+        "8724": [0.08198, 0.69224, 0, 0],
+        "8726": [0.08167, 0.58167, 0, 0],
+        "8733": [0, 0.69224, 0, 0],
+        "8736": [0, 0.69224, 0, 0],
+        "8737": [0, 0.69224, 0, 0],
+        "8738": [0.03517, 0.52239, 0, 0],
+        "8739": [0.08167, 0.58167, 0, 0],
+        "8740": [0.25142, 0.74111, 0, 0],
+        "8741": [0.08167, 0.58167, 0, 0],
+        "8742": [0.25142, 0.74111, 0, 0],
+        "8756": [0, 0.69224, 0, 0],
+        "8757": [0, 0.69224, 0, 0],
+        "8764": [-0.13313, 0.36687, 0, 0],
+        "8765": [-0.13313, 0.37788, 0, 0],
+        "8769": [-0.13313, 0.36687, 0, 0],
+        "8770": [-0.03625, 0.46375, 0, 0],
+        "8774": [0.30274, 0.79383, 0, 0],
+        "8776": [-0.01688, 0.48312, 0, 0],
+        "8778": [0.08167, 0.58167, 0, 0],
+        "8782": [0.06062, 0.54986, 0, 0],
+        "8783": [0.06062, 0.54986, 0, 0],
+        "8785": [0.08198, 0.58198, 0, 0],
+        "8786": [0.08198, 0.58198, 0, 0],
+        "8787": [0.08198, 0.58198, 0, 0],
+        "8790": [0, 0.69224, 0, 0],
+        "8791": [0.22958, 0.72958, 0, 0],
+        "8796": [0.08198, 0.91667, 0, 0],
+        "8806": [0.25583, 0.75583, 0, 0],
+        "8807": [0.25583, 0.75583, 0, 0],
+        "8808": [0.25142, 0.75726, 0, 0],
+        "8809": [0.25142, 0.75726, 0, 0],
+        "8812": [0.25583, 0.75583, 0, 0],
+        "8814": [0.20576, 0.70576, 0, 0],
+        "8815": [0.20576, 0.70576, 0, 0],
+        "8816": [0.30274, 0.79383, 0, 0],
+        "8817": [0.30274, 0.79383, 0, 0],
+        "8818": [0.22958, 0.72958, 0, 0],
+        "8819": [0.22958, 0.72958, 0, 0],
+        "8822": [0.1808, 0.675, 0, 0],
+        "8823": [0.1808, 0.675, 0, 0],
+        "8828": [0.13667, 0.63667, 0, 0],
+        "8829": [0.13667, 0.63667, 0, 0],
+        "8830": [0.22958, 0.72958, 0, 0],
+        "8831": [0.22958, 0.72958, 0, 0],
+        "8832": [0.20576, 0.70576, 0, 0],
+        "8833": [0.20576, 0.70576, 0, 0],
+        "8840": [0.30274, 0.79383, 0, 0],
+        "8841": [0.30274, 0.79383, 0, 0],
+        "8842": [0.13597, 0.63597, 0, 0],
+        "8843": [0.13597, 0.63597, 0, 0],
+        "8847": [0.03517, 0.54986, 0, 0],
+        "8848": [0.03517, 0.54986, 0, 0],
+        "8858": [0.08198, 0.58198, 0, 0],
+        "8859": [0.08198, 0.58198, 0, 0],
+        "8861": [0.08198, 0.58198, 0, 0],
+        "8862": [0, 0.675, 0, 0],
+        "8863": [0, 0.675, 0, 0],
+        "8864": [0, 0.675, 0, 0],
+        "8865": [0, 0.675, 0, 0],
+        "8872": [0, 0.69224, 0, 0],
+        "8873": [0, 0.69224, 0, 0],
+        "8874": [0, 0.69224, 0, 0],
+        "8876": [0, 0.68889, 0, 0],
+        "8877": [0, 0.68889, 0, 0],
+        "8878": [0, 0.68889, 0, 0],
+        "8879": [0, 0.68889, 0, 0],
+        "8882": [0.03517, 0.54986, 0, 0],
+        "8883": [0.03517, 0.54986, 0, 0],
+        "8884": [0.13667, 0.63667, 0, 0],
+        "8885": [0.13667, 0.63667, 0, 0],
+        "8888": [0, 0.54986, 0, 0],
+        "8890": [0.19444, 0.43056, 0, 0],
+        "8891": [0.19444, 0.69224, 0, 0],
+        "8892": [0.19444, 0.69224, 0, 0],
+        "8901": [0, 0.54986, 0, 0],
+        "8903": [0.08167, 0.58167, 0, 0],
+        "8905": [0.08167, 0.58167, 0, 0],
+        "8906": [0.08167, 0.58167, 0, 0],
+        "8907": [0, 0.69224, 0, 0],
+        "8908": [0, 0.69224, 0, 0],
+        "8909": [-0.03598, 0.46402, 0, 0],
+        "8910": [0, 0.54986, 0, 0],
+        "8911": [0, 0.54986, 0, 0],
+        "8912": [0.03517, 0.54986, 0, 0],
+        "8913": [0.03517, 0.54986, 0, 0],
+        "8914": [0, 0.54986, 0, 0],
+        "8915": [0, 0.54986, 0, 0],
+        "8916": [0, 0.69224, 0, 0],
+        "8918": [0.0391, 0.5391, 0, 0],
+        "8919": [0.0391, 0.5391, 0, 0],
+        "8920": [0.03517, 0.54986, 0, 0],
+        "8921": [0.03517, 0.54986, 0, 0],
+        "8922": [0.38569, 0.88569, 0, 0],
+        "8923": [0.38569, 0.88569, 0, 0],
+        "8926": [0.13667, 0.63667, 0, 0],
+        "8927": [0.13667, 0.63667, 0, 0],
+        "8928": [0.30274, 0.79383, 0, 0],
+        "8929": [0.30274, 0.79383, 0, 0],
+        "8934": [0.23222, 0.74111, 0, 0],
+        "8935": [0.23222, 0.74111, 0, 0],
+        "8936": [0.23222, 0.74111, 0, 0],
+        "8937": [0.23222, 0.74111, 0, 0],
+        "8938": [0.20576, 0.70576, 0, 0],
+        "8939": [0.20576, 0.70576, 0, 0],
+        "8940": [0.30274, 0.79383, 0, 0],
+        "8941": [0.30274, 0.79383, 0, 0],
+        "8994": [0.19444, 0.69224, 0, 0],
+        "8995": [0.19444, 0.69224, 0, 0],
+        "9416": [0.15559, 0.69224, 0, 0],
+        "9484": [0, 0.69224, 0, 0],
+        "9488": [0, 0.69224, 0, 0],
+        "9492": [0, 0.37788, 0, 0],
+        "9496": [0, 0.37788, 0, 0],
+        "9585": [0.19444, 0.68889, 0, 0],
+        "9586": [0.19444, 0.74111, 0, 0],
+        "9632": [0, 0.675, 0, 0],
+        "9633": [0, 0.675, 0, 0],
+        "9650": [0, 0.54986, 0, 0],
+        "9651": [0, 0.54986, 0, 0],
+        "9654": [0.03517, 0.54986, 0, 0],
+        "9660": [0, 0.54986, 0, 0],
+        "9661": [0, 0.54986, 0, 0],
+        "9664": [0.03517, 0.54986, 0, 0],
+        "9674": [0.11111, 0.69224, 0, 0],
+        "9733": [0.19444, 0.69224, 0, 0],
+        "10003": [0, 0.69224, 0, 0],
+        "10016": [0, 0.69224, 0, 0],
+        "10731": [0.11111, 0.69224, 0, 0],
+        "10846": [0.19444, 0.75583, 0, 0],
+        "10877": [0.13667, 0.63667, 0, 0],
+        "10878": [0.13667, 0.63667, 0, 0],
+        "10885": [0.25583, 0.75583, 0, 0],
+        "10886": [0.25583, 0.75583, 0, 0],
+        "10887": [0.13597, 0.63597, 0, 0],
+        "10888": [0.13597, 0.63597, 0, 0],
+        "10889": [0.26167, 0.75726, 0, 0],
+        "10890": [0.26167, 0.75726, 0, 0],
+        "10891": [0.48256, 0.98256, 0, 0],
+        "10892": [0.48256, 0.98256, 0, 0],
+        "10901": [0.13667, 0.63667, 0, 0],
+        "10902": [0.13667, 0.63667, 0, 0],
+        "10933": [0.25142, 0.75726, 0, 0],
+        "10934": [0.25142, 0.75726, 0, 0],
+        "10935": [0.26167, 0.75726, 0, 0],
+        "10936": [0.26167, 0.75726, 0, 0],
+        "10937": [0.26167, 0.75726, 0, 0],
+        "10938": [0.26167, 0.75726, 0, 0],
+        "10949": [0.25583, 0.75583, 0, 0],
+        "10950": [0.25583, 0.75583, 0, 0],
+        "10955": [0.28481, 0.79383, 0, 0],
+        "10956": [0.28481, 0.79383, 0, 0],
+        "57350": [0.08167, 0.58167, 0, 0],
+        "57351": [0.08167, 0.58167, 0, 0],
+        "57352": [0.08167, 0.58167, 0, 0],
+        "57353": [0, 0.43056, 0.04028, 0],
+        "57356": [0.25142, 0.75726, 0, 0],
+        "57357": [0.25142, 0.75726, 0, 0],
+        "57358": [0.41951, 0.91951, 0, 0],
+        "57359": [0.30274, 0.79383, 0, 0],
+        "57360": [0.30274, 0.79383, 0, 0],
+        "57361": [0.41951, 0.91951, 0, 0],
+        "57366": [0.25142, 0.75726, 0, 0],
+        "57367": [0.25142, 0.75726, 0, 0],
+        "57368": [0.25142, 0.75726, 0, 0],
+        "57369": [0.25142, 0.75726, 0, 0],
+        "57370": [0.13597, 0.63597, 0, 0],
+        "57371": [0.13597, 0.63597, 0, 0]
+    },
+    "Caligraphic-Regular": {
+        "48": [0, 0.43056, 0, 0],
+        "49": [0, 0.43056, 0, 0],
+        "50": [0, 0.43056, 0, 0],
+        "51": [0.19444, 0.43056, 0, 0],
+        "52": [0.19444, 0.43056, 0, 0],
+        "53": [0.19444, 0.43056, 0, 0],
+        "54": [0, 0.64444, 0, 0],
+        "55": [0.19444, 0.43056, 0, 0],
+        "56": [0, 0.64444, 0, 0],
+        "57": [0.19444, 0.43056, 0, 0],
+        "65": [0, 0.68333, 0, 0.19445],
+        "66": [0, 0.68333, 0.03041, 0.13889],
+        "67": [0, 0.68333, 0.05834, 0.13889],
+        "68": [0, 0.68333, 0.02778, 0.08334],
+        "69": [0, 0.68333, 0.08944, 0.11111],
+        "70": [0, 0.68333, 0.09931, 0.11111],
+        "71": [0.09722, 0.68333, 0.0593, 0.11111],
+        "72": [0, 0.68333, 0.00965, 0.11111],
+        "73": [0, 0.68333, 0.07382, 0],
+        "74": [0.09722, 0.68333, 0.18472, 0.16667],
+        "75": [0, 0.68333, 0.01445, 0.05556],
+        "76": [0, 0.68333, 0, 0.13889],
+        "77": [0, 0.68333, 0, 0.13889],
+        "78": [0, 0.68333, 0.14736, 0.08334],
+        "79": [0, 0.68333, 0.02778, 0.11111],
+        "80": [0, 0.68333, 0.08222, 0.08334],
+        "81": [0.09722, 0.68333, 0, 0.11111],
+        "82": [0, 0.68333, 0, 0.08334],
+        "83": [0, 0.68333, 0.075, 0.13889],
+        "84": [0, 0.68333, 0.25417, 0],
+        "85": [0, 0.68333, 0.09931, 0.08334],
+        "86": [0, 0.68333, 0.08222, 0],
+        "87": [0, 0.68333, 0.08222, 0.08334],
+        "88": [0, 0.68333, 0.14643, 0.13889],
+        "89": [0.09722, 0.68333, 0.08222, 0.08334],
+        "90": [0, 0.68333, 0.07944, 0.13889]
+    },
+    "Fraktur-Regular": {
+        "33": [0, 0.69141, 0, 0],
+        "34": [0, 0.69141, 0, 0],
+        "38": [0, 0.69141, 0, 0],
+        "39": [0, 0.69141, 0, 0],
+        "40": [0.24982, 0.74947, 0, 0],
+        "41": [0.24982, 0.74947, 0, 0],
+        "42": [0, 0.62119, 0, 0],
+        "43": [0.08319, 0.58283, 0, 0],
+        "44": [0, 0.10803, 0, 0],
+        "45": [0.08319, 0.58283, 0, 0],
+        "46": [0, 0.10803, 0, 0],
+        "47": [0.24982, 0.74947, 0, 0],
+        "48": [0, 0.47534, 0, 0],
+        "49": [0, 0.47534, 0, 0],
+        "50": [0, 0.47534, 0, 0],
+        "51": [0.18906, 0.47534, 0, 0],
+        "52": [0.18906, 0.47534, 0, 0],
+        "53": [0.18906, 0.47534, 0, 0],
+        "54": [0, 0.69141, 0, 0],
+        "55": [0.18906, 0.47534, 0, 0],
+        "56": [0, 0.69141, 0, 0],
+        "57": [0.18906, 0.47534, 0, 0],
+        "58": [0, 0.47534, 0, 0],
+        "59": [0.12604, 0.47534, 0, 0],
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+        "82": [0, 0.7, 0.06259, 0],
+        "83": [0, 0.7, 0.19189, 0],
+        "84": [0, 0.7, 0.29087, 0],
+        "85": [0, 0.7, 0.25815, 0],
+        "86": [0, 0.7, 0.27523, 0],
+        "87": [0, 0.7, 0.27523, 0],
+        "88": [0, 0.7, 0.26006, 0],
+        "89": [0, 0.7, 0.2939, 0],
+        "90": [0, 0.7, 0.24037, 0]
+    },
+    "Size1-Regular": {
+        "40": [0.35001, 0.85, 0, 0],
+        "41": [0.35001, 0.85, 0, 0],
+        "47": [0.35001, 0.85, 0, 0],
+        "91": [0.35001, 0.85, 0, 0],
+        "92": [0.35001, 0.85, 0, 0],
+        "93": [0.35001, 0.85, 0, 0],
+        "123": [0.35001, 0.85, 0, 0],
+        "125": [0.35001, 0.85, 0, 0],
+        "710": [0, 0.72222, 0, 0],
+        "732": [0, 0.72222, 0, 0],
+        "770": [0, 0.72222, 0, 0],
+        "771": [0, 0.72222, 0, 0],
+        "8214": [-0.00099, 0.601, 0, 0],
+        "8593": [1e-05, 0.6, 0, 0],
+        "8595": [1e-05, 0.6, 0, 0],
+        "8657": [1e-05, 0.6, 0, 0],
+        "8659": [1e-05, 0.6, 0, 0],
+        "8719": [0.25001, 0.75, 0, 0],
+        "8720": [0.25001, 0.75, 0, 0],
+        "8721": [0.25001, 0.75, 0, 0],
+        "8730": [0.35001, 0.85, 0, 0],
+        "8739": [-0.00599, 0.606, 0, 0],
+        "8741": [-0.00599, 0.606, 0, 0],
+        "8747": [0.30612, 0.805, 0.19445, 0],
+        "8748": [0.306, 0.805, 0.19445, 0],
+        "8749": [0.306, 0.805, 0.19445, 0],
+        "8750": [0.30612, 0.805, 0.19445, 0],
+        "8896": [0.25001, 0.75, 0, 0],
+        "8897": [0.25001, 0.75, 0, 0],
+        "8898": [0.25001, 0.75, 0, 0],
+        "8899": [0.25001, 0.75, 0, 0],
+        "8968": [0.35001, 0.85, 0, 0],
+        "8969": [0.35001, 0.85, 0, 0],
+        "8970": [0.35001, 0.85, 0, 0],
+        "8971": [0.35001, 0.85, 0, 0],
+        "9168": [-0.00099, 0.601, 0, 0],
+        "10216": [0.35001, 0.85, 0, 0],
+        "10217": [0.35001, 0.85, 0, 0],
+        "10752": [0.25001, 0.75, 0, 0],
+        "10753": [0.25001, 0.75, 0, 0],
+        "10754": [0.25001, 0.75, 0, 0],
+        "10756": [0.25001, 0.75, 0, 0],
+        "10758": [0.25001, 0.75, 0, 0]
+    },
+    "Size2-Regular": {
+        "40": [0.65002, 1.15, 0, 0],
+        "41": [0.65002, 1.15, 0, 0],
+        "47": [0.65002, 1.15, 0, 0],
+        "91": [0.65002, 1.15, 0, 0],
+        "92": [0.65002, 1.15, 0, 0],
+        "93": [0.65002, 1.15, 0, 0],
+        "123": [0.65002, 1.15, 0, 0],
+        "125": [0.65002, 1.15, 0, 0],
+        "710": [0, 0.75, 0, 0],
+        "732": [0, 0.75, 0, 0],
+        "770": [0, 0.75, 0, 0],
+        "771": [0, 0.75, 0, 0],
+        "8719": [0.55001, 1.05, 0, 0],
+        "8720": [0.55001, 1.05, 0, 0],
+        "8721": [0.55001, 1.05, 0, 0],
+        "8730": [0.65002, 1.15, 0, 0],
+        "8747": [0.86225, 1.36, 0.44445, 0],
+        "8748": [0.862, 1.36, 0.44445, 0],
+        "8749": [0.862, 1.36, 0.44445, 0],
+        "8750": [0.86225, 1.36, 0.44445, 0],
+        "8896": [0.55001, 1.05, 0, 0],
+        "8897": [0.55001, 1.05, 0, 0],
+        "8898": [0.55001, 1.05, 0, 0],
+        "8899": [0.55001, 1.05, 0, 0],
+        "8968": [0.65002, 1.15, 0, 0],
+        "8969": [0.65002, 1.15, 0, 0],
+        "8970": [0.65002, 1.15, 0, 0],
+        "8971": [0.65002, 1.15, 0, 0],
+        "10216": [0.65002, 1.15, 0, 0],
+        "10217": [0.65002, 1.15, 0, 0],
+        "10752": [0.55001, 1.05, 0, 0],
+        "10753": [0.55001, 1.05, 0, 0],
+        "10754": [0.55001, 1.05, 0, 0],
+        "10756": [0.55001, 1.05, 0, 0],
+        "10758": [0.55001, 1.05, 0, 0]
+    },
+    "Size3-Regular": {
+        "40": [0.95003, 1.45, 0, 0],
+        "41": [0.95003, 1.45, 0, 0],
+        "47": [0.95003, 1.45, 0, 0],
+        "91": [0.95003, 1.45, 0, 0],
+        "92": [0.95003, 1.45, 0, 0],
+        "93": [0.95003, 1.45, 0, 0],
+        "123": [0.95003, 1.45, 0, 0],
+        "125": [0.95003, 1.45, 0, 0],
+        "710": [0, 0.75, 0, 0],
+        "732": [0, 0.75, 0, 0],
+        "770": [0, 0.75, 0, 0],
+        "771": [0, 0.75, 0, 0],
+        "8730": [0.95003, 1.45, 0, 0],
+        "8968": [0.95003, 1.45, 0, 0],
+        "8969": [0.95003, 1.45, 0, 0],
+        "8970": [0.95003, 1.45, 0, 0],
+        "8971": [0.95003, 1.45, 0, 0],
+        "10216": [0.95003, 1.45, 0, 0],
+        "10217": [0.95003, 1.45, 0, 0]
+    },
+    "Size4-Regular": {
+        "40": [1.25003, 1.75, 0, 0],
+        "41": [1.25003, 1.75, 0, 0],
+        "47": [1.25003, 1.75, 0, 0],
+        "91": [1.25003, 1.75, 0, 0],
+        "92": [1.25003, 1.75, 0, 0],
+        "93": [1.25003, 1.75, 0, 0],
+        "123": [1.25003, 1.75, 0, 0],
+        "125": [1.25003, 1.75, 0, 0],
+        "710": [0, 0.825, 0, 0],
+        "732": [0, 0.825, 0, 0],
+        "770": [0, 0.825, 0, 0],
+        "771": [0, 0.825, 0, 0],
+        "8730": [1.25003, 1.75, 0, 0],
+        "8968": [1.25003, 1.75, 0, 0],
+        "8969": [1.25003, 1.75, 0, 0],
+        "8970": [1.25003, 1.75, 0, 0],
+        "8971": [1.25003, 1.75, 0, 0],
+        "9115": [0.64502, 1.155, 0, 0],
+        "9116": [1e-05, 0.6, 0, 0],
+        "9117": [0.64502, 1.155, 0, 0],
+        "9118": [0.64502, 1.155, 0, 0],
+        "9119": [1e-05, 0.6, 0, 0],
+        "9120": [0.64502, 1.155, 0, 0],
+        "9121": [0.64502, 1.155, 0, 0],
+        "9122": [-0.00099, 0.601, 0, 0],
+        "9123": [0.64502, 1.155, 0, 0],
+        "9124": [0.64502, 1.155, 0, 0],
+        "9125": [-0.00099, 0.601, 0, 0],
+        "9126": [0.64502, 1.155, 0, 0],
+        "9127": [1e-05, 0.9, 0, 0],
+        "9128": [0.65002, 1.15, 0, 0],
+        "9129": [0.90001, 0, 0, 0],
+        "9130": [0, 0.3, 0, 0],
+        "9131": [1e-05, 0.9, 0, 0],
+        "9132": [0.65002, 1.15, 0, 0],
+        "9133": [0.90001, 0, 0, 0],
+        "9143": [0.88502, 0.915, 0, 0],
+        "10216": [1.25003, 1.75, 0, 0],
+        "10217": [1.25003, 1.75, 0, 0],
+        "57344": [-0.00499, 0.605, 0, 0],
+        "57345": [-0.00499, 0.605, 0, 0],
+        "57680": [0, 0.12, 0, 0],
+        "57681": [0, 0.12, 0, 0],
+        "57682": [0, 0.12, 0, 0],
+        "57683": [0, 0.12, 0, 0]
+    },
+    "Typewriter-Regular": {
+        "33": [0, 0.61111, 0, 0],
+        "34": [0, 0.61111, 0, 0],
+        "35": [0, 0.61111, 0, 0],
+        "36": [0.08333, 0.69444, 0, 0],
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+        "38": [0, 0.61111, 0, 0],
+        "39": [0, 0.61111, 0, 0],
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+        "42": [0, 0.52083, 0, 0],
+        "43": [-0.08056, 0.53055, 0, 0],
+        "44": [0.13889, 0.125, 0, 0],
+        "45": [-0.08056, 0.53055, 0, 0],
+        "46": [0, 0.125, 0, 0],
+        "47": [0.08333, 0.69444, 0, 0],
+        "48": [0, 0.61111, 0, 0],
+        "49": [0, 0.61111, 0, 0],
+        "50": [0, 0.61111, 0, 0],
+        "51": [0, 0.61111, 0, 0],
+        "52": [0, 0.61111, 0, 0],
+        "53": [0, 0.61111, 0, 0],
+        "54": [0, 0.61111, 0, 0],
+        "55": [0, 0.61111, 0, 0],
+        "56": [0, 0.61111, 0, 0],
+        "57": [0, 0.61111, 0, 0],
+        "58": [0, 0.43056, 0, 0],
+        "59": [0.13889, 0.43056, 0, 0],
+        "60": [-0.05556, 0.55556, 0, 0],
+        "61": [-0.19549, 0.41562, 0, 0],
+        "62": [-0.05556, 0.55556, 0, 0],
+        "63": [0, 0.61111, 0, 0],
+        "64": [0, 0.61111, 0, 0],
+        "65": [0, 0.61111, 0, 0],
+        "66": [0, 0.61111, 0, 0],
+        "67": [0, 0.61111, 0, 0],
+        "68": [0, 0.61111, 0, 0],
+        "69": [0, 0.61111, 0, 0],
+        "70": [0, 0.61111, 0, 0],
+        "71": [0, 0.61111, 0, 0],
+        "72": [0, 0.61111, 0, 0],
+        "73": [0, 0.61111, 0, 0],
+        "74": [0, 0.61111, 0, 0],
+        "75": [0, 0.61111, 0, 0],
+        "76": [0, 0.61111, 0, 0],
+        "77": [0, 0.61111, 0, 0],
+        "78": [0, 0.61111, 0, 0],
+        "79": [0, 0.61111, 0, 0],
+        "80": [0, 0.61111, 0, 0],
+        "81": [0.13889, 0.61111, 0, 0],
+        "82": [0, 0.61111, 0, 0],
+        "83": [0, 0.61111, 0, 0],
+        "84": [0, 0.61111, 0, 0],
+        "85": [0, 0.61111, 0, 0],
+        "86": [0, 0.61111, 0, 0],
+        "87": [0, 0.61111, 0, 0],
+        "88": [0, 0.61111, 0, 0],
+        "89": [0, 0.61111, 0, 0],
+        "90": [0, 0.61111, 0, 0],
+        "91": [0.08333, 0.69444, 0, 0],
+        "92": [0.08333, 0.69444, 0, 0],
+        "93": [0.08333, 0.69444, 0, 0],
+        "94": [0, 0.61111, 0, 0],
+        "95": [0.09514, 0, 0, 0],
+        "96": [0, 0.61111, 0, 0],
+        "97": [0, 0.43056, 0, 0],
+        "98": [0, 0.61111, 0, 0],
+        "99": [0, 0.43056, 0, 0],
+        "100": [0, 0.61111, 0, 0],
+        "101": [0, 0.43056, 0, 0],
+        "102": [0, 0.61111, 0, 0],
+        "103": [0.22222, 0.43056, 0, 0],
+        "104": [0, 0.61111, 0, 0],
+        "105": [0, 0.61111, 0, 0],
+        "106": [0.22222, 0.61111, 0, 0],
+        "107": [0, 0.61111, 0, 0],
+        "108": [0, 0.61111, 0, 0],
+        "109": [0, 0.43056, 0, 0],
+        "110": [0, 0.43056, 0, 0],
+        "111": [0, 0.43056, 0, 0],
+        "112": [0.22222, 0.43056, 0, 0],
+        "113": [0.22222, 0.43056, 0, 0],
+        "114": [0, 0.43056, 0, 0],
+        "115": [0, 0.43056, 0, 0],
+        "116": [0, 0.55358, 0, 0],
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+        "118": [0, 0.43056, 0, 0],
+        "119": [0, 0.43056, 0, 0],
+        "120": [0, 0.43056, 0, 0],
+        "121": [0.22222, 0.43056, 0, 0],
+        "122": [0, 0.43056, 0, 0],
+        "123": [0.08333, 0.69444, 0, 0],
+        "124": [0.08333, 0.69444, 0, 0],
+        "125": [0.08333, 0.69444, 0, 0],
+        "126": [0, 0.61111, 0, 0],
+        "127": [0, 0.61111, 0, 0],
+        "305": [0, 0.43056, 0, 0],
+        "567": [0.22222, 0.43056, 0, 0],
+        "768": [0, 0.61111, 0, 0],
+        "769": [0, 0.61111, 0, 0],
+        "770": [0, 0.61111, 0, 0],
+        "771": [0, 0.61111, 0, 0],
+        "772": [0, 0.56555, 0, 0],
+        "774": [0, 0.61111, 0, 0],
+        "776": [0, 0.61111, 0, 0],
+        "778": [0, 0.61111, 0, 0],
+        "780": [0, 0.56597, 0, 0],
+        "915": [0, 0.61111, 0, 0],
+        "916": [0, 0.61111, 0, 0],
+        "920": [0, 0.61111, 0, 0],
+        "923": [0, 0.61111, 0, 0],
+        "926": [0, 0.61111, 0, 0],
+        "928": [0, 0.61111, 0, 0],
+        "931": [0, 0.61111, 0, 0],
+        "933": [0, 0.61111, 0, 0],
+        "934": [0, 0.61111, 0, 0],
+        "936": [0, 0.61111, 0, 0],
+        "937": [0, 0.61111, 0, 0],
+        "2018": [0, 0.61111, 0, 0],
+        "2019": [0, 0.61111, 0, 0],
+        "8242": [0, 0.61111, 0, 0]
+    }
+};
+
+},{}],19:[function(require,module,exports){
+var utils = require("./utils");
+var ParseError = require("./ParseError");
+var parseData = require("./parseData");
+var ParseNode = parseData.ParseNode;
+
+/* This file contains a list of functions that we parse, identified by
+ * the calls to defineFunction.
+ *
+ * The first argument to defineFunction is a single name or a list of names.
+ * All functions named in such a list will share a single implementation.
+ *
+ * Each declared function can have associated properties, which
+ * include the following:
+ *
+ *  - numArgs: The number of arguments the function takes.
+ *             If this is the only property, it can be passed as a number
+ *             instead of an element of a properties object.
+ *  - argTypes: (optional) An array corresponding to each argument of the
+ *              function, giving the type of argument that should be parsed. Its
+ *              length should be equal to `numArgs + numOptionalArgs`. Valid
+ *              types:
+ *               - "size": A size-like thing, such as "1em" or "5ex"
+ *               - "color": An html color, like "#abc" or "blue"
+ *               - "original": The same type as the environment that the
+ *                             function being parsed is in (e.g. used for the
+ *                             bodies of functions like \color where the first
+ *                             argument is special and the second argument is
+ *                             parsed normally)
+ *              Other possible types (probably shouldn't be used)
+ *               - "text": Text-like (e.g. \text)
+ *               - "math": Normal math
+ *              If undefined, this will be treated as an appropriate length
+ *              array of "original" strings
+ *  - greediness: (optional) The greediness of the function to use ungrouped
+ *                arguments.
+ *
+ *                E.g. if you have an expression
+ *                  \sqrt \frac 1 2
+ *                since \frac has greediness=2 vs \sqrt's greediness=1, \frac
+ *                will use the two arguments '1' and '2' as its two arguments,
+ *                then that whole function will be used as the argument to
+ *                \sqrt. On the other hand, the expressions
+ *                  \frac \frac 1 2 3
+ *                and
+ *                  \frac \sqrt 1 2
+ *                will fail because \frac and \frac have equal greediness
+ *                and \sqrt has a lower greediness than \frac respectively. To
+ *                make these parse, we would have to change them to:
+ *                  \frac {\frac 1 2} 3
+ *                and
+ *                  \frac {\sqrt 1} 2
+ *
+ *                The default value is `1`
+ *  - allowedInText: (optional) Whether or not the function is allowed inside
+ *                   text mode (default false)
+ *  - numOptionalArgs: (optional) The number of optional arguments the function
+ *                     should parse. If the optional arguments aren't found,
+ *                     `null` will be passed to the handler in their place.
+ *                     (default 0)
+ *  - infix: (optional) Must be true if the function is an infix operator.
+ *
+ * The last argument is that implementation, the handler for the function(s).
+ * It is called to handle these functions and their arguments.
+ * It receives two arguments:
+ *  - context contains information and references provided by the parser
+ *  - args is an array of arguments obtained from TeX input
+ * The context contains the following properties:
+ *  - funcName: the text (i.e. name) of the function, including \
+ *  - parser: the parser object
+ *  - lexer: the lexer object
+ *  - positions: the positions in the overall string of the function
+ *               and the arguments.
+ * The latter three should only be used to produce error messages.
+ *
+ * The function should return an object with the following keys:
+ *  - type: The type of element that this is. This is then used in
+ *          buildHTML/buildMathML to determine which function
+ *          should be called to build this node into a DOM node
+ * Any other data can be added to the object, which will be passed
+ * in to the function in buildHTML/buildMathML as `group.value`.
+ */
+
+function defineFunction(names, props, handler) {
+    if (typeof names === "string") {
+        names = [names];
+    }
+    if (typeof props === "number") {
+        props = { numArgs: props };
+    }
+    // Set default values of functions
+    var data = {
+        numArgs: props.numArgs,
+        argTypes: props.argTypes,
+        greediness: (props.greediness === undefined) ? 1 : props.greediness,
+        allowedInText: !!props.allowedInText,
+        numOptionalArgs: props.numOptionalArgs || 0,
+        infix: !!props.infix,
+        handler: handler
+    };
+    for (var i = 0; i < names.length; ++i) {
+        module.exports[names[i]] = data;
+    }
+}
+
+// Since the corresponding buildHTML/buildMathML function expects a
+// list of elements, we normalize for different kinds of arguments
+var ordargument = function(arg) {
+    if (arg.type === "ordgroup") {
+        return arg.value;
+    } else {
+        return [arg];
+    }
+};
+
+// A normal square root
+defineFunction("\\sqrt", {
+    numArgs: 1,
+    numOptionalArgs: 1
+}, function(context, args) {
+    var index = args[0];
+    var body = args[1];
+    return {
+        type: "sqrt",
+        body: body,
+        index: index
+    };
+});
+
+// Non-mathy text, possibly in a font
+var textFunctionStyles = {
+    "\\text": undefined, "\\textrm": "mathrm", "\\textsf": "mathsf",
+    "\\texttt": "mathtt", "\\textnormal": "mathrm", "\\textbf": "mathbf",
+    "\\textit": "textit"
+};
+
+defineFunction([
+    "\\text", "\\textrm", "\\textsf", "\\texttt", "\\textnormal",
+    "\\textbf", "\\textit"
+], {
+    numArgs: 1,
+    argTypes: ["text"],
+    greediness: 2,
+    allowedInText: true
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "text",
+        body: ordargument(body),
+        style: textFunctionStyles[context.funcName]
+    };
+});
+
+// A two-argument custom color
+defineFunction("\\color", {
+    numArgs: 2,
+    allowedInText: true,
+    greediness: 3,
+    argTypes: ["color", "original"]
+}, function(context, args) {
+    var color = args[0];
+    var body = args[1];
+    return {
+        type: "color",
+        color: color.value,
+        value: ordargument(body)
+    };
+});
+
+// An overline
+defineFunction("\\overline", {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "overline",
+        body: body
+    };
+});
+
+// An underline
+defineFunction("\\underline", {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "underline",
+        body: body
+    };
+});
+
+// A box of the width and height
+defineFunction("\\rule", {
+    numArgs: 2,
+    numOptionalArgs: 1,
+    argTypes: ["size", "size", "size"]
+}, function(context, args) {
+    var shift = args[0];
+    var width = args[1];
+    var height = args[2];
+    return {
+        type: "rule",
+        shift: shift && shift.value,
+        width: width.value,
+        height: height.value
+    };
+});
+
+// TODO: In TeX, \mkern only accepts mu-units, and \kern does not accept
+// mu-units. In current KaTeX we relax this; both commands accept any unit.
+defineFunction(["\\kern", "\\mkern"], {
+    numArgs: 1,
+    argTypes: ["size"]
+}, function(context, args) {
+    return {
+        type: "kern",
+        dimension: args[0].value
+    };
+});
+
+// A KaTeX logo
+defineFunction("\\KaTeX", {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "katex"
+    };
+});
+
+defineFunction("\\phantom", {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "phantom",
+        value: ordargument(body)
+    };
+});
+
+// Math class commands except \mathop
+defineFunction([
+    "\\mathord", "\\mathbin", "\\mathrel", "\\mathopen",
+    "\\mathclose", "\\mathpunct", "\\mathinner"
+], {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "mclass",
+        mclass: "m" + context.funcName.substr(5),
+        value: ordargument(body)
+    };
+});
+
+// Build a relation by placing one symbol on top of another
+defineFunction("\\stackrel", {
+    numArgs: 2
+}, function(context, args) {
+    var top = args[0];
+    var bottom = args[1];
+
+    var bottomop = new ParseNode("op", {
+        type: "op",
+        limits: true,
+        alwaysHandleSupSub: true,
+        symbol: false,
+        value: ordargument(bottom)
+    }, bottom.mode);
+
+    var supsub = new ParseNode("supsub", {
+        base: bottomop,
+        sup: top,
+        sub: null
+    }, top.mode);
+
+    return {
+        type: "mclass",
+        mclass: "mrel",
+        value: [supsub]
+    };
+});
+
+// \mod-type functions
+defineFunction("\\bmod", {
+    numArgs: 0
+}, function(context, args) {
+    return {
+        type: "mod",
+        modType: "bmod",
+        value: null
+    };
+});
+
+defineFunction(["\\pod", "\\pmod", "\\mod"], {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "mod",
+        modType: context.funcName.substr(1),
+        value: ordargument(body)
+    };
+});
+
+// Extra data needed for the delimiter handler down below
+var delimiterSizes = {
+    "\\bigl" : {mclass: "mopen",    size: 1},
+    "\\Bigl" : {mclass: "mopen",    size: 2},
+    "\\biggl": {mclass: "mopen",    size: 3},
+    "\\Biggl": {mclass: "mopen",    size: 4},
+    "\\bigr" : {mclass: "mclose",   size: 1},
+    "\\Bigr" : {mclass: "mclose",   size: 2},
+    "\\biggr": {mclass: "mclose",   size: 3},
+    "\\Biggr": {mclass: "mclose",   size: 4},
+    "\\bigm" : {mclass: "mrel",     size: 1},
+    "\\Bigm" : {mclass: "mrel",     size: 2},
+    "\\biggm": {mclass: "mrel",     size: 3},
+    "\\Biggm": {mclass: "mrel",     size: 4},
+    "\\big"  : {mclass: "mord",     size: 1},
+    "\\Big"  : {mclass: "mord",     size: 2},
+    "\\bigg" : {mclass: "mord",     size: 3},
+    "\\Bigg" : {mclass: "mord",     size: 4}
+};
+
+var delimiters = [
+    "(", ")", "[", "\\lbrack", "]", "\\rbrack",
+    "\\{", "\\lbrace", "\\}", "\\rbrace",
+    "\\lfloor", "\\rfloor", "\\lceil", "\\rceil",
+    "<", ">", "\\langle", "\\rangle", "\\lt", "\\gt",
+    "\\lvert", "\\rvert", "\\lVert", "\\rVert",
+    "\\lgroup", "\\rgroup", "\\lmoustache", "\\rmoustache",
+    "/", "\\backslash",
+    "|", "\\vert", "\\|", "\\Vert",
+    "\\uparrow", "\\Uparrow",
+    "\\downarrow", "\\Downarrow",
+    "\\updownarrow", "\\Updownarrow",
+    "."
+];
+
+var fontAliases = {
+    "\\Bbb": "\\mathbb",
+    "\\bold": "\\mathbf",
+    "\\frak": "\\mathfrak"
+};
+
+// Single-argument color functions
+defineFunction([
+    "\\blue", "\\orange", "\\pink", "\\red",
+    "\\green", "\\gray", "\\purple",
+    "\\blueA", "\\blueB", "\\blueC", "\\blueD", "\\blueE",
+    "\\tealA", "\\tealB", "\\tealC", "\\tealD", "\\tealE",
+    "\\greenA", "\\greenB", "\\greenC", "\\greenD", "\\greenE",
+    "\\goldA", "\\goldB", "\\goldC", "\\goldD", "\\goldE",
+    "\\redA", "\\redB", "\\redC", "\\redD", "\\redE",
+    "\\maroonA", "\\maroonB", "\\maroonC", "\\maroonD", "\\maroonE",
+    "\\purpleA", "\\purpleB", "\\purpleC", "\\purpleD", "\\purpleE",
+    "\\mintA", "\\mintB", "\\mintC",
+    "\\grayA", "\\grayB", "\\grayC", "\\grayD", "\\grayE",
+    "\\grayF", "\\grayG", "\\grayH", "\\grayI",
+    "\\kaBlue", "\\kaGreen"
+], {
+    numArgs: 1,
+    allowedInText: true,
+    greediness: 3
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "color",
+        color: "katex-" + context.funcName.slice(1),
+        value: ordargument(body)
+    };
+});
+
+// There are 2 flags for operators; whether they produce limits in
+// displaystyle, and whether they are symbols and should grow in
+// displaystyle. These four groups cover the four possible choices.
+
+// No limits, not symbols
+defineFunction([
+    "\\arcsin", "\\arccos", "\\arctan", "\\arg", "\\cos", "\\cosh",
+    "\\cot", "\\coth", "\\csc", "\\deg", "\\dim", "\\exp", "\\hom",
+    "\\ker", "\\lg", "\\ln", "\\log", "\\sec", "\\sin", "\\sinh",
+    "\\tan", "\\tanh"
+], {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "op",
+        limits: false,
+        symbol: false,
+        body: context.funcName
+    };
+});
+
+// Limits, not symbols
+defineFunction([
+    "\\det", "\\gcd", "\\inf", "\\lim", "\\liminf", "\\limsup", "\\max",
+    "\\min", "\\Pr", "\\sup"
+], {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "op",
+        limits: true,
+        symbol: false,
+        body: context.funcName
+    };
+});
+
+// No limits, symbols
+defineFunction([
+    "\\int", "\\iint", "\\iiint", "\\oint"
+], {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "op",
+        limits: false,
+        symbol: true,
+        body: context.funcName
+    };
+});
+
+// Limits, symbols
+defineFunction([
+    "\\coprod", "\\bigvee", "\\bigwedge", "\\biguplus", "\\bigcap",
+    "\\bigcup", "\\intop", "\\prod", "\\sum", "\\bigotimes",
+    "\\bigoplus", "\\bigodot", "\\bigsqcup", "\\smallint"
+], {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "op",
+        limits: true,
+        symbol: true,
+        body: context.funcName
+    };
+});
+
+// \mathop class command
+defineFunction("\\mathop", {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "op",
+        limits: false,
+        symbol: false,
+        value: ordargument(body)
+    };
+});
+
+// Fractions
+defineFunction([
+    "\\dfrac", "\\frac", "\\tfrac",
+    "\\dbinom", "\\binom", "\\tbinom",
+    "\\\\atopfrac" // can’t be entered directly
+], {
+    numArgs: 2,
+    greediness: 2
+}, function(context, args) {
+    var numer = args[0];
+    var denom = args[1];
+    var hasBarLine;
+    var leftDelim = null;
+    var rightDelim = null;
+    var size = "auto";
+
+    switch (context.funcName) {
+        case "\\dfrac":
+        case "\\frac":
+        case "\\tfrac":
+            hasBarLine = true;
+            break;
+        case "\\\\atopfrac":
+            hasBarLine = false;
+            break;
+        case "\\dbinom":
+        case "\\binom":
+        case "\\tbinom":
+            hasBarLine = false;
+            leftDelim = "(";
+            rightDelim = ")";
+            break;
+        default:
+            throw new Error("Unrecognized genfrac command");
+    }
+
+    switch (context.funcName) {
+        case "\\dfrac":
+        case "\\dbinom":
+            size = "display";
+            break;
+        case "\\tfrac":
+        case "\\tbinom":
+            size = "text";
+            break;
+    }
+
+    return {
+        type: "genfrac",
+        numer: numer,
+        denom: denom,
+        hasBarLine: hasBarLine,
+        leftDelim: leftDelim,
+        rightDelim: rightDelim,
+        size: size
+    };
+});
+
+// Left and right overlap functions
+defineFunction(["\\llap", "\\rlap"], {
+    numArgs: 1,
+    allowedInText: true
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: context.funcName.slice(1),
+        body: body
+    };
+});
+
+// Delimiter functions
+var checkDelimiter = function(delim, context) {
+    if (utils.contains(delimiters, delim.value)) {
+        return delim;
+    } else {
+        throw new ParseError(
+            "Invalid delimiter: '" + delim.value + "' after '" +
+            context.funcName + "'", delim);
+    }
+};
+
+defineFunction([
+    "\\bigl", "\\Bigl", "\\biggl", "\\Biggl",
+    "\\bigr", "\\Bigr", "\\biggr", "\\Biggr",
+    "\\bigm", "\\Bigm", "\\biggm", "\\Biggm",
+    "\\big",  "\\Big",  "\\bigg",  "\\Bigg"
+], {
+    numArgs: 1
+}, function(context, args) {
+    var delim = checkDelimiter(args[0], context);
+
+    return {
+        type: "delimsizing",
+        size: delimiterSizes[context.funcName].size,
+        mclass: delimiterSizes[context.funcName].mclass,
+        value: delim.value
+    };
+});
+
+defineFunction([
+    "\\left", "\\right"
+], {
+    numArgs: 1
+}, function(context, args) {
+    var delim = checkDelimiter(args[0], context);
+
+    // \left and \right are caught somewhere in Parser.js, which is
+    // why this data doesn't match what is in buildHTML.
+    return {
+        type: "leftright",
+        value: delim.value
+    };
+});
+
+defineFunction("\\middle", {
+    numArgs: 1
+}, function(context, args) {
+    var delim = checkDelimiter(args[0], context);
+    if (!context.parser.leftrightDepth) {
+        throw new ParseError("\\middle without preceding \\left", delim);
+    }
+
+    return {
+        type: "middle",
+        value: delim.value
+    };
+});
+
+// Sizing functions (handled in Parser.js explicitly, hence no handler)
+defineFunction([
+    "\\tiny", "\\scriptsize", "\\footnotesize", "\\small",
+    "\\normalsize", "\\large", "\\Large", "\\LARGE", "\\huge", "\\Huge"
+], 0, null);
+
+// Style changing functions (handled in Parser.js explicitly, hence no
+// handler)
+defineFunction([
+    "\\displaystyle", "\\textstyle", "\\scriptstyle",
+    "\\scriptscriptstyle"
+], 0, null);
+
+defineFunction([
+    // styles
+    "\\mathrm", "\\mathit", "\\mathbf",
+
+    // families
+    "\\mathbb", "\\mathcal", "\\mathfrak", "\\mathscr", "\\mathsf",
+    "\\mathtt",
+
+    // aliases
+    "\\Bbb", "\\bold", "\\frak"
+], {
+    numArgs: 1,
+    greediness: 2
+}, function(context, args) {
+    var body = args[0];
+    var func = context.funcName;
+    if (func in fontAliases) {
+        func = fontAliases[func];
+    }
+    return {
+        type: "font",
+        font: func.slice(1),
+        body: body
+    };
+});
+
+// Accents
+defineFunction([
+    "\\acute", "\\grave", "\\ddot", "\\tilde", "\\bar", "\\breve",
+    "\\check", "\\hat", "\\vec", "\\dot"
+    // We don't support expanding accents yet
+    // "\\widetilde", "\\widehat"
+], {
+    numArgs: 1
+}, function(context, args) {
+    var base = args[0];
+    return {
+        type: "accent",
+        accent: context.funcName,
+        base: base
+    };
+});
+
+// Infix generalized fractions
+defineFunction(["\\over", "\\choose", "\\atop"], {
+    numArgs: 0,
+    infix: true
+}, function(context) {
+    var replaceWith;
+    switch (context.funcName) {
+        case "\\over":
+            replaceWith = "\\frac";
+            break;
+        case "\\choose":
+            replaceWith = "\\binom";
+            break;
+        case "\\atop":
+            replaceWith = "\\\\atopfrac";
+            break;
+        default:
+            throw new Error("Unrecognized infix genfrac command");
+    }
+    return {
+        type: "infix",
+        replaceWith: replaceWith,
+        token: context.token
+    };
+});
+
+// Row breaks for aligned data
+defineFunction(["\\\\", "\\cr"], {
+    numArgs: 0,
+    numOptionalArgs: 1,
+    argTypes: ["size"]
+}, function(context, args) {
+    var size = args[0];
+    return {
+        type: "cr",
+        size: size
+    };
+});
+
+// Environment delimiters
+defineFunction(["\\begin", "\\end"], {
+    numArgs: 1,
+    argTypes: ["text"]
+}, function(context, args) {
+    var nameGroup = args[0];
+    if (nameGroup.type !== "ordgroup") {
+        throw new ParseError("Invalid environment name", nameGroup);
+    }
+    var name = "";
+    for (var i = 0; i < nameGroup.value.length; ++i) {
+        name += nameGroup.value[i].value;
+    }
+    return {
+        type: "environment",
+        name: name,
+        nameGroup: nameGroup
+    };
+});
+
+},{"./ParseError":6,"./parseData":21,"./utils":25}],20:[function(require,module,exports){
+/**
+ * These objects store data about MathML nodes. This is the MathML equivalent
+ * of the types in domTree.js. Since MathML handles its own rendering, and
+ * since we're mainly using MathML to improve accessibility, we don't manage
+ * any of the styling state that the plain DOM nodes do.
+ *
+ * The `toNode` and `toMarkup` functions work simlarly to how they do in
+ * domTree.js, creating namespaced DOM nodes and HTML text markup respectively.
+ */
+
+var utils = require("./utils");
+
+/**
+ * This node represents a general purpose MathML node of any type. The
+ * constructor requires the type of node to create (for example, `"mo"` or
+ * `"mspace"`, corresponding to `` and `` tags).
+ */
+function MathNode(type, children) {
+    this.type = type;
+    this.attributes = {};
+    this.children = children || [];
+}
+
+/**
+ * Sets an attribute on a MathML node. MathML depends on attributes to convey a
+ * semantic content, so this is used heavily.
+ */
+MathNode.prototype.setAttribute = function(name, value) {
+    this.attributes[name] = value;
+};
+
+/**
+ * Converts the math node into a MathML-namespaced DOM element.
+ */
+MathNode.prototype.toNode = function() {
+    var node = document.createElementNS(
+        "http://www.w3.org/1998/Math/MathML", this.type);
+
+    for (var attr in this.attributes) {
+        if (Object.prototype.hasOwnProperty.call(this.attributes, attr)) {
+            node.setAttribute(attr, this.attributes[attr]);
+        }
+    }
+
+    for (var i = 0; i < this.children.length; i++) {
+        node.appendChild(this.children[i].toNode());
+    }
+
+    return node;
+};
+
+/**
+ * Converts the math node into an HTML markup string.
+ */
+MathNode.prototype.toMarkup = function() {
+    var markup = "<" + this.type;
+
+    // Add the attributes
+    for (var attr in this.attributes) {
+        if (Object.prototype.hasOwnProperty.call(this.attributes, attr)) {
+            markup += " " + attr + "=\"";
+            markup += utils.escape(this.attributes[attr]);
+            markup += "\"";
+        }
+    }
+
+    markup += ">";
+
+    for (var i = 0; i < this.children.length; i++) {
+        markup += this.children[i].toMarkup();
+    }
+
+    markup += "";
+
+    return markup;
+};
+
+/**
+ * This node represents a piece of text.
+ */
+function TextNode(text) {
+    this.text = text;
+}
+
+/**
+ * Converts the text node into a DOM text node.
+ */
+TextNode.prototype.toNode = function() {
+    return document.createTextNode(this.text);
+};
+
+/**
+ * Converts the text node into HTML markup (which is just the text itself).
+ */
+TextNode.prototype.toMarkup = function() {
+    return utils.escape(this.text);
+};
+
+module.exports = {
+    MathNode: MathNode,
+    TextNode: TextNode
+};
+
+},{"./utils":25}],21:[function(require,module,exports){
+/**
+ * The resulting parse tree nodes of the parse tree.
+ *
+ * It is possible to provide position information, so that a ParseNode can
+ * fulfil a role similar to a Token in error reporting.
+ * For details on the corresponding properties see Token constructor.
+ * Providing such information can lead to better error reporting.
+ *
+ * @param {string}  type       type of node, like e.g. "ordgroup"
+ * @param {?object} value      type-specific representation of the node
+ * @param {string}  mode       parse mode in action for this node,
+ *                             "math" or "text"
+ * @param {Token=} firstToken  first token of the input for this node,
+ *                             will omit position information if unset
+ * @param {Token=} lastToken   last token of the input for this node,
+ *                             will default to firstToken if unset
+ */
+function ParseNode(type, value, mode, firstToken, lastToken) {
+    this.type = type;
+    this.value = value;
+    this.mode = mode;
+    if (firstToken && (!lastToken || lastToken.lexer === firstToken.lexer)) {
+        this.lexer = firstToken.lexer;
+        this.start = firstToken.start;
+        this.end = (lastToken || firstToken).end;
+    }
+}
+
+module.exports = {
+    ParseNode: ParseNode
+};
+
+
+},{}],22:[function(require,module,exports){
+/**
+ * Provides a single function for parsing an expression using a Parser
+ * TODO(emily): Remove this
+ */
+
+var Parser = require("./Parser");
+
+/**
+ * Parses an expression using a Parser, then returns the parsed result.
+ */
+var parseTree = function(toParse, settings) {
+    if (!(typeof toParse === 'string' || toParse instanceof String)) {
+        throw new TypeError('KaTeX can only parse string typed expression');
+    }
+    var parser = new Parser(toParse, settings);
+
+    return parser.parse();
+};
+
+module.exports = parseTree;
+
+},{"./Parser":7}],23:[function(require,module,exports){
+/**
+ * This file holds a list of all no-argument functions and single-character
+ * symbols (like 'a' or ';').
+ *
+ * For each of the symbols, there are three properties they can have:
+ * - font (required): the font to be used for this symbol. Either "main" (the
+     normal font), or "ams" (the ams fonts).
+ * - group (required): the ParseNode group type the symbol should have (i.e.
+     "textord", "mathord", etc).
+     See https://github.com/Khan/KaTeX/wiki/Examining-TeX#group-types
+ * - replace: the character that this symbol or function should be
+ *   replaced with (i.e. "\phi" has a replace value of "\u03d5", the phi
+ *   character in the main font).
+ *
+ * The outermost map in the table indicates what mode the symbols should be
+ * accepted in (e.g. "math" or "text").
+ */
+
+module.exports = {
+    math: {},
+    text: {}
+};
+
+function defineSymbol(mode, font, group, replace, name) {
+    module.exports[mode][name] = {
+        font: font,
+        group: group,
+        replace: replace
+    };
+}
+
+// Some abbreviations for commonly used strings.
+// This helps minify the code, and also spotting typos using jshint.
+
+// modes:
+var math = "math";
+var text = "text";
+
+// fonts:
+var main = "main";
+var ams = "ams";
+
+// groups:
+var accent = "accent";
+var bin = "bin";
+var close = "close";
+var inner = "inner";
+var mathord = "mathord";
+var op = "op";
+var open = "open";
+var punct = "punct";
+var rel = "rel";
+var spacing = "spacing";
+var textord = "textord";
+
+// Now comes the symbol table
+
+// Relation Symbols
+defineSymbol(math, main, rel, "\u2261", "\\equiv");
+defineSymbol(math, main, rel, "\u227a", "\\prec");
+defineSymbol(math, main, rel, "\u227b", "\\succ");
+defineSymbol(math, main, rel, "\u223c", "\\sim");
+defineSymbol(math, main, rel, "\u22a5", "\\perp");
+defineSymbol(math, main, rel, "\u2aaf", "\\preceq");
+defineSymbol(math, main, rel, "\u2ab0", "\\succeq");
+defineSymbol(math, main, rel, "\u2243", "\\simeq");
+defineSymbol(math, main, rel, "\u2223", "\\mid");
+defineSymbol(math, main, rel, "\u226a", "\\ll");
+defineSymbol(math, main, rel, "\u226b", "\\gg");
+defineSymbol(math, main, rel, "\u224d", "\\asymp");
+defineSymbol(math, main, rel, "\u2225", "\\parallel");
+defineSymbol(math, main, rel, "\u22c8", "\\bowtie");
+defineSymbol(math, main, rel, "\u2323", "\\smile");
+defineSymbol(math, main, rel, "\u2291", "\\sqsubseteq");
+defineSymbol(math, main, rel, "\u2292", "\\sqsupseteq");
+defineSymbol(math, main, rel, "\u2250", "\\doteq");
+defineSymbol(math, main, rel, "\u2322", "\\frown");
+defineSymbol(math, main, rel, "\u220b", "\\ni");
+defineSymbol(math, main, rel, "\u221d", "\\propto");
+defineSymbol(math, main, rel, "\u22a2", "\\vdash");
+defineSymbol(math, main, rel, "\u22a3", "\\dashv");
+defineSymbol(math, main, rel, "\u220b", "\\owns");
+
+// Punctuation
+defineSymbol(math, main, punct, "\u002e", "\\ldotp");
+defineSymbol(math, main, punct, "\u22c5", "\\cdotp");
+
+// Misc Symbols
+defineSymbol(math, main, textord, "\u0023", "\\#");
+defineSymbol(text, main, textord, "\u0023", "\\#");
+defineSymbol(math, main, textord, "\u0026", "\\&");
+defineSymbol(text, main, textord, "\u0026", "\\&");
+defineSymbol(math, main, textord, "\u2135", "\\aleph");
+defineSymbol(math, main, textord, "\u2200", "\\forall");
+defineSymbol(math, main, textord, "\u210f", "\\hbar");
+defineSymbol(math, main, textord, "\u2203", "\\exists");
+defineSymbol(math, main, textord, "\u2207", "\\nabla");
+defineSymbol(math, main, textord, "\u266d", "\\flat");
+defineSymbol(math, main, textord, "\u2113", "\\ell");
+defineSymbol(math, main, textord, "\u266e", "\\natural");
+defineSymbol(math, main, textord, "\u2663", "\\clubsuit");
+defineSymbol(math, main, textord, "\u2118", "\\wp");
+defineSymbol(math, main, textord, "\u266f", "\\sharp");
+defineSymbol(math, main, textord, "\u2662", "\\diamondsuit");
+defineSymbol(math, main, textord, "\u211c", "\\Re");
+defineSymbol(math, main, textord, "\u2661", "\\heartsuit");
+defineSymbol(math, main, textord, "\u2111", "\\Im");
+defineSymbol(math, main, textord, "\u2660", "\\spadesuit");
+
+// Math and Text
+defineSymbol(math, main, textord, "\u2020", "\\dag");
+defineSymbol(math, main, textord, "\u2021", "\\ddag");
+
+// Large Delimiters
+defineSymbol(math, main, close, "\u23b1", "\\rmoustache");
+defineSymbol(math, main, open, "\u23b0", "\\lmoustache");
+defineSymbol(math, main, close, "\u27ef", "\\rgroup");
+defineSymbol(math, main, open, "\u27ee", "\\lgroup");
+
+// Binary Operators
+defineSymbol(math, main, bin, "\u2213", "\\mp");
+defineSymbol(math, main, bin, "\u2296", "\\ominus");
+defineSymbol(math, main, bin, "\u228e", "\\uplus");
+defineSymbol(math, main, bin, "\u2293", "\\sqcap");
+defineSymbol(math, main, bin, "\u2217", "\\ast");
+defineSymbol(math, main, bin, "\u2294", "\\sqcup");
+defineSymbol(math, main, bin, "\u25ef", "\\bigcirc");
+defineSymbol(math, main, bin, "\u2219", "\\bullet");
+defineSymbol(math, main, bin, "\u2021", "\\ddagger");
+defineSymbol(math, main, bin, "\u2240", "\\wr");
+defineSymbol(math, main, bin, "\u2a3f", "\\amalg");
+
+// Arrow Symbols
+defineSymbol(math, main, rel, "\u27f5", "\\longleftarrow");
+defineSymbol(math, main, rel, "\u21d0", "\\Leftarrow");
+defineSymbol(math, main, rel, "\u27f8", "\\Longleftarrow");
+defineSymbol(math, main, rel, "\u27f6", "\\longrightarrow");
+defineSymbol(math, main, rel, "\u21d2", "\\Rightarrow");
+defineSymbol(math, main, rel, "\u27f9", "\\Longrightarrow");
+defineSymbol(math, main, rel, "\u2194", "\\leftrightarrow");
+defineSymbol(math, main, rel, "\u27f7", "\\longleftrightarrow");
+defineSymbol(math, main, rel, "\u21d4", "\\Leftrightarrow");
+defineSymbol(math, main, rel, "\u27fa", "\\Longleftrightarrow");
+defineSymbol(math, main, rel, "\u21a6", "\\mapsto");
+defineSymbol(math, main, rel, "\u27fc", "\\longmapsto");
+defineSymbol(math, main, rel, "\u2197", "\\nearrow");
+defineSymbol(math, main, rel, "\u21a9", "\\hookleftarrow");
+defineSymbol(math, main, rel, "\u21aa", "\\hookrightarrow");
+defineSymbol(math, main, rel, "\u2198", "\\searrow");
+defineSymbol(math, main, rel, "\u21bc", "\\leftharpoonup");
+defineSymbol(math, main, rel, "\u21c0", "\\rightharpoonup");
+defineSymbol(math, main, rel, "\u2199", "\\swarrow");
+defineSymbol(math, main, rel, "\u21bd", "\\leftharpoondown");
+defineSymbol(math, main, rel, "\u21c1", "\\rightharpoondown");
+defineSymbol(math, main, rel, "\u2196", "\\nwarrow");
+defineSymbol(math, main, rel, "\u21cc", "\\rightleftharpoons");
+
+// AMS Negated Binary Relations
+defineSymbol(math, ams, rel, "\u226e", "\\nless");
+defineSymbol(math, ams, rel, "\ue010", "\\nleqslant");
+defineSymbol(math, ams, rel, "\ue011", "\\nleqq");
+defineSymbol(math, ams, rel, "\u2a87", "\\lneq");
+defineSymbol(math, ams, rel, "\u2268", "\\lneqq");
+defineSymbol(math, ams, rel, "\ue00c", "\\lvertneqq");
+defineSymbol(math, ams, rel, "\u22e6", "\\lnsim");
+defineSymbol(math, ams, rel, "\u2a89", "\\lnapprox");
+defineSymbol(math, ams, rel, "\u2280", "\\nprec");
+defineSymbol(math, ams, rel, "\u22e0", "\\npreceq");
+defineSymbol(math, ams, rel, "\u22e8", "\\precnsim");
+defineSymbol(math, ams, rel, "\u2ab9", "\\precnapprox");
+defineSymbol(math, ams, rel, "\u2241", "\\nsim");
+defineSymbol(math, ams, rel, "\ue006", "\\nshortmid");
+defineSymbol(math, ams, rel, "\u2224", "\\nmid");
+defineSymbol(math, ams, rel, "\u22ac", "\\nvdash");
+defineSymbol(math, ams, rel, "\u22ad", "\\nvDash");
+defineSymbol(math, ams, rel, "\u22ea", "\\ntriangleleft");
+defineSymbol(math, ams, rel, "\u22ec", "\\ntrianglelefteq");
+defineSymbol(math, ams, rel, "\u228a", "\\subsetneq");
+defineSymbol(math, ams, rel, "\ue01a", "\\varsubsetneq");
+defineSymbol(math, ams, rel, "\u2acb", "\\subsetneqq");
+defineSymbol(math, ams, rel, "\ue017", "\\varsubsetneqq");
+defineSymbol(math, ams, rel, "\u226f", "\\ngtr");
+defineSymbol(math, ams, rel, "\ue00f", "\\ngeqslant");
+defineSymbol(math, ams, rel, "\ue00e", "\\ngeqq");
+defineSymbol(math, ams, rel, "\u2a88", "\\gneq");
+defineSymbol(math, ams, rel, "\u2269", "\\gneqq");
+defineSymbol(math, ams, rel, "\ue00d", "\\gvertneqq");
+defineSymbol(math, ams, rel, "\u22e7", "\\gnsim");
+defineSymbol(math, ams, rel, "\u2a8a", "\\gnapprox");
+defineSymbol(math, ams, rel, "\u2281", "\\nsucc");
+defineSymbol(math, ams, rel, "\u22e1", "\\nsucceq");
+defineSymbol(math, ams, rel, "\u22e9", "\\succnsim");
+defineSymbol(math, ams, rel, "\u2aba", "\\succnapprox");
+defineSymbol(math, ams, rel, "\u2246", "\\ncong");
+defineSymbol(math, ams, rel, "\ue007", "\\nshortparallel");
+defineSymbol(math, ams, rel, "\u2226", "\\nparallel");
+defineSymbol(math, ams, rel, "\u22af", "\\nVDash");
+defineSymbol(math, ams, rel, "\u22eb", "\\ntriangleright");
+defineSymbol(math, ams, rel, "\u22ed", "\\ntrianglerighteq");
+defineSymbol(math, ams, rel, "\ue018", "\\nsupseteqq");
+defineSymbol(math, ams, rel, "\u228b", "\\supsetneq");
+defineSymbol(math, ams, rel, "\ue01b", "\\varsupsetneq");
+defineSymbol(math, ams, rel, "\u2acc", "\\supsetneqq");
+defineSymbol(math, ams, rel, "\ue019", "\\varsupsetneqq");
+defineSymbol(math, ams, rel, "\u22ae", "\\nVdash");
+defineSymbol(math, ams, rel, "\u2ab5", "\\precneqq");
+defineSymbol(math, ams, rel, "\u2ab6", "\\succneqq");
+defineSymbol(math, ams, rel, "\ue016", "\\nsubseteqq");
+defineSymbol(math, ams, bin, "\u22b4", "\\unlhd");
+defineSymbol(math, ams, bin, "\u22b5", "\\unrhd");
+
+// AMS Negated Arrows
+defineSymbol(math, ams, rel, "\u219a", "\\nleftarrow");
+defineSymbol(math, ams, rel, "\u219b", "\\nrightarrow");
+defineSymbol(math, ams, rel, "\u21cd", "\\nLeftarrow");
+defineSymbol(math, ams, rel, "\u21cf", "\\nRightarrow");
+defineSymbol(math, ams, rel, "\u21ae", "\\nleftrightarrow");
+defineSymbol(math, ams, rel, "\u21ce", "\\nLeftrightarrow");
+
+// AMS Misc
+defineSymbol(math, ams, rel, "\u25b3", "\\vartriangle");
+defineSymbol(math, ams, textord, "\u210f", "\\hslash");
+defineSymbol(math, ams, textord, "\u25bd", "\\triangledown");
+defineSymbol(math, ams, textord, "\u25ca", "\\lozenge");
+defineSymbol(math, ams, textord, "\u24c8", "\\circledS");
+defineSymbol(math, ams, textord, "\u00ae", "\\circledR");
+defineSymbol(math, ams, textord, "\u2221", "\\measuredangle");
+defineSymbol(math, ams, textord, "\u2204", "\\nexists");
+defineSymbol(math, ams, textord, "\u2127", "\\mho");
+defineSymbol(math, ams, textord, "\u2132", "\\Finv");
+defineSymbol(math, ams, textord, "\u2141", "\\Game");
+defineSymbol(math, ams, textord, "\u006b", "\\Bbbk");
+defineSymbol(math, ams, textord, "\u2035", "\\backprime");
+defineSymbol(math, ams, textord, "\u25b2", "\\blacktriangle");
+defineSymbol(math, ams, textord, "\u25bc", "\\blacktriangledown");
+defineSymbol(math, ams, textord, "\u25a0", "\\blacksquare");
+defineSymbol(math, ams, textord, "\u29eb", "\\blacklozenge");
+defineSymbol(math, ams, textord, "\u2605", "\\bigstar");
+defineSymbol(math, ams, textord, "\u2222", "\\sphericalangle");
+defineSymbol(math, ams, textord, "\u2201", "\\complement");
+defineSymbol(math, ams, textord, "\u00f0", "\\eth");
+defineSymbol(math, ams, textord, "\u2571", "\\diagup");
+defineSymbol(math, ams, textord, "\u2572", "\\diagdown");
+defineSymbol(math, ams, textord, "\u25a1", "\\square");
+defineSymbol(math, ams, textord, "\u25a1", "\\Box");
+defineSymbol(math, ams, textord, "\u25ca", "\\Diamond");
+defineSymbol(math, ams, textord, "\u00a5", "\\yen");
+defineSymbol(math, ams, textord, "\u2713", "\\checkmark");
+
+// AMS Hebrew
+defineSymbol(math, ams, textord, "\u2136", "\\beth");
+defineSymbol(math, ams, textord, "\u2138", "\\daleth");
+defineSymbol(math, ams, textord, "\u2137", "\\gimel");
+
+// AMS Greek
+defineSymbol(math, ams, textord, "\u03dd", "\\digamma");
+defineSymbol(math, ams, textord, "\u03f0", "\\varkappa");
+
+// AMS Delimiters
+defineSymbol(math, ams, open, "\u250c", "\\ulcorner");
+defineSymbol(math, ams, close, "\u2510", "\\urcorner");
+defineSymbol(math, ams, open, "\u2514", "\\llcorner");
+defineSymbol(math, ams, close, "\u2518", "\\lrcorner");
+
+// AMS Binary Relations
+defineSymbol(math, ams, rel, "\u2266", "\\leqq");
+defineSymbol(math, ams, rel, "\u2a7d", "\\leqslant");
+defineSymbol(math, ams, rel, "\u2a95", "\\eqslantless");
+defineSymbol(math, ams, rel, "\u2272", "\\lesssim");
+defineSymbol(math, ams, rel, "\u2a85", "\\lessapprox");
+defineSymbol(math, ams, rel, "\u224a", "\\approxeq");
+defineSymbol(math, ams, bin, "\u22d6", "\\lessdot");
+defineSymbol(math, ams, rel, "\u22d8", "\\lll");
+defineSymbol(math, ams, rel, "\u2276", "\\lessgtr");
+defineSymbol(math, ams, rel, "\u22da", "\\lesseqgtr");
+defineSymbol(math, ams, rel, "\u2a8b", "\\lesseqqgtr");
+defineSymbol(math, ams, rel, "\u2251", "\\doteqdot");
+defineSymbol(math, ams, rel, "\u2253", "\\risingdotseq");
+defineSymbol(math, ams, rel, "\u2252", "\\fallingdotseq");
+defineSymbol(math, ams, rel, "\u223d", "\\backsim");
+defineSymbol(math, ams, rel, "\u22cd", "\\backsimeq");
+defineSymbol(math, ams, rel, "\u2ac5", "\\subseteqq");
+defineSymbol(math, ams, rel, "\u22d0", "\\Subset");
+defineSymbol(math, ams, rel, "\u228f", "\\sqsubset");
+defineSymbol(math, ams, rel, "\u227c", "\\preccurlyeq");
+defineSymbol(math, ams, rel, "\u22de", "\\curlyeqprec");
+defineSymbol(math, ams, rel, "\u227e", "\\precsim");
+defineSymbol(math, ams, rel, "\u2ab7", "\\precapprox");
+defineSymbol(math, ams, rel, "\u22b2", "\\vartriangleleft");
+defineSymbol(math, ams, rel, "\u22b4", "\\trianglelefteq");
+defineSymbol(math, ams, rel, "\u22a8", "\\vDash");
+defineSymbol(math, ams, rel, "\u22aa", "\\Vvdash");
+defineSymbol(math, ams, rel, "\u2323", "\\smallsmile");
+defineSymbol(math, ams, rel, "\u2322", "\\smallfrown");
+defineSymbol(math, ams, rel, "\u224f", "\\bumpeq");
+defineSymbol(math, ams, rel, "\u224e", "\\Bumpeq");
+defineSymbol(math, ams, rel, "\u2267", "\\geqq");
+defineSymbol(math, ams, rel, "\u2a7e", "\\geqslant");
+defineSymbol(math, ams, rel, "\u2a96", "\\eqslantgtr");
+defineSymbol(math, ams, rel, "\u2273", "\\gtrsim");
+defineSymbol(math, ams, rel, "\u2a86", "\\gtrapprox");
+defineSymbol(math, ams, bin, "\u22d7", "\\gtrdot");
+defineSymbol(math, ams, rel, "\u22d9", "\\ggg");
+defineSymbol(math, ams, rel, "\u2277", "\\gtrless");
+defineSymbol(math, ams, rel, "\u22db", "\\gtreqless");
+defineSymbol(math, ams, rel, "\u2a8c", "\\gtreqqless");
+defineSymbol(math, ams, rel, "\u2256", "\\eqcirc");
+defineSymbol(math, ams, rel, "\u2257", "\\circeq");
+defineSymbol(math, ams, rel, "\u225c", "\\triangleq");
+defineSymbol(math, ams, rel, "\u223c", "\\thicksim");
+defineSymbol(math, ams, rel, "\u2248", "\\thickapprox");
+defineSymbol(math, ams, rel, "\u2ac6", "\\supseteqq");
+defineSymbol(math, ams, rel, "\u22d1", "\\Supset");
+defineSymbol(math, ams, rel, "\u2290", "\\sqsupset");
+defineSymbol(math, ams, rel, "\u227d", "\\succcurlyeq");
+defineSymbol(math, ams, rel, "\u22df", "\\curlyeqsucc");
+defineSymbol(math, ams, rel, "\u227f", "\\succsim");
+defineSymbol(math, ams, rel, "\u2ab8", "\\succapprox");
+defineSymbol(math, ams, rel, "\u22b3", "\\vartriangleright");
+defineSymbol(math, ams, rel, "\u22b5", "\\trianglerighteq");
+defineSymbol(math, ams, rel, "\u22a9", "\\Vdash");
+defineSymbol(math, ams, rel, "\u2223", "\\shortmid");
+defineSymbol(math, ams, rel, "\u2225", "\\shortparallel");
+defineSymbol(math, ams, rel, "\u226c", "\\between");
+defineSymbol(math, ams, rel, "\u22d4", "\\pitchfork");
+defineSymbol(math, ams, rel, "\u221d", "\\varpropto");
+defineSymbol(math, ams, rel, "\u25c0", "\\blacktriangleleft");
+defineSymbol(math, ams, rel, "\u2234", "\\therefore");
+defineSymbol(math, ams, rel, "\u220d", "\\backepsilon");
+defineSymbol(math, ams, rel, "\u25b6", "\\blacktriangleright");
+defineSymbol(math, ams, rel, "\u2235", "\\because");
+defineSymbol(math, ams, rel, "\u22d8", "\\llless");
+defineSymbol(math, ams, rel, "\u22d9", "\\gggtr");
+defineSymbol(math, ams, bin, "\u22b2", "\\lhd");
+defineSymbol(math, ams, bin, "\u22b3", "\\rhd");
+defineSymbol(math, ams, rel, "\u2242", "\\eqsim");
+defineSymbol(math, main, rel, "\u22c8", "\\Join");
+defineSymbol(math, ams, rel, "\u2251", "\\Doteq");
+
+// AMS Binary Operators
+defineSymbol(math, ams, bin, "\u2214", "\\dotplus");
+defineSymbol(math, ams, bin, "\u2216", "\\smallsetminus");
+defineSymbol(math, ams, bin, "\u22d2", "\\Cap");
+defineSymbol(math, ams, bin, "\u22d3", "\\Cup");
+defineSymbol(math, ams, bin, "\u2a5e", "\\doublebarwedge");
+defineSymbol(math, ams, bin, "\u229f", "\\boxminus");
+defineSymbol(math, ams, bin, "\u229e", "\\boxplus");
+defineSymbol(math, ams, bin, "\u22c7", "\\divideontimes");
+defineSymbol(math, ams, bin, "\u22c9", "\\ltimes");
+defineSymbol(math, ams, bin, "\u22ca", "\\rtimes");
+defineSymbol(math, ams, bin, "\u22cb", "\\leftthreetimes");
+defineSymbol(math, ams, bin, "\u22cc", "\\rightthreetimes");
+defineSymbol(math, ams, bin, "\u22cf", "\\curlywedge");
+defineSymbol(math, ams, bin, "\u22ce", "\\curlyvee");
+defineSymbol(math, ams, bin, "\u229d", "\\circleddash");
+defineSymbol(math, ams, bin, "\u229b", "\\circledast");
+defineSymbol(math, ams, bin, "\u22c5", "\\centerdot");
+defineSymbol(math, ams, bin, "\u22ba", "\\intercal");
+defineSymbol(math, ams, bin, "\u22d2", "\\doublecap");
+defineSymbol(math, ams, bin, "\u22d3", "\\doublecup");
+defineSymbol(math, ams, bin, "\u22a0", "\\boxtimes");
+
+// AMS Arrows
+defineSymbol(math, ams, rel, "\u21e2", "\\dashrightarrow");
+defineSymbol(math, ams, rel, "\u21e0", "\\dashleftarrow");
+defineSymbol(math, ams, rel, "\u21c7", "\\leftleftarrows");
+defineSymbol(math, ams, rel, "\u21c6", "\\leftrightarrows");
+defineSymbol(math, ams, rel, "\u21da", "\\Lleftarrow");
+defineSymbol(math, ams, rel, "\u219e", "\\twoheadleftarrow");
+defineSymbol(math, ams, rel, "\u21a2", "\\leftarrowtail");
+defineSymbol(math, ams, rel, "\u21ab", "\\looparrowleft");
+defineSymbol(math, ams, rel, "\u21cb", "\\leftrightharpoons");
+defineSymbol(math, ams, rel, "\u21b6", "\\curvearrowleft");
+defineSymbol(math, ams, rel, "\u21ba", "\\circlearrowleft");
+defineSymbol(math, ams, rel, "\u21b0", "\\Lsh");
+defineSymbol(math, ams, rel, "\u21c8", "\\upuparrows");
+defineSymbol(math, ams, rel, "\u21bf", "\\upharpoonleft");
+defineSymbol(math, ams, rel, "\u21c3", "\\downharpoonleft");
+defineSymbol(math, ams, rel, "\u22b8", "\\multimap");
+defineSymbol(math, ams, rel, "\u21ad", "\\leftrightsquigarrow");
+defineSymbol(math, ams, rel, "\u21c9", "\\rightrightarrows");
+defineSymbol(math, ams, rel, "\u21c4", "\\rightleftarrows");
+defineSymbol(math, ams, rel, "\u21a0", "\\twoheadrightarrow");
+defineSymbol(math, ams, rel, "\u21a3", "\\rightarrowtail");
+defineSymbol(math, ams, rel, "\u21ac", "\\looparrowright");
+defineSymbol(math, ams, rel, "\u21b7", "\\curvearrowright");
+defineSymbol(math, ams, rel, "\u21bb", "\\circlearrowright");
+defineSymbol(math, ams, rel, "\u21b1", "\\Rsh");
+defineSymbol(math, ams, rel, "\u21ca", "\\downdownarrows");
+defineSymbol(math, ams, rel, "\u21be", "\\upharpoonright");
+defineSymbol(math, ams, rel, "\u21c2", "\\downharpoonright");
+defineSymbol(math, ams, rel, "\u21dd", "\\rightsquigarrow");
+defineSymbol(math, ams, rel, "\u21dd", "\\leadsto");
+defineSymbol(math, ams, rel, "\u21db", "\\Rrightarrow");
+defineSymbol(math, ams, rel, "\u21be", "\\restriction");
+
+defineSymbol(math, main, textord, "\u2018", "`");
+defineSymbol(math, main, textord, "$", "\\$");
+defineSymbol(text, main, textord, "$", "\\$");
+defineSymbol(math, main, textord, "%", "\\%");
+defineSymbol(text, main, textord, "%", "\\%");
+defineSymbol(math, main, textord, "_", "\\_");
+defineSymbol(text, main, textord, "_", "\\_");
+defineSymbol(math, main, textord, "\u2220", "\\angle");
+defineSymbol(math, main, textord, "\u221e", "\\infty");
+defineSymbol(math, main, textord, "\u2032", "\\prime");
+defineSymbol(math, main, textord, "\u25b3", "\\triangle");
+defineSymbol(math, main, textord, "\u0393", "\\Gamma");
+defineSymbol(math, main, textord, "\u0394", "\\Delta");
+defineSymbol(math, main, textord, "\u0398", "\\Theta");
+defineSymbol(math, main, textord, "\u039b", "\\Lambda");
+defineSymbol(math, main, textord, "\u039e", "\\Xi");
+defineSymbol(math, main, textord, "\u03a0", "\\Pi");
+defineSymbol(math, main, textord, "\u03a3", "\\Sigma");
+defineSymbol(math, main, textord, "\u03a5", "\\Upsilon");
+defineSymbol(math, main, textord, "\u03a6", "\\Phi");
+defineSymbol(math, main, textord, "\u03a8", "\\Psi");
+defineSymbol(math, main, textord, "\u03a9", "\\Omega");
+defineSymbol(math, main, textord, "\u00ac", "\\neg");
+defineSymbol(math, main, textord, "\u00ac", "\\lnot");
+defineSymbol(math, main, textord, "\u22a4", "\\top");
+defineSymbol(math, main, textord, "\u22a5", "\\bot");
+defineSymbol(math, main, textord, "\u2205", "\\emptyset");
+defineSymbol(math, ams, textord, "\u2205", "\\varnothing");
+defineSymbol(math, main, mathord, "\u03b1", "\\alpha");
+defineSymbol(math, main, mathord, "\u03b2", "\\beta");
+defineSymbol(math, main, mathord, "\u03b3", "\\gamma");
+defineSymbol(math, main, mathord, "\u03b4", "\\delta");
+defineSymbol(math, main, mathord, "\u03f5", "\\epsilon");
+defineSymbol(math, main, mathord, "\u03b6", "\\zeta");
+defineSymbol(math, main, mathord, "\u03b7", "\\eta");
+defineSymbol(math, main, mathord, "\u03b8", "\\theta");
+defineSymbol(math, main, mathord, "\u03b9", "\\iota");
+defineSymbol(math, main, mathord, "\u03ba", "\\kappa");
+defineSymbol(math, main, mathord, "\u03bb", "\\lambda");
+defineSymbol(math, main, mathord, "\u03bc", "\\mu");
+defineSymbol(math, main, mathord, "\u03bd", "\\nu");
+defineSymbol(math, main, mathord, "\u03be", "\\xi");
+defineSymbol(math, main, mathord, "o", "\\omicron");
+defineSymbol(math, main, mathord, "\u03c0", "\\pi");
+defineSymbol(math, main, mathord, "\u03c1", "\\rho");
+defineSymbol(math, main, mathord, "\u03c3", "\\sigma");
+defineSymbol(math, main, mathord, "\u03c4", "\\tau");
+defineSymbol(math, main, mathord, "\u03c5", "\\upsilon");
+defineSymbol(math, main, mathord, "\u03d5", "\\phi");
+defineSymbol(math, main, mathord, "\u03c7", "\\chi");
+defineSymbol(math, main, mathord, "\u03c8", "\\psi");
+defineSymbol(math, main, mathord, "\u03c9", "\\omega");
+defineSymbol(math, main, mathord, "\u03b5", "\\varepsilon");
+defineSymbol(math, main, mathord, "\u03d1", "\\vartheta");
+defineSymbol(math, main, mathord, "\u03d6", "\\varpi");
+defineSymbol(math, main, mathord, "\u03f1", "\\varrho");
+defineSymbol(math, main, mathord, "\u03c2", "\\varsigma");
+defineSymbol(math, main, mathord, "\u03c6", "\\varphi");
+defineSymbol(math, main, bin, "\u2217", "*");
+defineSymbol(math, main, bin, "+", "+");
+defineSymbol(math, main, bin, "\u2212", "-");
+defineSymbol(math, main, bin, "\u22c5", "\\cdot");
+defineSymbol(math, main, bin, "\u2218", "\\circ");
+defineSymbol(math, main, bin, "\u00f7", "\\div");
+defineSymbol(math, main, bin, "\u00b1", "\\pm");
+defineSymbol(math, main, bin, "\u00d7", "\\times");
+defineSymbol(math, main, bin, "\u2229", "\\cap");
+defineSymbol(math, main, bin, "\u222a", "\\cup");
+defineSymbol(math, main, bin, "\u2216", "\\setminus");
+defineSymbol(math, main, bin, "\u2227", "\\land");
+defineSymbol(math, main, bin, "\u2228", "\\lor");
+defineSymbol(math, main, bin, "\u2227", "\\wedge");
+defineSymbol(math, main, bin, "\u2228", "\\vee");
+defineSymbol(math, main, textord, "\u221a", "\\surd");
+defineSymbol(math, main, open, "(", "(");
+defineSymbol(math, main, open, "[", "[");
+defineSymbol(math, main, open, "\u27e8", "\\langle");
+defineSymbol(math, main, open, "\u2223", "\\lvert");
+defineSymbol(math, main, open, "\u2225", "\\lVert");
+defineSymbol(math, main, close, ")", ")");
+defineSymbol(math, main, close, "]", "]");
+defineSymbol(math, main, close, "?", "?");
+defineSymbol(math, main, close, "!", "!");
+defineSymbol(math, main, close, "\u27e9", "\\rangle");
+defineSymbol(math, main, close, "\u2223", "\\rvert");
+defineSymbol(math, main, close, "\u2225", "\\rVert");
+defineSymbol(math, main, rel, "=", "=");
+defineSymbol(math, main, rel, "<", "<");
+defineSymbol(math, main, rel, ">", ">");
+defineSymbol(math, main, rel, ":", ":");
+defineSymbol(math, main, rel, "\u2248", "\\approx");
+defineSymbol(math, main, rel, "\u2245", "\\cong");
+defineSymbol(math, main, rel, "\u2265", "\\ge");
+defineSymbol(math, main, rel, "\u2265", "\\geq");
+defineSymbol(math, main, rel, "\u2190", "\\gets");
+defineSymbol(math, main, rel, ">", "\\gt");
+defineSymbol(math, main, rel, "\u2208", "\\in");
+defineSymbol(math, main, rel, "\u2209", "\\notin");
+defineSymbol(math, main, rel, "\u2282", "\\subset");
+defineSymbol(math, main, rel, "\u2283", "\\supset");
+defineSymbol(math, main, rel, "\u2286", "\\subseteq");
+defineSymbol(math, main, rel, "\u2287", "\\supseteq");
+defineSymbol(math, ams, rel, "\u2288", "\\nsubseteq");
+defineSymbol(math, ams, rel, "\u2289", "\\nsupseteq");
+defineSymbol(math, main, rel, "\u22a8", "\\models");
+defineSymbol(math, main, rel, "\u2190", "\\leftarrow");
+defineSymbol(math, main, rel, "\u2264", "\\le");
+defineSymbol(math, main, rel, "\u2264", "\\leq");
+defineSymbol(math, main, rel, "<", "\\lt");
+defineSymbol(math, main, rel, "\u2260", "\\ne");
+defineSymbol(math, main, rel, "\u2260", "\\neq");
+defineSymbol(math, main, rel, "\u2192", "\\rightarrow");
+defineSymbol(math, main, rel, "\u2192", "\\to");
+defineSymbol(math, ams, rel, "\u2271", "\\ngeq");
+defineSymbol(math, ams, rel, "\u2270", "\\nleq");
+defineSymbol(math, main, spacing, null, "\\!");
+defineSymbol(math, main, spacing, "\u00a0", "\\ ");
+defineSymbol(math, main, spacing, "\u00a0", "~");
+defineSymbol(math, main, spacing, null, "\\,");
+defineSymbol(math, main, spacing, null, "\\:");
+defineSymbol(math, main, spacing, null, "\\;");
+defineSymbol(math, main, spacing, null, "\\enspace");
+defineSymbol(math, main, spacing, null, "\\qquad");
+defineSymbol(math, main, spacing, null, "\\quad");
+defineSymbol(math, main, spacing, "\u00a0", "\\space");
+defineSymbol(math, main, punct, ",", ",");
+defineSymbol(math, main, punct, ";", ";");
+defineSymbol(math, main, punct, ":", "\\colon");
+defineSymbol(math, ams, bin, "\u22bc", "\\barwedge");
+defineSymbol(math, ams, bin, "\u22bb", "\\veebar");
+defineSymbol(math, main, bin, "\u2299", "\\odot");
+defineSymbol(math, main, bin, "\u2295", "\\oplus");
+defineSymbol(math, main, bin, "\u2297", "\\otimes");
+defineSymbol(math, main, textord, "\u2202", "\\partial");
+defineSymbol(math, main, bin, "\u2298", "\\oslash");
+defineSymbol(math, ams, bin, "\u229a", "\\circledcirc");
+defineSymbol(math, ams, bin, "\u22a1", "\\boxdot");
+defineSymbol(math, main, bin, "\u25b3", "\\bigtriangleup");
+defineSymbol(math, main, bin, "\u25bd", "\\bigtriangledown");
+defineSymbol(math, main, bin, "\u2020", "\\dagger");
+defineSymbol(math, main, bin, "\u22c4", "\\diamond");
+defineSymbol(math, main, bin, "\u22c6", "\\star");
+defineSymbol(math, main, bin, "\u25c3", "\\triangleleft");
+defineSymbol(math, main, bin, "\u25b9", "\\triangleright");
+defineSymbol(math, main, open, "{", "\\{");
+defineSymbol(text, main, textord, "{", "\\{");
+defineSymbol(math, main, close, "}", "\\}");
+defineSymbol(text, main, textord, "}", "\\}");
+defineSymbol(math, main, open, "{", "\\lbrace");
+defineSymbol(math, main, close, "}", "\\rbrace");
+defineSymbol(math, main, open, "[", "\\lbrack");
+defineSymbol(math, main, close, "]", "\\rbrack");
+defineSymbol(math, main, open, "\u230a", "\\lfloor");
+defineSymbol(math, main, close, "\u230b", "\\rfloor");
+defineSymbol(math, main, open, "\u2308", "\\lceil");
+defineSymbol(math, main, close, "\u2309", "\\rceil");
+defineSymbol(math, main, textord, "\\", "\\backslash");
+defineSymbol(math, main, textord, "\u2223", "|");
+defineSymbol(math, main, textord, "\u2223", "\\vert");
+defineSymbol(math, main, textord, "\u2225", "\\|");
+defineSymbol(math, main, textord, "\u2225", "\\Vert");
+defineSymbol(math, main, rel, "\u2191", "\\uparrow");
+defineSymbol(math, main, rel, "\u21d1", "\\Uparrow");
+defineSymbol(math, main, rel, "\u2193", "\\downarrow");
+defineSymbol(math, main, rel, "\u21d3", "\\Downarrow");
+defineSymbol(math, main, rel, "\u2195", "\\updownarrow");
+defineSymbol(math, main, rel, "\u21d5", "\\Updownarrow");
+defineSymbol(math, math, op, "\u2210", "\\coprod");
+defineSymbol(math, math, op, "\u22c1", "\\bigvee");
+defineSymbol(math, math, op, "\u22c0", "\\bigwedge");
+defineSymbol(math, math, op, "\u2a04", "\\biguplus");
+defineSymbol(math, math, op, "\u22c2", "\\bigcap");
+defineSymbol(math, math, op, "\u22c3", "\\bigcup");
+defineSymbol(math, math, op, "\u222b", "\\int");
+defineSymbol(math, math, op, "\u222b", "\\intop");
+defineSymbol(math, math, op, "\u222c", "\\iint");
+defineSymbol(math, math, op, "\u222d", "\\iiint");
+defineSymbol(math, math, op, "\u220f", "\\prod");
+defineSymbol(math, math, op, "\u2211", "\\sum");
+defineSymbol(math, math, op, "\u2a02", "\\bigotimes");
+defineSymbol(math, math, op, "\u2a01", "\\bigoplus");
+defineSymbol(math, math, op, "\u2a00", "\\bigodot");
+defineSymbol(math, math, op, "\u222e", "\\oint");
+defineSymbol(math, math, op, "\u2a06", "\\bigsqcup");
+defineSymbol(math, math, op, "\u222b", "\\smallint");
+defineSymbol(text, main, inner, "\u2026", "\\textellipsis");
+defineSymbol(math, main, inner, "\u2026", "\\mathellipsis");
+defineSymbol(text, main, inner, "\u2026", "\\ldots");
+defineSymbol(math, main, inner, "\u2026", "\\ldots");
+defineSymbol(math, main, inner, "\u22ef", "\\cdots");
+defineSymbol(math, main, inner, "\u22f1", "\\ddots");
+defineSymbol(math, main, textord, "\u22ee", "\\vdots");
+defineSymbol(math, main, accent, "\u00b4", "\\acute");
+defineSymbol(math, main, accent, "\u0060", "\\grave");
+defineSymbol(math, main, accent, "\u00a8", "\\ddot");
+defineSymbol(math, main, accent, "\u007e", "\\tilde");
+defineSymbol(math, main, accent, "\u00af", "\\bar");
+defineSymbol(math, main, accent, "\u02d8", "\\breve");
+defineSymbol(math, main, accent, "\u02c7", "\\check");
+defineSymbol(math, main, accent, "\u005e", "\\hat");
+defineSymbol(math, main, accent, "\u20d7", "\\vec");
+defineSymbol(math, main, accent, "\u02d9", "\\dot");
+defineSymbol(math, main, mathord, "\u0131", "\\imath");
+defineSymbol(math, main, mathord, "\u0237", "\\jmath");
+
+defineSymbol(text, main, textord, "\u2013", "--");
+defineSymbol(text, main, textord, "\u2014", "---");
+defineSymbol(text, main, textord, "\u2018", "`");
+defineSymbol(text, main, textord, "\u2019", "'");
+defineSymbol(text, main, textord, "\u201c", "``");
+defineSymbol(text, main, textord, "\u201d", "''");
+defineSymbol(math, main, textord, "\u00b0", "\\degree");
+defineSymbol(text, main, textord, "\u00b0", "\\degree");
+defineSymbol(math, main, mathord, "\u00a3", "\\pounds");
+defineSymbol(math, ams, textord, "\u2720", "\\maltese");
+defineSymbol(text, ams, textord, "\u2720", "\\maltese");
+
+defineSymbol(text, main, spacing, "\u00a0", "\\ ");
+defineSymbol(text, main, spacing, "\u00a0", " ");
+defineSymbol(text, main, spacing, "\u00a0", "~");
+
+// There are lots of symbols which are the same, so we add them in afterwards.
+var i;
+var ch;
+
+// All of these are textords in math mode
+var mathTextSymbols = "0123456789/@.\"";
+for (i = 0; i < mathTextSymbols.length; i++) {
+    ch = mathTextSymbols.charAt(i);
+    defineSymbol(math, main, textord, ch, ch);
+}
+
+// All of these are textords in text mode
+var textSymbols = "0123456789!@*()-=+[]\";:?/.,";
+for (i = 0; i < textSymbols.length; i++) {
+    ch = textSymbols.charAt(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+// All of these are textords in text mode, and mathords in math mode
+var letters = "abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ";
+for (i = 0; i < letters.length; i++) {
+    ch = letters.charAt(i);
+    defineSymbol(math, main, mathord, ch, ch);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+// Latin-1 letters
+for (i = 0x00C0; i <= 0x00D6; i++) {
+    ch = String.fromCharCode(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+for (i = 0x00D8; i <= 0x00F6; i++) {
+    ch = String.fromCharCode(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+for (i = 0x00F8; i <= 0x00FF; i++) {
+    ch = String.fromCharCode(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+// Cyrillic
+for (i = 0x0410; i <= 0x044F; i++) {
+    ch = String.fromCharCode(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+// Unicode versions of existing characters
+defineSymbol(text, main, textord, "\u2013", "–");
+defineSymbol(text, main, textord, "\u2014", "—");
+defineSymbol(text, main, textord, "\u2018", "‘");
+defineSymbol(text, main, textord, "\u2019", "’");
+defineSymbol(text, main, textord, "\u201c", "“");
+defineSymbol(text, main, textord, "\u201d", "”");
+
+},{}],24:[function(require,module,exports){
+var hangulRegex = /[\uAC00-\uD7AF]/;
+
+// This regex combines
+// - Hiragana: [\u3040-\u309F]
+// - Katakana: [\u30A0-\u30FF]
+// - CJK ideograms: [\u4E00-\u9FAF]
+// - Hangul syllables: [\uAC00-\uD7AF]
+// Notably missing are halfwidth Katakana and Romanji glyphs.
+var cjkRegex =
+    /[\u3040-\u309F]|[\u30A0-\u30FF]|[\u4E00-\u9FAF]|[\uAC00-\uD7AF]/;
+
+module.exports = {
+    cjkRegex: cjkRegex,
+    hangulRegex: hangulRegex
+};
+
+},{}],25:[function(require,module,exports){
+/**
+ * This file contains a list of utility functions which are useful in other
+ * files.
+ */
+
+/**
+ * Provide an `indexOf` function which works in IE8, but defers to native if
+ * possible.
+ */
+var nativeIndexOf = Array.prototype.indexOf;
+var indexOf = function(list, elem) {
+    if (list == null) {
+        return -1;
+    }
+    if (nativeIndexOf && list.indexOf === nativeIndexOf) {
+        return list.indexOf(elem);
+    }
+    var i = 0;
+    var l = list.length;
+    for (; i < l; i++) {
+        if (list[i] === elem) {
+            return i;
+        }
+    }
+    return -1;
+};
+
+/**
+ * Return whether an element is contained in a list
+ */
+var contains = function(list, elem) {
+    return indexOf(list, elem) !== -1;
+};
+
+/**
+ * Provide a default value if a setting is undefined
+ */
+var deflt = function(setting, defaultIfUndefined) {
+    return setting === undefined ? defaultIfUndefined : setting;
+};
+
+// hyphenate and escape adapted from Facebook's React under Apache 2 license
+
+var uppercase = /([A-Z])/g;
+var hyphenate = function(str) {
+    return str.replace(uppercase, "-$1").toLowerCase();
+};
+
+var ESCAPE_LOOKUP = {
+    "&": "&",
+    ">": ">",
+    "<": "<",
+    "\"": """,
+    "'": "'"
+};
+
+var ESCAPE_REGEX = /[&><"']/g;
+
+function escaper(match) {
+    return ESCAPE_LOOKUP[match];
+}
+
+/**
+ * Escapes text to prevent scripting attacks.
+ *
+ * @param {*} text Text value to escape.
+ * @return {string} An escaped string.
+ */
+function escape(text) {
+    return ("" + text).replace(ESCAPE_REGEX, escaper);
+}
+
+/**
+ * A function to set the text content of a DOM element in all supported
+ * browsers. Note that we don't define this if there is no document.
+ */
+var setTextContent;
+if (typeof document !== "undefined") {
+    var testNode = document.createElement("span");
+    if ("textContent" in testNode) {
+        setTextContent = function(node, text) {
+            node.textContent = text;
+        };
+    } else {
+        setTextContent = function(node, text) {
+            node.innerText = text;
+        };
+    }
+}
+
+/**
+ * A function to clear a node.
+ */
+function clearNode(node) {
+    setTextContent(node, "");
+}
+
+module.exports = {
+    contains: contains,
+    deflt: deflt,
+    escape: escape,
+    hyphenate: hyphenate,
+    indexOf: indexOf,
+    setTextContent: setTextContent,
+    clearNode: clearNode
+};
+
+},{}]},{},[1])(1)
+});
\ No newline at end of file
diff --git a/node_modules/katex/dist/katex.min.css b/node_modules/katex/dist/katex.min.css
new file mode 100644
index 0000000..d6fb837
--- /dev/null
+++ b/node_modules/katex/dist/katex.min.css
@@ -0,0 +1 @@
+@font-face{font-family:KaTeX_AMS;src:url(fonts/KaTeX_AMS-Regular.eot);src:url(fonts/KaTeX_AMS-Regular.eot#iefix) format('embedded-opentype'),url(fonts/KaTeX_AMS-Regular.woff2) format('woff2'),url(fonts/KaTeX_AMS-Regular.woff) format('woff'),url(fonts/KaTeX_AMS-Regular.ttf) format('truetype');font-weight:400;font-style:normal}@font-face{font-family:KaTeX_Caligraphic;src:url(fonts/KaTeX_Caligraphic-Bold.eot);src:url(fonts/KaTeX_Caligraphic-Bold.eot#iefix) format('embedded-opentype'),url(fonts/KaTeX_Caligraphic-Bold.woff2) format('woff2'),url(fonts/KaTeX_Caligraphic-Bold.woff) format('woff'),url(fonts/KaTeX_Caligraphic-Bold.ttf) format('truetype');font-weight:700;font-style:normal}@font-face{font-family:KaTeX_Caligraphic;src:url(fonts/KaTeX_Caligraphic-Regular.eot);src:url(fonts/KaTeX_Caligraphic-Regular.eot#iefix) format('embedded-opentype'),url(fonts/KaTeX_Caligraphic-Regular.woff2) format('woff2'),url(fonts/KaTeX_Caligraphic-Regular.woff) 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diff --git a/node_modules/katex/katex.js b/node_modules/katex/katex.js
new file mode 100644
index 0000000..5844f36
--- /dev/null
+++ b/node_modules/katex/katex.js
@@ -0,0 +1,74 @@
+/* eslint no-console:0 */
+/**
+ * This is the main entry point for KaTeX. Here, we expose functions for
+ * rendering expressions either to DOM nodes or to markup strings.
+ *
+ * We also expose the ParseError class to check if errors thrown from KaTeX are
+ * errors in the expression, or errors in javascript handling.
+ */
+
+var ParseError = require("./src/ParseError");
+var Settings = require("./src/Settings");
+
+var buildTree = require("./src/buildTree");
+var parseTree = require("./src/parseTree");
+var utils = require("./src/utils");
+
+/**
+ * Parse and build an expression, and place that expression in the DOM node
+ * given.
+ */
+var render = function(expression, baseNode, options) {
+    utils.clearNode(baseNode);
+
+    var settings = new Settings(options);
+
+    var tree = parseTree(expression, settings);
+    var node = buildTree(tree, expression, settings).toNode();
+
+    baseNode.appendChild(node);
+};
+
+// KaTeX's styles don't work properly in quirks mode. Print out an error, and
+// disable rendering.
+if (typeof document !== "undefined") {
+    if (document.compatMode !== "CSS1Compat") {
+        typeof console !== "undefined" && console.warn(
+            "Warning: KaTeX doesn't work in quirks mode. Make sure your " +
+                "website has a suitable doctype.");
+
+        render = function() {
+            throw new ParseError("KaTeX doesn't work in quirks mode.");
+        };
+    }
+}
+
+/**
+ * Parse and build an expression, and return the markup for that.
+ */
+var renderToString = function(expression, options) {
+    var settings = new Settings(options);
+
+    var tree = parseTree(expression, settings);
+    return buildTree(tree, expression, settings).toMarkup();
+};
+
+/**
+ * Parse an expression and return the parse tree.
+ */
+var generateParseTree = function(expression, options) {
+    var settings = new Settings(options);
+    return parseTree(expression, settings);
+};
+
+module.exports = {
+    render: render,
+    renderToString: renderToString,
+    /**
+     * NOTE: This method is not currently recommended for public use.
+     * The internal tree representation is unstable and is very likely
+     * to change. Use at your own risk.
+     */
+    __parse: generateParseTree,
+    ParseError: ParseError
+};
diff --git a/node_modules/katex/package.json b/node_modules/katex/package.json
new file mode 100644
index 0000000..019aae8
--- /dev/null
+++ b/node_modules/katex/package.json
@@ -0,0 +1,124 @@
+{
+  "_args": [
+    [
+      {
+        "name": "katex",
+        "raw": "katex@0.7.1",
+        "rawSpec": "0.7.1",
+        "scope": null,
+        "spec": "0.7.1",
+        "type": "version"
+      },
+      "D:\\AAA\\gitbook\\data_mining\\node_modules\\gitbook-plugin-katex"
+    ]
+  ],
+  "_from": "katex@0.7.1",
+  "_id": "katex@0.7.1",
+  "_inCache": true,
+  "_installable": true,
+  "_location": "/katex",
+  "_nodeVersion": "7.3.0",
+  "_npmOperationalInternal": {
+    "host": "packages-18-east.internal.npmjs.com",
+    "tmp": "tmp/katex-0.7.1.tgz_1485040762768_0.427634091116488"
+  },
+  "_npmUser": {
+    "email": "Martin.vGagern@gmx.net",
+    "name": "gagern"
+  },
+  "_npmVersion": "3.10.10",
+  "_phantomChildren": {},
+  "_requested": {
+    "name": "katex",
+    "raw": "katex@0.7.1",
+    "rawSpec": "0.7.1",
+    "scope": null,
+    "spec": "0.7.1",
+    "type": "version"
+  },
+  "_requiredBy": [
+    "/gitbook-plugin-katex"
+  ],
+  "_resolved": "https://registry.npmjs.org/katex/-/katex-0.7.1.tgz",
+  "_shasum": "06bb5298efad05e1e7228035ba8e1591f3061b8f",
+  "_shrinkwrap": null,
+  "_spec": "katex@0.7.1",
+  "_where": "D:\\AAA\\gitbook\\data_mining\\node_modules\\gitbook-plugin-katex",
+  "bin": {
+    "katex": "cli.js"
+  },
+  "bugs": {
+    "url": "https://github.com/Khan/KaTeX/issues"
+  },
+  "dependencies": {
+    "match-at": "^0.1.0"
+  },
+  "description": "Fast math typesetting for the web.",
+  "devDependencies": {
+    "browserify": "^10.2.4",
+    "clean-css": "~2.2.15",
+    "eslint": "^1.10.3",
+    "express": "~3.3.3",
+    "glob": "^5.0.15",
+    "jasmine": "^2.3.2",
+    "jasmine-core": "^2.3.4",
+    "js-yaml": "^3.3.1",
+    "jspngopt": "^0.1.0",
+    "less": "~2.7.1",
+    "nomnom": "^1.8.1",
+    "pako": "0.2.7",
+    "selenium-webdriver": "^2.46.1",
+    "sri-toolbox": "^0.2.0",
+    "uglify-js": "~2.4.15"
+  },
+  "directories": {},
+  "dist": {
+    "shasum": "06bb5298efad05e1e7228035ba8e1591f3061b8f",
+    "tarball": "https://registry.npmjs.org/katex/-/katex-0.7.1.tgz"
+  },
+  "files": [
+    "katex.js",
+    "cli.js",
+    "src/",
+    "dist/"
+  ],
+  "gitHead": "216832464034c13ec812a10f2143464b21a978c1",
+  "homepage": "https://github.com/Khan/KaTeX#readme",
+  "license": "MIT",
+  "main": "katex.js",
+  "maintainers": [
+    {
+      "email": "Martin.vGagern@gmx.net",
+      "name": "gagern"
+    },
+    {
+      "email": "kevinb7@gmail.com",
+      "name": "kevinbarabash"
+    },
+    {
+      "email": "opensource+npm@khanacademy.org",
+      "name": "khanacademy"
+    },
+    {
+      "email": "ben@benalpert.com",
+      "name": "spicyj"
+    },
+    {
+      "email": "xymostech@gmail.com",
+      "name": "xymostech"
+    }
+  ],
+  "name": "katex",
+  "optionalDependencies": {},
+  "readme": "ERROR: No README data found!",
+  "repository": {
+    "type": "git",
+    "url": "git://github.com/Khan/KaTeX.git"
+  },
+  "scripts": {
+    "prepublish": "make NIS= dist",
+    "start": "node server.js",
+    "test": "make lint test"
+  },
+  "version": "0.7.1"
+}
diff --git a/node_modules/katex/src/Lexer.js b/node_modules/katex/src/Lexer.js
new file mode 100644
index 0000000..5243bf2
--- /dev/null
+++ b/node_modules/katex/src/Lexer.js
@@ -0,0 +1,109 @@
+/**
+ * The Lexer class handles tokenizing the input in various ways. Since our
+ * parser expects us to be able to backtrack, the lexer allows lexing from any
+ * given starting point.
+ *
+ * Its main exposed function is the `lex` function, which takes a position to
+ * lex from and a type of token to lex. It defers to the appropriate `_innerLex`
+ * function.
+ *
+ * The various `_innerLex` functions perform the actual lexing of different
+ * kinds.
+ */
+
+var matchAt = require("match-at");
+
+var ParseError = require("./ParseError");
+
+// The main lexer class
+function Lexer(input) {
+    this.input = input;
+    this.pos = 0;
+}
+
+/**
+ * The resulting token returned from `lex`.
+ *
+ * It consists of the token text plus some position information.
+ * The position information is essentially a range in an input string,
+ * but instead of referencing the bare input string, we refer to the lexer.
+ * That way it is possible to attach extra metadata to the input string,
+ * like for example a file name or similar.
+ *
+ * The position information (all three parameters) is optional,
+ * so it is OK to construct synthetic tokens if appropriate.
+ * Not providing available position information may lead to
+ * degraded error reporting, though.
+ *
+ * @param {string}  text   the text of this token
+ * @param {number=} start  the start offset, zero-based inclusive
+ * @param {number=} end    the end offset, zero-based exclusive
+ * @param {Lexer=}  lexer  the lexer which in turn holds the input string
+ */
+function Token(text, start, end, lexer) {
+    this.text = text;
+    this.start = start;
+    this.end = end;
+    this.lexer = lexer;
+}
+
+/**
+ * Given a pair of tokens (this and endToken), compute a “Token” encompassing
+ * the whole input range enclosed by these two.
+ *
+ * @param {Token}  endToken  last token of the range, inclusive
+ * @param {string} text      the text of the newly constructed token
+ */
+Token.prototype.range = function(endToken, text) {
+    if (endToken.lexer !== this.lexer) {
+        return new Token(text); // sorry, no position information available
+    }
+    return new Token(text, this.start, endToken.end, this.lexer);
+};
+
+/* The following tokenRegex
+ * - matches typical whitespace (but not NBSP etc.) using its first group
+ * - does not match any control character \x00-\x1f except whitespace
+ * - does not match a bare backslash
+ * - matches any ASCII character except those just mentioned
+ * - does not match the BMP private use area \uE000-\uF8FF
+ * - does not match bare surrogate code units
+ * - matches any BMP character except for those just described
+ * - matches any valid Unicode surrogate pair
+ * - matches a backslash followed by one or more letters
+ * - matches a backslash followed by any BMP character, including newline
+ * Just because the Lexer matches something doesn't mean it's valid input:
+ * If there is no matching function or symbol definition, the Parser will
+ * still reject the input.
+ */
+var tokenRegex = new RegExp(
+    "([ \r\n\t]+)|" +                                 // whitespace
+    "([!-\\[\\]-\u2027\u202A-\uD7FF\uF900-\uFFFF]" +  // single codepoint
+    "|[\uD800-\uDBFF][\uDC00-\uDFFF]" +               // surrogate pair
+    "|\\\\(?:[a-zA-Z]+|[^\uD800-\uDFFF])" +           // function name
+    ")"
+);
+
+/**
+ * This function lexes a single token.
+ */
+Lexer.prototype.lex = function() {
+    var input = this.input;
+    var pos = this.pos;
+    if (pos === input.length) {
+        return new Token("EOF", pos, pos, this);
+    }
+    var match = matchAt(tokenRegex, input, pos);
+    if (match === null) {
+        throw new ParseError(
+            "Unexpected character: '" + input[pos] + "'",
+            new Token(input[pos], pos, pos + 1, this));
+    }
+    var text = match[2] || " ";
+    var start = this.pos;
+    this.pos += match[0].length;
+    var end = this.pos;
+    return new Token(text, start, end, this);
+};
+
+module.exports = Lexer;
diff --git a/node_modules/katex/src/MacroExpander.js b/node_modules/katex/src/MacroExpander.js
new file mode 100644
index 0000000..c8dde4a
--- /dev/null
+++ b/node_modules/katex/src/MacroExpander.js
@@ -0,0 +1,70 @@
+/**
+ * This file contains the “gullet” where macros are expanded
+ * until only non-macro tokens remain.
+ */
+
+var Lexer = require("./Lexer");
+
+function MacroExpander(input, macros) {
+    this.lexer = new Lexer(input);
+    this.macros = macros;
+    this.stack = []; // contains tokens in REVERSE order
+    this.discardedWhiteSpace = [];
+}
+
+/**
+ * Recursively expand first token, then return first non-expandable token.
+ */
+MacroExpander.prototype.nextToken = function() {
+    for (;;) {
+        if (this.stack.length === 0) {
+            this.stack.push(this.lexer.lex());
+        }
+        var topToken = this.stack.pop();
+        var name = topToken.text;
+        if (!(name.charAt(0) === "\\" && this.macros.hasOwnProperty(name))) {
+            return topToken;
+        }
+        var expansion = this.macros[name];
+        if (typeof expansion === "string") {
+            var bodyLexer = new Lexer(expansion);
+            expansion = [];
+            var tok = bodyLexer.lex();
+            while (tok.text !== "EOF") {
+                expansion.push(tok);
+                tok = bodyLexer.lex();
+            }
+            expansion.reverse(); // to fit in with stack using push and pop
+            this.macros[name] = expansion;
+        }
+        this.stack = this.stack.concat(expansion);
+    }
+};
+
+MacroExpander.prototype.get = function(ignoreSpace) {
+    this.discardedWhiteSpace = [];
+    var token = this.nextToken();
+    if (ignoreSpace) {
+        while (token.text === " ") {
+            this.discardedWhiteSpace.push(token);
+            token = this.nextToken();
+        }
+    }
+    return token;
+};
+
+/**
+ * Undo the effect of the preceding call to the get method.
+ * A call to this method MUST be immediately preceded and immediately followed
+ * by a call to get.  Only used during mode switching, i.e. after one token
+ * was got in the old mode but should get got again in a new mode
+ * with possibly different whitespace handling.
+ */
+MacroExpander.prototype.unget = function(token) {
+    this.stack.push(token);
+    while (this.discardedWhiteSpace.length !== 0) {
+        this.stack.push(this.discardedWhiteSpace.pop());
+    }
+};
+
+module.exports = MacroExpander;
diff --git a/node_modules/katex/src/Options.js b/node_modules/katex/src/Options.js
new file mode 100644
index 0000000..7f3e126
--- /dev/null
+++ b/node_modules/katex/src/Options.js
@@ -0,0 +1,189 @@
+/**
+ * This file contains information about the options that the Parser carries
+ * around with it while parsing. Data is held in an `Options` object, and when
+ * recursing, a new `Options` object can be created with the `.with*` and
+ * `.reset` functions.
+ */
+
+/**
+ * This is the main options class. It contains the style, size, color, and font
+ * of the current parse level. It also contains the style and size of the parent
+ * parse level, so size changes can be handled efficiently.
+ *
+ * Each of the `.with*` and `.reset` functions passes its current style and size
+ * as the parentStyle and parentSize of the new options class, so parent
+ * handling is taken care of automatically.
+ */
+function Options(data) {
+    this.style = data.style;
+    this.color = data.color;
+    this.size = data.size;
+    this.phantom = data.phantom;
+    this.font = data.font;
+
+    if (data.parentStyle === undefined) {
+        this.parentStyle = data.style;
+    } else {
+        this.parentStyle = data.parentStyle;
+    }
+
+    if (data.parentSize === undefined) {
+        this.parentSize = data.size;
+    } else {
+        this.parentSize = data.parentSize;
+    }
+}
+
+/**
+ * Returns a new options object with the same properties as "this".  Properties
+ * from "extension" will be copied to the new options object.
+ */
+Options.prototype.extend = function(extension) {
+    var data = {
+        style: this.style,
+        size: this.size,
+        color: this.color,
+        parentStyle: this.style,
+        parentSize: this.size,
+        phantom: this.phantom,
+        font: this.font
+    };
+
+    for (var key in extension) {
+        if (extension.hasOwnProperty(key)) {
+            data[key] = extension[key];
+        }
+    }
+
+    return new Options(data);
+};
+
+/**
+ * Create a new options object with the given style.
+ */
+Options.prototype.withStyle = function(style) {
+    return this.extend({
+        style: style
+    });
+};
+
+/**
+ * Create a new options object with the given size.
+ */
+Options.prototype.withSize = function(size) {
+    return this.extend({
+        size: size
+    });
+};
+
+/**
+ * Create a new options object with the given color.
+ */
+Options.prototype.withColor = function(color) {
+    return this.extend({
+        color: color
+    });
+};
+
+/**
+ * Create a new options object with "phantom" set to true.
+ */
+Options.prototype.withPhantom = function() {
+    return this.extend({
+        phantom: true
+    });
+};
+
+/**
+ * Create a new options objects with the give font.
+ */
+Options.prototype.withFont = function(font) {
+    return this.extend({
+        font: font || this.font
+    });
+};
+
+/**
+ * Create a new options object with the same style, size, and color. This is
+ * used so that parent style and size changes are handled correctly.
+ */
+Options.prototype.reset = function() {
+    return this.extend({});
+};
+
+/**
+ * A map of color names to CSS colors.
+ * TODO(emily): Remove this when we have real macros
+ */
+var colorMap = {
+    "katex-blue": "#6495ed",
+    "katex-orange": "#ffa500",
+    "katex-pink": "#ff00af",
+    "katex-red": "#df0030",
+    "katex-green": "#28ae7b",
+    "katex-gray": "gray",
+    "katex-purple": "#9d38bd",
+    "katex-blueA": "#ccfaff",
+    "katex-blueB": "#80f6ff",
+    "katex-blueC": "#63d9ea",
+    "katex-blueD": "#11accd",
+    "katex-blueE": "#0c7f99",
+    "katex-tealA": "#94fff5",
+    "katex-tealB": "#26edd5",
+    "katex-tealC": "#01d1c1",
+    "katex-tealD": "#01a995",
+    "katex-tealE": "#208170",
+    "katex-greenA": "#b6ffb0",
+    "katex-greenB": "#8af281",
+    "katex-greenC": "#74cf70",
+    "katex-greenD": "#1fab54",
+    "katex-greenE": "#0d923f",
+    "katex-goldA": "#ffd0a9",
+    "katex-goldB": "#ffbb71",
+    "katex-goldC": "#ff9c39",
+    "katex-goldD": "#e07d10",
+    "katex-goldE": "#a75a05",
+    "katex-redA": "#fca9a9",
+    "katex-redB": "#ff8482",
+    "katex-redC": "#f9685d",
+    "katex-redD": "#e84d39",
+    "katex-redE": "#bc2612",
+    "katex-maroonA": "#ffbde0",
+    "katex-maroonB": "#ff92c6",
+    "katex-maroonC": "#ed5fa6",
+    "katex-maroonD": "#ca337c",
+    "katex-maroonE": "#9e034e",
+    "katex-purpleA": "#ddd7ff",
+    "katex-purpleB": "#c6b9fc",
+    "katex-purpleC": "#aa87ff",
+    "katex-purpleD": "#7854ab",
+    "katex-purpleE": "#543b78",
+    "katex-mintA": "#f5f9e8",
+    "katex-mintB": "#edf2df",
+    "katex-mintC": "#e0e5cc",
+    "katex-grayA": "#f6f7f7",
+    "katex-grayB": "#f0f1f2",
+    "katex-grayC": "#e3e5e6",
+    "katex-grayD": "#d6d8da",
+    "katex-grayE": "#babec2",
+    "katex-grayF": "#888d93",
+    "katex-grayG": "#626569",
+    "katex-grayH": "#3b3e40",
+    "katex-grayI": "#21242c",
+    "katex-kaBlue": "#314453",
+    "katex-kaGreen": "#71B307"
+};
+
+/**
+ * Gets the CSS color of the current options object, accounting for the
+ * `colorMap`.
+ */
+Options.prototype.getColor = function() {
+    if (this.phantom) {
+        return "transparent";
+    } else {
+        return colorMap[this.color] || this.color;
+    }
+};
+
+module.exports = Options;
diff --git a/node_modules/katex/src/ParseError.js b/node_modules/katex/src/ParseError.js
new file mode 100644
index 0000000..20bea4a
--- /dev/null
+++ b/node_modules/katex/src/ParseError.js
@@ -0,0 +1,64 @@
+/**
+ * This is the ParseError class, which is the main error thrown by KaTeX
+ * functions when something has gone wrong. This is used to distinguish internal
+ * errors from errors in the expression that the user provided.
+ *
+ * If possible, a caller should provide a Token or ParseNode with information
+ * about where in the source string the problem occurred.
+ *
+ * @param {string} message  The error message
+ * @param {(Token|ParseNode)=} token  An object providing position information
+ */
+function ParseError(message, token) {
+    var error = "KaTeX parse error: " + message;
+    var start;
+    var end;
+
+    if (token && token.lexer && token.start <= token.end) {
+        // If we have the input and a position, make the error a bit fancier
+
+        // Get the input
+        var input = token.lexer.input;
+
+        // Prepend some information
+        start = token.start;
+        end = token.end;
+        if (start === input.length) {
+            error += " at end of input: ";
+        } else {
+            error += " at position " + (start + 1) + ": ";
+        }
+
+        // Underline token in question using combining underscores
+        var underlined = input.slice(start, end).replace(/[^]/g, "$&\u0332");
+
+        // Extract some context from the input and add it to the error
+        var left;
+        if (start > 15) {
+            left = "…" + input.slice(start - 15, start);
+        } else {
+            left = input.slice(0, start);
+        }
+        var right;
+        if (end + 15 < input.length) {
+            right = input.slice(end, end + 15) + "…";
+        } else {
+            right = input.slice(end);
+        }
+        error += left + underlined + right;
+    }
+
+    // Some hackery to make ParseError a prototype of Error
+    // See http://stackoverflow.com/a/8460753
+    var self = new Error(error);
+    self.name = "ParseError";
+    self.__proto__ = ParseError.prototype;
+
+    self.position = start;
+    return self;
+}
+
+// More hackery
+ParseError.prototype.__proto__ = Error.prototype;
+
+module.exports = ParseError;
diff --git a/node_modules/katex/src/Parser.js b/node_modules/katex/src/Parser.js
new file mode 100644
index 0000000..915f3da
--- /dev/null
+++ b/node_modules/katex/src/Parser.js
@@ -0,0 +1,849 @@
+/* eslint no-constant-condition:0 */
+var functions = require("./functions");
+var environments = require("./environments");
+var MacroExpander = require("./MacroExpander");
+var symbols = require("./symbols");
+var utils = require("./utils");
+var cjkRegex = require("./unicodeRegexes").cjkRegex;
+
+var parseData = require("./parseData");
+var ParseError = require("./ParseError");
+
+/**
+ * This file contains the parser used to parse out a TeX expression from the
+ * input. Since TeX isn't context-free, standard parsers don't work particularly
+ * well.
+ *
+ * The strategy of this parser is as such:
+ *
+ * The main functions (the `.parse...` ones) take a position in the current
+ * parse string to parse tokens from. The lexer (found in Lexer.js, stored at
+ * this.lexer) also supports pulling out tokens at arbitrary places. When
+ * individual tokens are needed at a position, the lexer is called to pull out a
+ * token, which is then used.
+ *
+ * The parser has a property called "mode" indicating the mode that
+ * the parser is currently in. Currently it has to be one of "math" or
+ * "text", which denotes whether the current environment is a math-y
+ * one or a text-y one (e.g. inside \text). Currently, this serves to
+ * limit the functions which can be used in text mode.
+ *
+ * The main functions then return an object which contains the useful data that
+ * was parsed at its given point, and a new position at the end of the parsed
+ * data. The main functions can call each other and continue the parsing by
+ * using the returned position as a new starting point.
+ *
+ * There are also extra `.handle...` functions, which pull out some reused
+ * functionality into self-contained functions.
+ *
+ * The earlier functions return ParseNodes.
+ * The later functions (which are called deeper in the parse) sometimes return
+ * ParseFuncOrArgument, which contain a ParseNode as well as some data about
+ * whether the parsed object is a function which is missing some arguments, or a
+ * standalone object which can be used as an argument to another function.
+ */
+
+/**
+ * Main Parser class
+ */
+function Parser(input, settings) {
+    // Create a new macro expander (gullet) and (indirectly via that) also a
+    // new lexer (mouth) for this parser (stomach, in the language of TeX)
+    this.gullet = new MacroExpander(input, settings.macros);
+    // Store the settings for use in parsing
+    this.settings = settings;
+    // Count leftright depth (for \middle errors)
+    this.leftrightDepth = 0;
+}
+
+var ParseNode = parseData.ParseNode;
+
+/**
+ * An initial function (without its arguments), or an argument to a function.
+ * The `result` argument should be a ParseNode.
+ */
+function ParseFuncOrArgument(result, isFunction, token) {
+    this.result = result;
+    // Is this a function (i.e. is it something defined in functions.js)?
+    this.isFunction = isFunction;
+    this.token = token;
+}
+
+/**
+ * Checks a result to make sure it has the right type, and throws an
+ * appropriate error otherwise.
+ *
+ * @param {boolean=} consume whether to consume the expected token,
+ *                           defaults to true
+ */
+Parser.prototype.expect = function(text, consume) {
+    if (this.nextToken.text !== text) {
+        throw new ParseError(
+            "Expected '" + text + "', got '" + this.nextToken.text + "'",
+            this.nextToken
+        );
+    }
+    if (consume !== false) {
+        this.consume();
+    }
+};
+
+/**
+ * Considers the current look ahead token as consumed,
+ * and fetches the one after that as the new look ahead.
+ */
+Parser.prototype.consume = function() {
+    this.nextToken = this.gullet.get(this.mode === "math");
+};
+
+Parser.prototype.switchMode = function(newMode) {
+    this.gullet.unget(this.nextToken);
+    this.mode = newMode;
+    this.consume();
+};
+
+/**
+ * Main parsing function, which parses an entire input.
+ *
+ * @return {?Array.}
+ */
+Parser.prototype.parse = function() {
+    // Try to parse the input
+    this.mode = "math";
+    this.consume();
+    var parse = this.parseInput();
+    return parse;
+};
+
+/**
+ * Parses an entire input tree.
+ */
+Parser.prototype.parseInput = function() {
+    // Parse an expression
+    var expression = this.parseExpression(false);
+    // If we succeeded, make sure there's an EOF at the end
+    this.expect("EOF", false);
+    return expression;
+};
+
+var endOfExpression = ["}", "\\end", "\\right", "&", "\\\\", "\\cr"];
+
+/**
+ * Parses an "expression", which is a list of atoms.
+ *
+ * @param {boolean} breakOnInfix  Should the parsing stop when we hit infix
+ *                  nodes? This happens when functions have higher precendence
+ *                  than infix nodes in implicit parses.
+ *
+ * @param {?string} breakOnTokenText  The text of the token that the expression
+ *                  should end with, or `null` if something else should end the
+ *                  expression.
+ *
+ * @return {ParseNode}
+ */
+Parser.prototype.parseExpression = function(breakOnInfix, breakOnTokenText) {
+    var body = [];
+    // Keep adding atoms to the body until we can't parse any more atoms (either
+    // we reached the end, a }, or a \right)
+    while (true) {
+        var lex = this.nextToken;
+        if (endOfExpression.indexOf(lex.text) !== -1) {
+            break;
+        }
+        if (breakOnTokenText && lex.text === breakOnTokenText) {
+            break;
+        }
+        if (breakOnInfix && functions[lex.text] && functions[lex.text].infix) {
+            break;
+        }
+        var atom = this.parseAtom();
+        if (!atom) {
+            if (!this.settings.throwOnError && lex.text[0] === "\\") {
+                var errorNode = this.handleUnsupportedCmd();
+                body.push(errorNode);
+                continue;
+            }
+
+            break;
+        }
+        body.push(atom);
+    }
+    return this.handleInfixNodes(body);
+};
+
+/**
+ * Rewrites infix operators such as \over with corresponding commands such
+ * as \frac.
+ *
+ * There can only be one infix operator per group.  If there's more than one
+ * then the expression is ambiguous.  This can be resolved by adding {}.
+ *
+ * @returns {Array}
+ */
+Parser.prototype.handleInfixNodes = function(body) {
+    var overIndex = -1;
+    var funcName;
+
+    for (var i = 0; i < body.length; i++) {
+        var node = body[i];
+        if (node.type === "infix") {
+            if (overIndex !== -1) {
+                throw new ParseError(
+                    "only one infix operator per group",
+                    node.value.token);
+            }
+            overIndex = i;
+            funcName = node.value.replaceWith;
+        }
+    }
+
+    if (overIndex !== -1) {
+        var numerNode;
+        var denomNode;
+
+        var numerBody = body.slice(0, overIndex);
+        var denomBody = body.slice(overIndex + 1);
+
+        if (numerBody.length === 1 && numerBody[0].type === "ordgroup") {
+            numerNode = numerBody[0];
+        } else {
+            numerNode = new ParseNode("ordgroup", numerBody, this.mode);
+        }
+
+        if (denomBody.length === 1 && denomBody[0].type === "ordgroup") {
+            denomNode = denomBody[0];
+        } else {
+            denomNode = new ParseNode("ordgroup", denomBody, this.mode);
+        }
+
+        var value = this.callFunction(
+            funcName, [numerNode, denomNode], null);
+        return [new ParseNode(value.type, value, this.mode)];
+    } else {
+        return body;
+    }
+};
+
+// The greediness of a superscript or subscript
+var SUPSUB_GREEDINESS = 1;
+
+/**
+ * Handle a subscript or superscript with nice errors.
+ */
+Parser.prototype.handleSupSubscript = function(name) {
+    var symbolToken = this.nextToken;
+    var symbol = symbolToken.text;
+    this.consume();
+    var group = this.parseGroup();
+
+    if (!group) {
+        if (!this.settings.throwOnError && this.nextToken.text[0] === "\\") {
+            return this.handleUnsupportedCmd();
+        } else {
+            throw new ParseError(
+                "Expected group after '" + symbol + "'",
+                symbolToken
+            );
+        }
+    } else if (group.isFunction) {
+        // ^ and _ have a greediness, so handle interactions with functions'
+        // greediness
+        var funcGreediness = functions[group.result].greediness;
+        if (funcGreediness > SUPSUB_GREEDINESS) {
+            return this.parseFunction(group);
+        } else {
+            throw new ParseError(
+                "Got function '" + group.result + "' with no arguments " +
+                    "as " + name, symbolToken);
+        }
+    } else {
+        return group.result;
+    }
+};
+
+/**
+ * Converts the textual input of an unsupported command into a text node
+ * contained within a color node whose color is determined by errorColor
+ */
+Parser.prototype.handleUnsupportedCmd = function() {
+    var text = this.nextToken.text;
+    var textordArray = [];
+
+    for (var i = 0; i < text.length; i++) {
+        textordArray.push(new ParseNode("textord", text[i], "text"));
+    }
+
+    var textNode = new ParseNode(
+        "text",
+        {
+            body: textordArray,
+            type: "text"
+        },
+        this.mode);
+
+    var colorNode = new ParseNode(
+        "color",
+        {
+            color: this.settings.errorColor,
+            value: [textNode],
+            type: "color"
+        },
+        this.mode);
+
+    this.consume();
+    return colorNode;
+};
+
+/**
+ * Parses a group with optional super/subscripts.
+ *
+ * @return {?ParseNode}
+ */
+Parser.prototype.parseAtom = function() {
+    // The body of an atom is an implicit group, so that things like
+    // \left(x\right)^2 work correctly.
+    var base = this.parseImplicitGroup();
+
+    // In text mode, we don't have superscripts or subscripts
+    if (this.mode === "text") {
+        return base;
+    }
+
+    // Note that base may be empty (i.e. null) at this point.
+
+    var superscript;
+    var subscript;
+    while (true) {
+        // Lex the first token
+        var lex = this.nextToken;
+
+        if (lex.text === "\\limits" || lex.text === "\\nolimits") {
+            // We got a limit control
+            if (!base || base.type !== "op") {
+                throw new ParseError(
+                    "Limit controls must follow a math operator",
+                    lex);
+            } else {
+                var limits = lex.text === "\\limits";
+                base.value.limits = limits;
+                base.value.alwaysHandleSupSub = true;
+            }
+            this.consume();
+        } else if (lex.text === "^") {
+            // We got a superscript start
+            if (superscript) {
+                throw new ParseError("Double superscript", lex);
+            }
+            superscript = this.handleSupSubscript("superscript");
+        } else if (lex.text === "_") {
+            // We got a subscript start
+            if (subscript) {
+                throw new ParseError("Double subscript", lex);
+            }
+            subscript = this.handleSupSubscript("subscript");
+        } else if (lex.text === "'") {
+            // We got a prime
+            var prime = new ParseNode("textord", "\\prime", this.mode);
+
+            // Many primes can be grouped together, so we handle this here
+            var primes = [prime];
+            this.consume();
+            // Keep lexing tokens until we get something that's not a prime
+            while (this.nextToken.text === "'") {
+                // For each one, add another prime to the list
+                primes.push(prime);
+                this.consume();
+            }
+            // Put them into an ordgroup as the superscript
+            superscript = new ParseNode("ordgroup", primes, this.mode);
+        } else {
+            // If it wasn't ^, _, or ', stop parsing super/subscripts
+            break;
+        }
+    }
+
+    if (superscript || subscript) {
+        // If we got either a superscript or subscript, create a supsub
+        return new ParseNode("supsub", {
+            base: base,
+            sup: superscript,
+            sub: subscript
+        }, this.mode);
+    } else {
+        // Otherwise return the original body
+        return base;
+    }
+};
+
+// A list of the size-changing functions, for use in parseImplicitGroup
+var sizeFuncs = [
+    "\\tiny", "\\scriptsize", "\\footnotesize", "\\small", "\\normalsize",
+    "\\large", "\\Large", "\\LARGE", "\\huge", "\\Huge"
+];
+
+// A list of the style-changing functions, for use in parseImplicitGroup
+var styleFuncs = [
+    "\\displaystyle", "\\textstyle", "\\scriptstyle", "\\scriptscriptstyle"
+];
+
+/**
+ * Parses an implicit group, which is a group that starts at the end of a
+ * specified, and ends right before a higher explicit group ends, or at EOL. It
+ * is used for functions that appear to affect the current style, like \Large or
+ * \textrm, where instead of keeping a style we just pretend that there is an
+ * implicit grouping after it until the end of the group. E.g.
+ *   small text {\Large large text} small text again
+ * It is also used for \left and \right to get the correct grouping.
+ *
+ * @return {?ParseNode}
+ */
+Parser.prototype.parseImplicitGroup = function() {
+    var start = this.parseSymbol();
+
+    if (start == null) {
+        // If we didn't get anything we handle, fall back to parseFunction
+        return this.parseFunction();
+    }
+
+    var func = start.result;
+    var body;
+
+    if (func === "\\left") {
+        // If we see a left:
+        // Parse the entire left function (including the delimiter)
+        var left = this.parseFunction(start);
+        // Parse out the implicit body
+        ++this.leftrightDepth;
+        body = this.parseExpression(false);
+        --this.leftrightDepth;
+        // Check the next token
+        this.expect("\\right", false);
+        var right = this.parseFunction();
+        return new ParseNode("leftright", {
+            body: body,
+            left: left.value.value,
+            right: right.value.value
+        }, this.mode);
+    } else if (func === "\\begin") {
+        // begin...end is similar to left...right
+        var begin = this.parseFunction(start);
+        var envName = begin.value.name;
+        if (!environments.hasOwnProperty(envName)) {
+            throw new ParseError(
+                "No such environment: " + envName, begin.value.nameGroup);
+        }
+        // Build the environment object. Arguments and other information will
+        // be made available to the begin and end methods using properties.
+        var env = environments[envName];
+        var args = this.parseArguments("\\begin{" + envName + "}", env);
+        var context = {
+            mode: this.mode,
+            envName: envName,
+            parser: this,
+            positions: args.pop()
+        };
+        var result = env.handler(context, args);
+        this.expect("\\end", false);
+        var endNameToken = this.nextToken;
+        var end = this.parseFunction();
+        if (end.value.name !== envName) {
+            throw new ParseError(
+                "Mismatch: \\begin{" + envName + "} matched " +
+                "by \\end{" + end.value.name + "}",
+                endNameToken);
+        }
+        result.position = end.position;
+        return result;
+    } else if (utils.contains(sizeFuncs, func)) {
+        // If we see a sizing function, parse out the implict body
+        body = this.parseExpression(false);
+        return new ParseNode("sizing", {
+            // Figure out what size to use based on the list of functions above
+            size: "size" + (utils.indexOf(sizeFuncs, func) + 1),
+            value: body
+        }, this.mode);
+    } else if (utils.contains(styleFuncs, func)) {
+        // If we see a styling function, parse out the implict body
+        body = this.parseExpression(true);
+        return new ParseNode("styling", {
+            // Figure out what style to use by pulling out the style from
+            // the function name
+            style: func.slice(1, func.length - 5),
+            value: body
+        }, this.mode);
+    } else {
+        // Defer to parseFunction if it's not a function we handle
+        return this.parseFunction(start);
+    }
+};
+
+/**
+ * Parses an entire function, including its base and all of its arguments.
+ * The base might either have been parsed already, in which case
+ * it is provided as an argument, or it's the next group in the input.
+ *
+ * @param {ParseFuncOrArgument=} baseGroup optional as described above
+ * @return {?ParseNode}
+ */
+Parser.prototype.parseFunction = function(baseGroup) {
+    if (!baseGroup) {
+        baseGroup = this.parseGroup();
+    }
+
+    if (baseGroup) {
+        if (baseGroup.isFunction) {
+            var func = baseGroup.result;
+            var funcData = functions[func];
+            if (this.mode === "text" && !funcData.allowedInText) {
+                throw new ParseError(
+                    "Can't use function '" + func + "' in text mode",
+                    baseGroup.token);
+            }
+
+            var args = this.parseArguments(func, funcData);
+            var token = baseGroup.token;
+            var result = this.callFunction(func, args, args.pop(), token);
+            return new ParseNode(result.type, result, this.mode);
+        } else {
+            return baseGroup.result;
+        }
+    } else {
+        return null;
+    }
+};
+
+/**
+ * Call a function handler with a suitable context and arguments.
+ */
+Parser.prototype.callFunction = function(name, args, positions, token) {
+    var context = {
+        funcName: name,
+        parser: this,
+        positions: positions,
+        token: token
+    };
+    return functions[name].handler(context, args);
+};
+
+/**
+ * Parses the arguments of a function or environment
+ *
+ * @param {string} func  "\name" or "\begin{name}"
+ * @param {{numArgs:number,numOptionalArgs:number|undefined}} funcData
+ * @return the array of arguments, with the list of positions as last element
+ */
+Parser.prototype.parseArguments = function(func, funcData) {
+    var totalArgs = funcData.numArgs + funcData.numOptionalArgs;
+    if (totalArgs === 0) {
+        return [[this.pos]];
+    }
+
+    var baseGreediness = funcData.greediness;
+    var positions = [this.pos];
+    var args = [];
+
+    for (var i = 0; i < totalArgs; i++) {
+        var nextToken = this.nextToken;
+        var argType = funcData.argTypes && funcData.argTypes[i];
+        var arg;
+        if (i < funcData.numOptionalArgs) {
+            if (argType) {
+                arg = this.parseGroupOfType(argType, true);
+            } else {
+                arg = this.parseGroup(true);
+            }
+            if (!arg) {
+                args.push(null);
+                positions.push(this.pos);
+                continue;
+            }
+        } else {
+            if (argType) {
+                arg = this.parseGroupOfType(argType);
+            } else {
+                arg = this.parseGroup();
+            }
+            if (!arg) {
+                if (!this.settings.throwOnError &&
+                    this.nextToken.text[0] === "\\") {
+                    arg = new ParseFuncOrArgument(
+                        this.handleUnsupportedCmd(this.nextToken.text),
+                        false);
+                } else {
+                    throw new ParseError(
+                        "Expected group after '" + func + "'", nextToken);
+                }
+            }
+        }
+        var argNode;
+        if (arg.isFunction) {
+            var argGreediness =
+                functions[arg.result].greediness;
+            if (argGreediness > baseGreediness) {
+                argNode = this.parseFunction(arg);
+            } else {
+                throw new ParseError(
+                    "Got function '" + arg.result + "' as " +
+                    "argument to '" + func + "'", nextToken);
+            }
+        } else {
+            argNode = arg.result;
+        }
+        args.push(argNode);
+        positions.push(this.pos);
+    }
+
+    args.push(positions);
+
+    return args;
+};
+
+
+/**
+ * Parses a group when the mode is changing.
+ *
+ * @return {?ParseFuncOrArgument}
+ */
+Parser.prototype.parseGroupOfType = function(innerMode, optional) {
+    var outerMode = this.mode;
+    // Handle `original` argTypes
+    if (innerMode === "original") {
+        innerMode = outerMode;
+    }
+
+    if (innerMode === "color") {
+        return this.parseColorGroup(optional);
+    }
+    if (innerMode === "size") {
+        return this.parseSizeGroup(optional);
+    }
+
+    this.switchMode(innerMode);
+    if (innerMode === "text") {
+        // text mode is special because it should ignore the whitespace before
+        // it
+        while (this.nextToken.text === " ") {
+            this.consume();
+        }
+    }
+    // By the time we get here, innerMode is one of "text" or "math".
+    // We switch the mode of the parser, recurse, then restore the old mode.
+    var res = this.parseGroup(optional);
+    this.switchMode(outerMode);
+    return res;
+};
+
+/**
+ * Parses a group, essentially returning the string formed by the
+ * brace-enclosed tokens plus some position information.
+ *
+ * @param {string} modeName  Used to describe the mode in error messages
+ * @param {boolean=} optional  Whether the group is optional or required
+ */
+Parser.prototype.parseStringGroup = function(modeName, optional) {
+    if (optional && this.nextToken.text !== "[") {
+        return null;
+    }
+    var outerMode = this.mode;
+    this.mode = "text";
+    this.expect(optional ? "[" : "{");
+    var str = "";
+    var firstToken = this.nextToken;
+    var lastToken = firstToken;
+    while (this.nextToken.text !== (optional ? "]" : "}")) {
+        if (this.nextToken.text === "EOF") {
+            throw new ParseError(
+                "Unexpected end of input in " + modeName,
+                firstToken.range(this.nextToken, str));
+        }
+        lastToken = this.nextToken;
+        str += lastToken.text;
+        this.consume();
+    }
+    this.mode = outerMode;
+    this.expect(optional ? "]" : "}");
+    return firstToken.range(lastToken, str);
+};
+
+/**
+ * Parses a regex-delimited group: the largest sequence of tokens
+ * whose concatenated strings match `regex`. Returns the string
+ * formed by the tokens plus some position information.
+ *
+ * @param {RegExp} regex
+ * @param {string} modeName  Used to describe the mode in error messages
+ */
+Parser.prototype.parseRegexGroup = function(regex, modeName) {
+    var outerMode = this.mode;
+    this.mode = "text";
+    var firstToken = this.nextToken;
+    var lastToken = firstToken;
+    var str = "";
+    while (this.nextToken.text !== "EOF"
+           && regex.test(str + this.nextToken.text)) {
+        lastToken = this.nextToken;
+        str += lastToken.text;
+        this.consume();
+    }
+    if (str === "") {
+        throw new ParseError(
+            "Invalid " + modeName + ": '" + firstToken.text + "'",
+            firstToken);
+    }
+    this.mode = outerMode;
+    return firstToken.range(lastToken, str);
+};
+
+/**
+ * Parses a color description.
+ */
+Parser.prototype.parseColorGroup = function(optional) {
+    var res = this.parseStringGroup("color", optional);
+    if (!res) {
+        return null;
+    }
+    var match = (/^(#[a-z0-9]+|[a-z]+)$/i).exec(res.text);
+    if (!match) {
+        throw new ParseError("Invalid color: '" + res.text + "'", res);
+    }
+    return new ParseFuncOrArgument(
+        new ParseNode("color", match[0], this.mode),
+        false);
+};
+
+/**
+ * Parses a size specification, consisting of magnitude and unit.
+ */
+Parser.prototype.parseSizeGroup = function(optional) {
+    var res;
+    if (!optional && this.nextToken.text !== "{") {
+        res = this.parseRegexGroup(
+            /^[-+]? *(?:$|\d+|\d+\.\d*|\.\d*) *[a-z]{0,2}$/, "size");
+    } else {
+        res = this.parseStringGroup("size", optional);
+    }
+    if (!res) {
+        return null;
+    }
+    var match = (/([-+]?) *(\d+(?:\.\d*)?|\.\d+) *([a-z]{2})/).exec(res.text);
+    if (!match) {
+        throw new ParseError("Invalid size: '" + res.text + "'", res);
+    }
+    var data = {
+        number: +(match[1] + match[2]), // sign + magnitude, cast to number
+        unit: match[3]
+    };
+    if (data.unit !== "em" && data.unit !== "ex" && data.unit !== "mu") {
+        throw new ParseError("Invalid unit: '" + data.unit + "'", res);
+    }
+    return new ParseFuncOrArgument(
+        new ParseNode("color", data, this.mode),
+        false);
+};
+
+/**
+ * If the argument is false or absent, this parses an ordinary group,
+ * which is either a single nucleus (like "x") or an expression
+ * in braces (like "{x+y}").
+ * If the argument is true, it parses either a bracket-delimited expression
+ * (like "[x+y]") or returns null to indicate the absence of a
+ * bracket-enclosed group.
+ *
+ * @param {boolean=} optional  Whether the group is optional or required
+ * @return {?ParseFuncOrArgument}
+ */
+Parser.prototype.parseGroup = function(optional) {
+    var firstToken = this.nextToken;
+    // Try to parse an open brace
+    if (this.nextToken.text === (optional ? "[" : "{")) {
+        // If we get a brace, parse an expression
+        this.consume();
+        var expression = this.parseExpression(false, optional ? "]" : null);
+        var lastToken = this.nextToken;
+        // Make sure we get a close brace
+        this.expect(optional ? "]" : "}");
+        if (this.mode === "text") {
+            this.formLigatures(expression);
+        }
+        return new ParseFuncOrArgument(
+            new ParseNode("ordgroup", expression, this.mode,
+                          firstToken, lastToken),
+            false);
+    } else {
+        // Otherwise, just return a nucleus, or nothing for an optional group
+        return optional ? null : this.parseSymbol();
+    }
+};
+
+/**
+ * Form ligature-like combinations of characters for text mode.
+ * This includes inputs like "--", "---", "``" and "''".
+ * The result will simply replace multiple textord nodes with a single
+ * character in each value by a single textord node having multiple
+ * characters in its value.  The representation is still ASCII source.
+ *
+ * @param {Array.} group  the nodes of this group,
+ *                                   list will be moified in place
+ */
+Parser.prototype.formLigatures = function(group) {
+    var i;
+    var n = group.length - 1;
+    for (i = 0; i < n; ++i) {
+        var a = group[i];
+        var v = a.value;
+        if (v === "-" && group[i + 1].value === "-") {
+            if (i + 1 < n && group[i + 2].value === "-") {
+                group.splice(i, 3, new ParseNode(
+                    "textord", "---", "text", a, group[i + 2]));
+                n -= 2;
+            } else {
+                group.splice(i, 2, new ParseNode(
+                    "textord", "--", "text", a, group[i + 1]));
+                n -= 1;
+            }
+        }
+        if ((v === "'" || v === "`") && group[i + 1].value === v) {
+            group.splice(i, 2, new ParseNode(
+                "textord", v + v, "text", a, group[i + 1]));
+            n -= 1;
+        }
+    }
+};
+
+/**
+ * Parse a single symbol out of the string. Here, we handle both the functions
+ * we have defined, as well as the single character symbols
+ *
+ * @return {?ParseFuncOrArgument}
+ */
+Parser.prototype.parseSymbol = function() {
+    var nucleus = this.nextToken;
+
+    if (functions[nucleus.text]) {
+        this.consume();
+        // If there exists a function with this name, we return the function and
+        // say that it is a function.
+        return new ParseFuncOrArgument(
+            nucleus.text,
+            true, nucleus);
+    } else if (symbols[this.mode][nucleus.text]) {
+        this.consume();
+        // Otherwise if this is a no-argument function, find the type it
+        // corresponds to in the symbols map
+        return new ParseFuncOrArgument(
+            new ParseNode(symbols[this.mode][nucleus.text].group,
+                          nucleus.text, this.mode, nucleus),
+            false, nucleus);
+    } else if (this.mode === "text" && cjkRegex.test(nucleus.text)) {
+        this.consume();
+        return new ParseFuncOrArgument(
+            new ParseNode("textord", nucleus.text, this.mode, nucleus),
+            false, nucleus);
+    } else {
+        return null;
+    }
+};
+
+Parser.prototype.ParseNode = ParseNode;
+
+module.exports = Parser;
diff --git a/node_modules/katex/src/Settings.js b/node_modules/katex/src/Settings.js
new file mode 100644
index 0000000..b6b9659
--- /dev/null
+++ b/node_modules/katex/src/Settings.js
@@ -0,0 +1,29 @@
+/**
+ * This is a module for storing settings passed into KaTeX. It correctly handles
+ * default settings.
+ */
+
+/**
+ * Helper function for getting a default value if the value is undefined
+ */
+function get(option, defaultValue) {
+    return option === undefined ? defaultValue : option;
+}
+
+/**
+ * The main Settings object
+ *
+ * The current options stored are:
+ *  - displayMode: Whether the expression should be typeset by default in
+ *                 textstyle or displaystyle (default false)
+ */
+function Settings(options) {
+    // allow null options
+    options = options || {};
+    this.displayMode = get(options.displayMode, false);
+    this.throwOnError = get(options.throwOnError, true);
+    this.errorColor = get(options.errorColor, "#cc0000");
+    this.macros = options.macros || {};
+}
+
+module.exports = Settings;
diff --git a/node_modules/katex/src/Style.js b/node_modules/katex/src/Style.js
new file mode 100644
index 0000000..f690c3e
--- /dev/null
+++ b/node_modules/katex/src/Style.js
@@ -0,0 +1,149 @@
+/**
+ * This file contains information and classes for the various kinds of styles
+ * used in TeX. It provides a generic `Style` class, which holds information
+ * about a specific style. It then provides instances of all the different kinds
+ * of styles possible, and provides functions to move between them and get
+ * information about them.
+ */
+
+var sigmas = require("./fontMetrics.js").sigmas;
+
+var metrics = [{}, {}, {}];
+var i;
+for (var key in sigmas) {
+    if (sigmas.hasOwnProperty(key)) {
+        for (i = 0; i < 3; i++) {
+            metrics[i][key] = sigmas[key][i];
+        }
+    }
+}
+for (i = 0; i < 3; i++) {
+    metrics[i].emPerEx = sigmas.xHeight[i] / sigmas.quad[i];
+}
+
+/**
+ * The main style class. Contains a unique id for the style, a size (which is
+ * the same for cramped and uncramped version of a style), a cramped flag, and a
+ * size multiplier, which gives the size difference between a style and
+ * textstyle.
+ */
+function Style(id, size, multiplier, cramped) {
+    this.id = id;
+    this.size = size;
+    this.cramped = cramped;
+    this.sizeMultiplier = multiplier;
+    this.metrics = metrics[size > 0 ? size - 1 : 0];
+}
+
+/**
+ * Get the style of a superscript given a base in the current style.
+ */
+Style.prototype.sup = function() {
+    return styles[sup[this.id]];
+};
+
+/**
+ * Get the style of a subscript given a base in the current style.
+ */
+Style.prototype.sub = function() {
+    return styles[sub[this.id]];
+};
+
+/**
+ * Get the style of a fraction numerator given the fraction in the current
+ * style.
+ */
+Style.prototype.fracNum = function() {
+    return styles[fracNum[this.id]];
+};
+
+/**
+ * Get the style of a fraction denominator given the fraction in the current
+ * style.
+ */
+Style.prototype.fracDen = function() {
+    return styles[fracDen[this.id]];
+};
+
+/**
+ * Get the cramped version of a style (in particular, cramping a cramped style
+ * doesn't change the style).
+ */
+Style.prototype.cramp = function() {
+    return styles[cramp[this.id]];
+};
+
+/**
+ * HTML class name, like "displaystyle cramped"
+ */
+Style.prototype.cls = function() {
+    return sizeNames[this.size] + (this.cramped ? " cramped" : " uncramped");
+};
+
+/**
+ * HTML Reset class name, like "reset-textstyle"
+ */
+Style.prototype.reset = function() {
+    return resetNames[this.size];
+};
+
+/**
+ * Return if this style is tightly spaced (scriptstyle/scriptscriptstyle)
+ */
+Style.prototype.isTight = function() {
+    return this.size >= 2;
+};
+
+// IDs of the different styles
+var D = 0;
+var Dc = 1;
+var T = 2;
+var Tc = 3;
+var S = 4;
+var Sc = 5;
+var SS = 6;
+var SSc = 7;
+
+// String names for the different sizes
+var sizeNames = [
+    "displaystyle textstyle",
+    "textstyle",
+    "scriptstyle",
+    "scriptscriptstyle"
+];
+
+// Reset names for the different sizes
+var resetNames = [
+    "reset-textstyle",
+    "reset-textstyle",
+    "reset-scriptstyle",
+    "reset-scriptscriptstyle"
+];
+
+// Instances of the different styles
+var styles = [
+    new Style(D, 0, 1.0, false),
+    new Style(Dc, 0, 1.0, true),
+    new Style(T, 1, 1.0, false),
+    new Style(Tc, 1, 1.0, true),
+    new Style(S, 2, 0.7, false),
+    new Style(Sc, 2, 0.7, true),
+    new Style(SS, 3, 0.5, false),
+    new Style(SSc, 3, 0.5, true)
+];
+
+// Lookup tables for switching from one style to another
+var sup = [S, Sc, S, Sc, SS, SSc, SS, SSc];
+var sub = [Sc, Sc, Sc, Sc, SSc, SSc, SSc, SSc];
+var fracNum = [T, Tc, S, Sc, SS, SSc, SS, SSc];
+var fracDen = [Tc, Tc, Sc, Sc, SSc, SSc, SSc, SSc];
+var cramp = [Dc, Dc, Tc, Tc, Sc, Sc, SSc, SSc];
+
+// We only export some of the styles. Also, we don't export the `Style` class so
+// no more styles can be generated.
+module.exports = {
+    DISPLAY: styles[D],
+    TEXT: styles[T],
+    SCRIPT: styles[S],
+    SCRIPTSCRIPT: styles[SS]
+};
diff --git a/node_modules/katex/src/buildCommon.js b/node_modules/katex/src/buildCommon.js
new file mode 100644
index 0000000..223e12e
--- /dev/null
+++ b/node_modules/katex/src/buildCommon.js
@@ -0,0 +1,480 @@
+/* eslint no-console:0 */
+/**
+ * This module contains general functions that can be used for building
+ * different kinds of domTree nodes in a consistent manner.
+ */
+
+var domTree = require("./domTree");
+var fontMetrics = require("./fontMetrics");
+var symbols = require("./symbols");
+var utils = require("./utils");
+
+var greekCapitals = [
+    "\\Gamma",
+    "\\Delta",
+    "\\Theta",
+    "\\Lambda",
+    "\\Xi",
+    "\\Pi",
+    "\\Sigma",
+    "\\Upsilon",
+    "\\Phi",
+    "\\Psi",
+    "\\Omega"
+];
+
+// The following have to be loaded from Main-Italic font, using class mainit
+var mainitLetters = [
+    "\u0131",   // dotless i, \imath
+    "\u0237",   // dotless j, \jmath
+    "\u00a3"   // \pounds
+];
+
+/**
+ * Makes a symbolNode after translation via the list of symbols in symbols.js.
+ * Correctly pulls out metrics for the character, and optionally takes a list of
+ * classes to be attached to the node.
+ *
+ * TODO: make argument order closer to makeSpan
+ * TODO: add a separate argument for math class (e.g. `mop`, `mbin`), which
+ * should if present come first in `classes`.
+ */
+var makeSymbol = function(value, fontFamily, mode, options, classes) {
+    // Replace the value with its replaced value from symbol.js
+    if (symbols[mode][value] && symbols[mode][value].replace) {
+        value = symbols[mode][value].replace;
+    }
+
+    var metrics = fontMetrics.getCharacterMetrics(value, fontFamily);
+
+    var symbolNode;
+    if (metrics) {
+        var italic = metrics.italic;
+        if (mode === "text") {
+            italic = 0;
+        }
+        symbolNode = new domTree.symbolNode(
+            value, metrics.height, metrics.depth, italic, metrics.skew,
+            classes);
+    } else {
+        // TODO(emily): Figure out a good way to only print this in development
+        typeof console !== "undefined" && console.warn(
+            "No character metrics for '" + value + "' in style '" +
+                fontFamily + "'");
+        symbolNode = new domTree.symbolNode(value, 0, 0, 0, 0, classes);
+    }
+
+    if (options) {
+        if (options.style.isTight()) {
+            symbolNode.classes.push("mtight");
+        }
+        if (options.getColor()) {
+            symbolNode.style.color = options.getColor();
+        }
+    }
+
+    return symbolNode;
+};
+
+/**
+ * Makes a symbol in Main-Regular or AMS-Regular.
+ * Used for rel, bin, open, close, inner, and punct.
+ */
+var mathsym = function(value, mode, options, classes) {
+    // Decide what font to render the symbol in by its entry in the symbols
+    // table.
+    // Have a special case for when the value = \ because the \ is used as a
+    // textord in unsupported command errors but cannot be parsed as a regular
+    // text ordinal and is therefore not present as a symbol in the symbols
+    // table for text
+    if (value === "\\" || symbols[mode][value].font === "main") {
+        return makeSymbol(value, "Main-Regular", mode, options, classes);
+    } else {
+        return makeSymbol(
+            value, "AMS-Regular", mode, options, classes.concat(["amsrm"]));
+    }
+};
+
+/**
+ * Makes a symbol in the default font for mathords and textords.
+ */
+var mathDefault = function(value, mode, options, classes, type) {
+    if (type === "mathord") {
+        return mathit(value, mode, options, classes);
+    } else if (type === "textord") {
+        return makeSymbol(
+            value, "Main-Regular", mode, options, classes.concat(["mathrm"]));
+    } else {
+        throw new Error("unexpected type: " + type + " in mathDefault");
+    }
+};
+
+/**
+ * Makes a symbol in the italic math font.
+ */
+var mathit = function(value, mode, options, classes) {
+    if (/[0-9]/.test(value.charAt(0)) ||
+            // glyphs for \imath and \jmath do not exist in Math-Italic so we
+            // need to use Main-Italic instead
+            utils.contains(mainitLetters, value) ||
+            utils.contains(greekCapitals, value)) {
+        return makeSymbol(
+            value, "Main-Italic", mode, options, classes.concat(["mainit"]));
+    } else {
+        return makeSymbol(
+            value, "Math-Italic", mode, options, classes.concat(["mathit"]));
+    }
+};
+
+/**
+ * Makes either a mathord or textord in the correct font and color.
+ */
+var makeOrd = function(group, options, type) {
+    var mode = group.mode;
+    var value = group.value;
+    if (symbols[mode][value] && symbols[mode][value].replace) {
+        value = symbols[mode][value].replace;
+    }
+
+    var classes = ["mord"];
+
+    var font = options.font;
+    if (font) {
+        if (font === "mathit" || utils.contains(mainitLetters, value)) {
+            return mathit(value, mode, options, classes);
+        } else {
+            var fontName = fontMap[font].fontName;
+            if (fontMetrics.getCharacterMetrics(value, fontName)) {
+                return makeSymbol(
+                    value, fontName, mode, options, classes.concat([font]));
+            } else {
+                return mathDefault(value, mode, options, classes, type);
+            }
+        }
+    } else {
+        return mathDefault(value, mode, options, classes, type);
+    }
+};
+
+/**
+ * Calculate the height, depth, and maxFontSize of an element based on its
+ * children.
+ */
+var sizeElementFromChildren = function(elem) {
+    var height = 0;
+    var depth = 0;
+    var maxFontSize = 0;
+
+    if (elem.children) {
+        for (var i = 0; i < elem.children.length; i++) {
+            if (elem.children[i].height > height) {
+                height = elem.children[i].height;
+            }
+            if (elem.children[i].depth > depth) {
+                depth = elem.children[i].depth;
+            }
+            if (elem.children[i].maxFontSize > maxFontSize) {
+                maxFontSize = elem.children[i].maxFontSize;
+            }
+        }
+    }
+
+    elem.height = height;
+    elem.depth = depth;
+    elem.maxFontSize = maxFontSize;
+};
+
+/**
+ * Makes a span with the given list of classes, list of children, and options.
+ *
+ * TODO: Ensure that `options` is always provided (currently some call sites
+ * don't pass it).
+ * TODO: add a separate argument for math class (e.g. `mop`, `mbin`), which
+ * should if present come first in `classes`.
+ */
+var makeSpan = function(classes, children, options) {
+    var span = new domTree.span(classes, children, options);
+
+    sizeElementFromChildren(span);
+
+    return span;
+};
+
+/**
+ * Prepends the given children to the given span, updating height, depth, and
+ * maxFontSize.
+ */
+var prependChildren = function(span, children) {
+    span.children = children.concat(span.children);
+
+    sizeElementFromChildren(span);
+};
+
+/**
+ * Makes a document fragment with the given list of children.
+ */
+var makeFragment = function(children) {
+    var fragment = new domTree.documentFragment(children);
+
+    sizeElementFromChildren(fragment);
+
+    return fragment;
+};
+
+/**
+ * Makes an element placed in each of the vlist elements to ensure that each
+ * element has the same max font size. To do this, we create a zero-width space
+ * with the correct font size.
+ */
+var makeFontSizer = function(options, fontSize) {
+    var fontSizeInner = makeSpan([], [new domTree.symbolNode("\u200b")]);
+    fontSizeInner.style.fontSize =
+        (fontSize / options.style.sizeMultiplier) + "em";
+
+    var fontSizer = makeSpan(
+        ["fontsize-ensurer", "reset-" + options.size, "size5"],
+        [fontSizeInner]);
+
+    return fontSizer;
+};
+
+/**
+ * Makes a vertical list by stacking elements and kerns on top of each other.
+ * Allows for many different ways of specifying the positioning method.
+ *
+ * Arguments:
+ *  - children: A list of child or kern nodes to be stacked on top of each other
+ *              (i.e. the first element will be at the bottom, and the last at
+ *              the top). Element nodes are specified as
+ *                {type: "elem", elem: node}
+ *              while kern nodes are specified as
+ *                {type: "kern", size: size}
+ *  - positionType: The method by which the vlist should be positioned. Valid
+ *                  values are:
+ *                   - "individualShift": The children list only contains elem
+ *                                        nodes, and each node contains an extra
+ *                                        "shift" value of how much it should be
+ *                                        shifted (note that shifting is always
+ *                                        moving downwards). positionData is
+ *                                        ignored.
+ *                   - "top": The positionData specifies the topmost point of
+ *                            the vlist (note this is expected to be a height,
+ *                            so positive values move up)
+ *                   - "bottom": The positionData specifies the bottommost point
+ *                               of the vlist (note this is expected to be a
+ *                               depth, so positive values move down
+ *                   - "shift": The vlist will be positioned such that its
+ *                              baseline is positionData away from the baseline
+ *                              of the first child. Positive values move
+ *                              downwards.
+ *                   - "firstBaseline": The vlist will be positioned such that
+ *                                      its baseline is aligned with the
+ *                                      baseline of the first child.
+ *                                      positionData is ignored. (this is
+ *                                      equivalent to "shift" with
+ *                                      positionData=0)
+ *  - positionData: Data used in different ways depending on positionType
+ *  - options: An Options object
+ *
+ */
+var makeVList = function(children, positionType, positionData, options) {
+    var depth;
+    var currPos;
+    var i;
+    if (positionType === "individualShift") {
+        var oldChildren = children;
+        children = [oldChildren[0]];
+
+        // Add in kerns to the list of children to get each element to be
+        // shifted to the correct specified shift
+        depth = -oldChildren[0].shift - oldChildren[0].elem.depth;
+        currPos = depth;
+        for (i = 1; i < oldChildren.length; i++) {
+            var diff = -oldChildren[i].shift - currPos -
+                oldChildren[i].elem.depth;
+            var size = diff -
+                (oldChildren[i - 1].elem.height +
+                 oldChildren[i - 1].elem.depth);
+
+            currPos = currPos + diff;
+
+            children.push({type: "kern", size: size});
+            children.push(oldChildren[i]);
+        }
+    } else if (positionType === "top") {
+        // We always start at the bottom, so calculate the bottom by adding up
+        // all the sizes
+        var bottom = positionData;
+        for (i = 0; i < children.length; i++) {
+            if (children[i].type === "kern") {
+                bottom -= children[i].size;
+            } else {
+                bottom -= children[i].elem.height + children[i].elem.depth;
+            }
+        }
+        depth = bottom;
+    } else if (positionType === "bottom") {
+        depth = -positionData;
+    } else if (positionType === "shift") {
+        depth = -children[0].elem.depth - positionData;
+    } else if (positionType === "firstBaseline") {
+        depth = -children[0].elem.depth;
+    } else {
+        depth = 0;
+    }
+
+    // Make the fontSizer
+    var maxFontSize = 0;
+    for (i = 0; i < children.length; i++) {
+        if (children[i].type === "elem") {
+            maxFontSize = Math.max(maxFontSize, children[i].elem.maxFontSize);
+        }
+    }
+    var fontSizer = makeFontSizer(options, maxFontSize);
+
+    // Create a new list of actual children at the correct offsets
+    var realChildren = [];
+    currPos = depth;
+    for (i = 0; i < children.length; i++) {
+        if (children[i].type === "kern") {
+            currPos += children[i].size;
+        } else {
+            var child = children[i].elem;
+
+            var shift = -child.depth - currPos;
+            currPos += child.height + child.depth;
+
+            var childWrap = makeSpan([], [fontSizer, child]);
+            childWrap.height -= shift;
+            childWrap.depth += shift;
+            childWrap.style.top = shift + "em";
+
+            realChildren.push(childWrap);
+        }
+    }
+
+    // Add in an element at the end with no offset to fix the calculation of
+    // baselines in some browsers (namely IE, sometimes safari)
+    var baselineFix = makeSpan(
+        ["baseline-fix"], [fontSizer, new domTree.symbolNode("\u200b")]);
+    realChildren.push(baselineFix);
+
+    var vlist = makeSpan(["vlist"], realChildren);
+    // Fix the final height and depth, in case there were kerns at the ends
+    // since the makeSpan calculation won't take that in to account.
+    vlist.height = Math.max(currPos, vlist.height);
+    vlist.depth = Math.max(-depth, vlist.depth);
+    return vlist;
+};
+
+// A table of size -> font size for the different sizing functions
+var sizingMultiplier = {
+    size1: 0.5,
+    size2: 0.7,
+    size3: 0.8,
+    size4: 0.9,
+    size5: 1.0,
+    size6: 1.2,
+    size7: 1.44,
+    size8: 1.73,
+    size9: 2.07,
+    size10: 2.49
+};
+
+// A map of spacing functions to their attributes, like size and corresponding
+// CSS class
+var spacingFunctions = {
+    "\\qquad": {
+        size: "2em",
+        className: "qquad"
+    },
+    "\\quad": {
+        size: "1em",
+        className: "quad"
+    },
+    "\\enspace": {
+        size: "0.5em",
+        className: "enspace"
+    },
+    "\\;": {
+        size: "0.277778em",
+        className: "thickspace"
+    },
+    "\\:": {
+        size: "0.22222em",
+        className: "mediumspace"
+    },
+    "\\,": {
+        size: "0.16667em",
+        className: "thinspace"
+    },
+    "\\!": {
+        size: "-0.16667em",
+        className: "negativethinspace"
+    }
+};
+
+/**
+ * Maps TeX font commands to objects containing:
+ * - variant: string used for "mathvariant" attribute in buildMathML.js
+ * - fontName: the "style" parameter to fontMetrics.getCharacterMetrics
+ */
+// A map between tex font commands an MathML mathvariant attribute values
+var fontMap = {
+    // styles
+    "mathbf": {
+        variant: "bold",
+        fontName: "Main-Bold"
+    },
+    "mathrm": {
+        variant: "normal",
+        fontName: "Main-Regular"
+    },
+    "textit": {
+        variant: "italic",
+        fontName: "Main-Italic"
+    },
+
+    // "mathit" is missing because it requires the use of two fonts: Main-Italic
+    // and Math-Italic.  This is handled by a special case in makeOrd which ends
+    // up calling mathit.
+
+    // families
+    "mathbb": {
+        variant: "double-struck",
+        fontName: "AMS-Regular"
+    },
+    "mathcal": {
+        variant: "script",
+        fontName: "Caligraphic-Regular"
+    },
+    "mathfrak": {
+        variant: "fraktur",
+        fontName: "Fraktur-Regular"
+    },
+    "mathscr": {
+        variant: "script",
+        fontName: "Script-Regular"
+    },
+    "mathsf": {
+        variant: "sans-serif",
+        fontName: "SansSerif-Regular"
+    },
+    "mathtt": {
+        variant: "monospace",
+        fontName: "Typewriter-Regular"
+    }
+};
+
+module.exports = {
+    fontMap: fontMap,
+    makeSymbol: makeSymbol,
+    mathsym: mathsym,
+    makeSpan: makeSpan,
+    makeFragment: makeFragment,
+    makeVList: makeVList,
+    makeOrd: makeOrd,
+    prependChildren: prependChildren,
+    sizingMultiplier: sizingMultiplier,
+    spacingFunctions: spacingFunctions
+};
diff --git a/node_modules/katex/src/buildHTML.js b/node_modules/katex/src/buildHTML.js
new file mode 100644
index 0000000..0f3bc0f
--- /dev/null
+++ b/node_modules/katex/src/buildHTML.js
@@ -0,0 +1,1569 @@
+/* eslint no-console:0 */
+/**
+ * This file does the main work of building a domTree structure from a parse
+ * tree. The entry point is the `buildHTML` function, which takes a parse tree.
+ * Then, the buildExpression, buildGroup, and various groupTypes functions are
+ * called, to produce a final HTML tree.
+ */
+
+var ParseError = require("./ParseError");
+var Style = require("./Style");
+
+var buildCommon = require("./buildCommon");
+var delimiter = require("./delimiter");
+var domTree = require("./domTree");
+var fontMetrics = require("./fontMetrics");
+var utils = require("./utils");
+
+var makeSpan = buildCommon.makeSpan;
+
+var isSpace = function(node) {
+    return node instanceof domTree.span && node.classes[0] === "mspace";
+};
+
+// Binary atoms (first class `mbin`) change into ordinary atoms (`mord`)
+// depending on their surroundings. See TeXbook pg. 442-446, Rules 5 and 6,
+// and the text before Rule 19.
+
+var isBin = function(node) {
+    return node && node.classes[0] === "mbin";
+};
+
+var isBinLeftCanceller = function(node, isRealGroup) {
+    // TODO: This code assumes that a node's math class is the first element
+    // of its `classes` array. A later cleanup should ensure this, for
+    // instance by changing the signature of `makeSpan`.
+    if (node) {
+        return utils.contains(["mbin", "mopen", "mrel", "mop", "mpunct"],
+                              node.classes[0]);
+    } else {
+        return isRealGroup;
+    }
+};
+
+var isBinRightCanceller = function(node, isRealGroup) {
+    if (node) {
+        return utils.contains(["mrel", "mclose", "mpunct"], node.classes[0]);
+    } else {
+        return isRealGroup;
+    }
+};
+
+/**
+ * Take a list of nodes, build them in order, and return a list of the built
+ * nodes. documentFragments are flattened into their contents, so the
+ * returned list contains no fragments. `isRealGroup` is true if `expression`
+ * is a real group (no atoms will be added on either side), as opposed to
+ * a partial group (e.g. one created by \color).
+ */
+var buildExpression = function(expression, options, isRealGroup) {
+    // Parse expressions into `groups`.
+    var groups = [];
+    for (var i = 0; i < expression.length; i++) {
+        var group = expression[i];
+        var output = buildGroup(group, options);
+        if (output instanceof domTree.documentFragment) {
+            Array.prototype.push.apply(groups, output.children);
+        } else {
+            groups.push(output);
+        }
+    }
+    // At this point `groups` consists entirely of `symbolNode`s and `span`s.
+
+    // Explicit spaces (e.g., \;, \,) should be ignored with respect to atom
+    // spacing (e.g., "add thick space between mord and mrel"). Since CSS
+    // adjacency rules implement atom spacing, spaces should be invisible to
+    // CSS. So we splice them out of `groups` and into the atoms themselves.
+    var spaces = null;
+    for (i = 0; i < groups.length; i++) {
+        if (isSpace(groups[i])) {
+            spaces = spaces || [];
+            spaces.push(groups[i]);
+            groups.splice(i, 1);
+            i--;
+        } else if (spaces) {
+            if (groups[i] instanceof domTree.symbolNode) {
+                groups[i] = makeSpan([].concat(groups[i].classes), [groups[i]]);
+            }
+            buildCommon.prependChildren(groups[i], spaces);
+            spaces = null;
+        }
+    }
+    if (spaces) {
+        Array.prototype.push.apply(groups, spaces);
+    }
+
+    // Binary operators change to ordinary symbols in some contexts.
+    for (i = 0; i < groups.length; i++) {
+        if (isBin(groups[i])
+            && (isBinLeftCanceller(groups[i - 1], isRealGroup)
+                || isBinRightCanceller(groups[i + 1], isRealGroup))) {
+            groups[i].classes[0] = "mord";
+        }
+    }
+
+    return groups;
+};
+
+// Return math atom class (mclass) of a domTree.
+var getTypeOfDomTree = function(node) {
+    if (node instanceof domTree.documentFragment) {
+        if (node.children.length) {
+            return getTypeOfDomTree(
+                node.children[node.children.length - 1]);
+        }
+    } else {
+        if (utils.contains(["mord", "mop", "mbin", "mrel", "mopen", "mclose",
+            "mpunct", "minner"], node.classes[0])) {
+            return node.classes[0];
+        }
+    }
+    return null;
+};
+
+/**
+ * Sometimes, groups perform special rules when they have superscripts or
+ * subscripts attached to them. This function lets the `supsub` group know that
+ * its inner element should handle the superscripts and subscripts instead of
+ * handling them itself.
+ */
+var shouldHandleSupSub = function(group, options) {
+    if (!group) {
+        return false;
+    } else if (group.type === "op") {
+        // Operators handle supsubs differently when they have limits
+        // (e.g. `\displaystyle\sum_2^3`)
+        return group.value.limits &&
+            (options.style.size === Style.DISPLAY.size ||
+            group.value.alwaysHandleSupSub);
+    } else if (group.type === "accent") {
+        return isCharacterBox(group.value.base);
+    } else {
+        return null;
+    }
+};
+
+/**
+ * Sometimes we want to pull out the innermost element of a group. In most
+ * cases, this will just be the group itself, but when ordgroups and colors have
+ * a single element, we want to pull that out.
+ */
+var getBaseElem = function(group) {
+    if (!group) {
+        return false;
+    } else if (group.type === "ordgroup") {
+        if (group.value.length === 1) {
+            return getBaseElem(group.value[0]);
+        } else {
+            return group;
+        }
+    } else if (group.type === "color") {
+        if (group.value.value.length === 1) {
+            return getBaseElem(group.value.value[0]);
+        } else {
+            return group;
+        }
+    } else if (group.type === "font") {
+        return getBaseElem(group.value.body);
+    } else {
+        return group;
+    }
+};
+
+/**
+ * TeXbook algorithms often reference "character boxes", which are simply groups
+ * with a single character in them. To decide if something is a character box,
+ * we find its innermost group, and see if it is a single character.
+ */
+var isCharacterBox = function(group) {
+    var baseElem = getBaseElem(group);
+
+    // These are all they types of groups which hold single characters
+    return baseElem.type === "mathord" ||
+        baseElem.type === "textord" ||
+        baseElem.type === "bin" ||
+        baseElem.type === "rel" ||
+        baseElem.type === "inner" ||
+        baseElem.type === "open" ||
+        baseElem.type === "close" ||
+        baseElem.type === "punct";
+};
+
+var makeNullDelimiter = function(options, classes) {
+    return makeSpan(classes.concat([
+        "sizing", "reset-" + options.size, "size5",
+        options.style.reset(), Style.TEXT.cls(),
+        "nulldelimiter"]));
+};
+
+/**
+ * This is a map of group types to the function used to handle that type.
+ * Simpler types come at the beginning, while complicated types come afterwards.
+ */
+var groupTypes = {};
+
+groupTypes.mathord = function(group, options) {
+    return buildCommon.makeOrd(group, options, "mathord");
+};
+
+groupTypes.textord = function(group, options) {
+    return buildCommon.makeOrd(group, options, "textord");
+};
+
+groupTypes.bin = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mbin"]);
+};
+
+groupTypes.rel = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mrel"]);
+};
+
+groupTypes.open = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mopen"]);
+};
+
+groupTypes.close = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mclose"]);
+};
+
+groupTypes.inner = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["minner"]);
+};
+
+groupTypes.punct = function(group, options) {
+    return buildCommon.mathsym(
+        group.value, group.mode, options, ["mpunct"]);
+};
+
+groupTypes.ordgroup = function(group, options) {
+    return makeSpan(
+        ["mord", options.style.cls()],
+        buildExpression(group.value, options.reset(), true),
+        options
+    );
+};
+
+groupTypes.text = function(group, options) {
+    var newOptions = options.withFont(group.value.style);
+    var inner = buildExpression(group.value.body, newOptions, true);
+    for (var i = 0; i < inner.length - 1; i++) {
+        if (inner[i].tryCombine(inner[i + 1])) {
+            inner.splice(i + 1, 1);
+            i--;
+        }
+    }
+    return makeSpan(["mord", "text", newOptions.style.cls()],
+        inner, newOptions);
+};
+
+groupTypes.color = function(group, options) {
+    var elements = buildExpression(
+        group.value.value,
+        options.withColor(group.value.color),
+        false
+    );
+
+    // \color isn't supposed to affect the type of the elements it contains.
+    // To accomplish this, we wrap the results in a fragment, so the inner
+    // elements will be able to directly interact with their neighbors. For
+    // example, `\color{red}{2 +} 3` has the same spacing as `2 + 3`
+    return new buildCommon.makeFragment(elements);
+};
+
+groupTypes.supsub = function(group, options) {
+    // Superscript and subscripts are handled in the TeXbook on page
+    // 445-446, rules 18(a-f).
+
+    // Here is where we defer to the inner group if it should handle
+    // superscripts and subscripts itself.
+    if (shouldHandleSupSub(group.value.base, options)) {
+        return groupTypes[group.value.base.type](group, options);
+    }
+
+    var base = buildGroup(group.value.base, options.reset());
+    var supmid;
+    var submid;
+    var sup;
+    var sub;
+
+    var style = options.style;
+    var newOptions;
+
+    if (group.value.sup) {
+        newOptions = options.withStyle(style.sup());
+        sup = buildGroup(group.value.sup, newOptions);
+        supmid = makeSpan([style.reset(), style.sup().cls()],
+            [sup], newOptions);
+    }
+
+    if (group.value.sub) {
+        newOptions = options.withStyle(style.sub());
+        sub = buildGroup(group.value.sub, newOptions);
+        submid = makeSpan([style.reset(), style.sub().cls()],
+            [sub], newOptions);
+    }
+
+    // Rule 18a
+    var supShift;
+    var subShift;
+    if (isCharacterBox(group.value.base)) {
+        supShift = 0;
+        subShift = 0;
+    } else {
+        supShift = base.height - style.metrics.supDrop;
+        subShift = base.depth + style.metrics.subDrop;
+    }
+
+    // Rule 18c
+    var minSupShift;
+    if (style === Style.DISPLAY) {
+        minSupShift = style.metrics.sup1;
+    } else if (style.cramped) {
+        minSupShift = style.metrics.sup3;
+    } else {
+        minSupShift = style.metrics.sup2;
+    }
+
+    // scriptspace is a font-size-independent size, so scale it
+    // appropriately
+    var multiplier = Style.TEXT.sizeMultiplier *
+            style.sizeMultiplier;
+    var scriptspace =
+        (0.5 / fontMetrics.metrics.ptPerEm) / multiplier + "em";
+
+    var supsub;
+    if (!group.value.sup) {
+        // Rule 18b
+        subShift = Math.max(
+            subShift, style.metrics.sub1,
+            sub.height - 0.8 * style.metrics.xHeight);
+
+        supsub = buildCommon.makeVList([
+            {type: "elem", elem: submid}
+        ], "shift", subShift, options);
+
+        supsub.children[0].style.marginRight = scriptspace;
+
+        // Subscripts shouldn't be shifted by the base's italic correction.
+        // Account for that by shifting the subscript back the appropriate
+        // amount. Note we only do this when the base is a single symbol.
+        if (base instanceof domTree.symbolNode) {
+            supsub.children[0].style.marginLeft = -base.italic + "em";
+        }
+    } else if (!group.value.sub) {
+        // Rule 18c, d
+        supShift = Math.max(supShift, minSupShift,
+            sup.depth + 0.25 * style.metrics.xHeight);
+
+        supsub = buildCommon.makeVList([
+            {type: "elem", elem: supmid}
+        ], "shift", -supShift, options);
+
+        supsub.children[0].style.marginRight = scriptspace;
+    } else {
+        supShift = Math.max(
+            supShift, minSupShift, sup.depth + 0.25 * style.metrics.xHeight);
+        subShift = Math.max(subShift, style.metrics.sub2);
+
+        var ruleWidth = fontMetrics.metrics.defaultRuleThickness;
+
+        // Rule 18e
+        if ((supShift - sup.depth) - (sub.height - subShift) <
+                4 * ruleWidth) {
+            subShift = 4 * ruleWidth - (supShift - sup.depth) + sub.height;
+            var psi = 0.8 * style.metrics.xHeight - (supShift - sup.depth);
+            if (psi > 0) {
+                supShift += psi;
+                subShift -= psi;
+            }
+        }
+
+        supsub = buildCommon.makeVList([
+            {type: "elem", elem: submid, shift: subShift},
+            {type: "elem", elem: supmid, shift: -supShift}
+        ], "individualShift", null, options);
+
+        // See comment above about subscripts not being shifted
+        if (base instanceof domTree.symbolNode) {
+            supsub.children[0].style.marginLeft = -base.italic + "em";
+        }
+
+        supsub.children[0].style.marginRight = scriptspace;
+        supsub.children[1].style.marginRight = scriptspace;
+    }
+
+    // We ensure to wrap the supsub vlist in a span.msupsub to reset text-align
+    var mclass = getTypeOfDomTree(base) || "mord";
+    return makeSpan([mclass],
+        [base, makeSpan(["msupsub"], [supsub])],
+        options);
+};
+
+groupTypes.genfrac = function(group, options) {
+    // Fractions are handled in the TeXbook on pages 444-445, rules 15(a-e).
+    // Figure out what style this fraction should be in based on the
+    // function used
+    var style = options.style;
+    if (group.value.size === "display") {
+        style = Style.DISPLAY;
+    } else if (group.value.size === "text") {
+        style = Style.TEXT;
+    }
+
+    var nstyle = style.fracNum();
+    var dstyle = style.fracDen();
+    var newOptions;
+
+    newOptions = options.withStyle(nstyle);
+    var numer = buildGroup(group.value.numer, newOptions);
+    var numerreset = makeSpan([style.reset(), nstyle.cls()],
+        [numer], newOptions);
+
+    newOptions = options.withStyle(dstyle);
+    var denom = buildGroup(group.value.denom, newOptions);
+    var denomreset = makeSpan([style.reset(), dstyle.cls()],
+        [denom], newOptions);
+
+    var ruleWidth;
+    if (group.value.hasBarLine) {
+        ruleWidth = fontMetrics.metrics.defaultRuleThickness /
+            options.style.sizeMultiplier;
+    } else {
+        ruleWidth = 0;
+    }
+
+    // Rule 15b
+    var numShift;
+    var clearance;
+    var denomShift;
+    if (style.size === Style.DISPLAY.size) {
+        numShift = style.metrics.num1;
+        if (ruleWidth > 0) {
+            clearance = 3 * ruleWidth;
+        } else {
+            clearance = 7 * fontMetrics.metrics.defaultRuleThickness;
+        }
+        denomShift = style.metrics.denom1;
+    } else {
+        if (ruleWidth > 0) {
+            numShift = style.metrics.num2;
+            clearance = ruleWidth;
+        } else {
+            numShift = style.metrics.num3;
+            clearance = 3 * fontMetrics.metrics.defaultRuleThickness;
+        }
+        denomShift = style.metrics.denom2;
+    }
+
+    var frac;
+    if (ruleWidth === 0) {
+        // Rule 15c
+        var candidateClearance =
+            (numShift - numer.depth) - (denom.height - denomShift);
+        if (candidateClearance < clearance) {
+            numShift += 0.5 * (clearance - candidateClearance);
+            denomShift += 0.5 * (clearance - candidateClearance);
+        }
+
+        frac = buildCommon.makeVList([
+            {type: "elem", elem: denomreset, shift: denomShift},
+            {type: "elem", elem: numerreset, shift: -numShift}
+        ], "individualShift", null, options);
+    } else {
+        // Rule 15d
+        var axisHeight = style.metrics.axisHeight;
+
+        if ((numShift - numer.depth) - (axisHeight + 0.5 * ruleWidth) <
+                clearance) {
+            numShift +=
+                clearance - ((numShift - numer.depth) -
+                             (axisHeight + 0.5 * ruleWidth));
+        }
+
+        if ((axisHeight - 0.5 * ruleWidth) - (denom.height - denomShift) <
+                clearance) {
+            denomShift +=
+                clearance - ((axisHeight - 0.5 * ruleWidth) -
+                             (denom.height - denomShift));
+        }
+
+        var mid = makeSpan(
+            [options.style.reset(), Style.TEXT.cls(), "frac-line"]);
+        // Manually set the height of the line because its height is
+        // created in CSS
+        mid.height = ruleWidth;
+
+        var midShift = -(axisHeight - 0.5 * ruleWidth);
+
+        frac = buildCommon.makeVList([
+            {type: "elem", elem: denomreset, shift: denomShift},
+            {type: "elem", elem: mid,        shift: midShift},
+            {type: "elem", elem: numerreset, shift: -numShift}
+        ], "individualShift", null, options);
+    }
+
+    // Since we manually change the style sometimes (with \dfrac or \tfrac),
+    // account for the possible size change here.
+    frac.height *= style.sizeMultiplier / options.style.sizeMultiplier;
+    frac.depth *= style.sizeMultiplier / options.style.sizeMultiplier;
+
+    // Rule 15e
+    var delimSize;
+    if (style.size === Style.DISPLAY.size) {
+        delimSize = style.metrics.delim1;
+    } else {
+        delimSize = style.metrics.delim2;
+    }
+
+    var leftDelim;
+    var rightDelim;
+    if (group.value.leftDelim == null) {
+        leftDelim = makeNullDelimiter(options, ["mopen"]);
+    } else {
+        leftDelim = delimiter.customSizedDelim(
+            group.value.leftDelim, delimSize, true,
+            options.withStyle(style), group.mode, ["mopen"]);
+    }
+    if (group.value.rightDelim == null) {
+        rightDelim = makeNullDelimiter(options, ["mclose"]);
+    } else {
+        rightDelim = delimiter.customSizedDelim(
+            group.value.rightDelim, delimSize, true,
+            options.withStyle(style), group.mode, ["mclose"]);
+    }
+
+    return makeSpan(
+        ["mord", options.style.reset(), style.cls()],
+        [leftDelim, makeSpan(["mfrac"], [frac]), rightDelim],
+        options);
+};
+
+var calculateSize = function(sizeValue, style) {
+    var x = sizeValue.number;
+    if (sizeValue.unit === "ex") {
+        x *= style.metrics.emPerEx;
+    } else if (sizeValue.unit === "mu") {
+        x /= 18;
+    }
+    return x;
+};
+
+groupTypes.array = function(group, options) {
+    var r;
+    var c;
+    var nr = group.value.body.length;
+    var nc = 0;
+    var body = new Array(nr);
+
+    var style = options.style;
+
+    // Horizontal spacing
+    var pt = 1 / fontMetrics.metrics.ptPerEm;
+    var arraycolsep = 5 * pt; // \arraycolsep in article.cls
+
+    // Vertical spacing
+    var baselineskip = 12 * pt; // see size10.clo
+    // Default \arraystretch from lttab.dtx
+    // TODO(gagern): may get redefined once we have user-defined macros
+    var arraystretch = utils.deflt(group.value.arraystretch, 1);
+    var arrayskip = arraystretch * baselineskip;
+    var arstrutHeight = 0.7 * arrayskip; // \strutbox in ltfsstrc.dtx and
+    var arstrutDepth = 0.3 * arrayskip;  // \@arstrutbox in lttab.dtx
+
+    var totalHeight = 0;
+    for (r = 0; r < group.value.body.length; ++r) {
+        var inrow = group.value.body[r];
+        var height = arstrutHeight; // \@array adds an \@arstrut
+        var depth = arstrutDepth;   // to each tow (via the template)
+
+        if (nc < inrow.length) {
+            nc = inrow.length;
+        }
+
+        var outrow = new Array(inrow.length);
+        for (c = 0; c < inrow.length; ++c) {
+            var elt = buildGroup(inrow[c], options);
+            if (depth < elt.depth) {
+                depth = elt.depth;
+            }
+            if (height < elt.height) {
+                height = elt.height;
+            }
+            outrow[c] = elt;
+        }
+
+        var gap = 0;
+        if (group.value.rowGaps[r]) {
+            gap = calculateSize(group.value.rowGaps[r].value, style);
+            if (gap > 0) { // \@argarraycr
+                gap += arstrutDepth;
+                if (depth < gap) {
+                    depth = gap; // \@xargarraycr
+                }
+                gap = 0;
+            }
+        }
+
+        outrow.height = height;
+        outrow.depth = depth;
+        totalHeight += height;
+        outrow.pos = totalHeight;
+        totalHeight += depth + gap; // \@yargarraycr
+        body[r] = outrow;
+    }
+
+    var offset = totalHeight / 2 + style.metrics.axisHeight;
+    var colDescriptions = group.value.cols || [];
+    var cols = [];
+    var colSep;
+    var colDescrNum;
+    for (c = 0, colDescrNum = 0;
+         // Continue while either there are more columns or more column
+         // descriptions, so trailing separators don't get lost.
+         c < nc || colDescrNum < colDescriptions.length;
+         ++c, ++colDescrNum) {
+
+        var colDescr = colDescriptions[colDescrNum] || {};
+
+        var firstSeparator = true;
+        while (colDescr.type === "separator") {
+            // If there is more than one separator in a row, add a space
+            // between them.
+            if (!firstSeparator) {
+                colSep = makeSpan(["arraycolsep"], []);
+                colSep.style.width =
+                    fontMetrics.metrics.doubleRuleSep + "em";
+                cols.push(colSep);
+            }
+
+            if (colDescr.separator === "|") {
+                var separator = makeSpan(
+                    ["vertical-separator"],
+                    []);
+                separator.style.height = totalHeight + "em";
+                separator.style.verticalAlign =
+                    -(totalHeight - offset) + "em";
+
+                cols.push(separator);
+            } else {
+                throw new ParseError(
+                    "Invalid separator type: " + colDescr.separator);
+            }
+
+            colDescrNum++;
+            colDescr = colDescriptions[colDescrNum] || {};
+            firstSeparator = false;
+        }
+
+        if (c >= nc) {
+            continue;
+        }
+
+        var sepwidth;
+        if (c > 0 || group.value.hskipBeforeAndAfter) {
+            sepwidth = utils.deflt(colDescr.pregap, arraycolsep);
+            if (sepwidth !== 0) {
+                colSep = makeSpan(["arraycolsep"], []);
+                colSep.style.width = sepwidth + "em";
+                cols.push(colSep);
+            }
+        }
+
+        var col = [];
+        for (r = 0; r < nr; ++r) {
+            var row = body[r];
+            var elem = row[c];
+            if (!elem) {
+                continue;
+            }
+            var shift = row.pos - offset;
+            elem.depth = row.depth;
+            elem.height = row.height;
+            col.push({type: "elem", elem: elem, shift: shift});
+        }
+
+        col = buildCommon.makeVList(col, "individualShift", null, options);
+        col = makeSpan(
+            ["col-align-" + (colDescr.align || "c")],
+            [col]);
+        cols.push(col);
+
+        if (c < nc - 1 || group.value.hskipBeforeAndAfter) {
+            sepwidth = utils.deflt(colDescr.postgap, arraycolsep);
+            if (sepwidth !== 0) {
+                colSep = makeSpan(["arraycolsep"], []);
+                colSep.style.width = sepwidth + "em";
+                cols.push(colSep);
+            }
+        }
+    }
+    body = makeSpan(["mtable"], cols);
+    return makeSpan(["mord"], [body], options);
+};
+
+groupTypes.spacing = function(group, options) {
+    if (group.value === "\\ " || group.value === "\\space" ||
+        group.value === " " || group.value === "~") {
+        // Spaces are generated by adding an actual space. Each of these
+        // things has an entry in the symbols table, so these will be turned
+        // into appropriate outputs.
+        if (group.mode === "text") {
+            return buildCommon.makeOrd(group, options, "textord");
+        } else {
+            return makeSpan(["mspace"],
+                [buildCommon.mathsym(group.value, group.mode, options)],
+                options);
+        }
+    } else {
+        // Other kinds of spaces are of arbitrary width. We use CSS to
+        // generate these.
+        return makeSpan(
+            ["mspace",
+                buildCommon.spacingFunctions[group.value].className],
+            [], options);
+    }
+};
+
+groupTypes.llap = function(group, options) {
+    var inner = makeSpan(
+        ["inner"], [buildGroup(group.value.body, options.reset())]);
+    var fix = makeSpan(["fix"], []);
+    return makeSpan(
+        ["mord", "llap", options.style.cls()], [inner, fix], options);
+};
+
+groupTypes.rlap = function(group, options) {
+    var inner = makeSpan(
+        ["inner"], [buildGroup(group.value.body, options.reset())]);
+    var fix = makeSpan(["fix"], []);
+    return makeSpan(
+        ["mord", "rlap", options.style.cls()], [inner, fix], options);
+};
+
+groupTypes.op = function(group, options) {
+    // Operators are handled in the TeXbook pg. 443-444, rule 13(a).
+    var supGroup;
+    var subGroup;
+    var hasLimits = false;
+    if (group.type === "supsub") {
+        // If we have limits, supsub will pass us its group to handle. Pull
+        // out the superscript and subscript and set the group to the op in
+        // its base.
+        supGroup = group.value.sup;
+        subGroup = group.value.sub;
+        group = group.value.base;
+        hasLimits = true;
+    }
+
+    var style = options.style;
+
+    // Most operators have a large successor symbol, but these don't.
+    var noSuccessor = [
+        "\\smallint"
+    ];
+
+    var large = false;
+    if (style.size === Style.DISPLAY.size &&
+        group.value.symbol &&
+        !utils.contains(noSuccessor, group.value.body)) {
+
+        // Most symbol operators get larger in displaystyle (rule 13)
+        large = true;
+    }
+
+    var base;
+    var baseShift = 0;
+    var slant = 0;
+    if (group.value.symbol) {
+        // If this is a symbol, create the symbol.
+        var fontName = large ? "Size2-Regular" : "Size1-Regular";
+        base = buildCommon.makeSymbol(
+            group.value.body, fontName, "math", options,
+            ["mop", "op-symbol", large ? "large-op" : "small-op"]);
+
+        // Shift the symbol so its center lies on the axis (rule 13). It
+        // appears that our fonts have the centers of the symbols already
+        // almost on the axis, so these numbers are very small. Note we
+        // don't actually apply this here, but instead it is used either in
+        // the vlist creation or separately when there are no limits.
+        baseShift = (base.height - base.depth) / 2 -
+            style.metrics.axisHeight * style.sizeMultiplier;
+
+        // The slant of the symbol is just its italic correction.
+        slant = base.italic;
+    } else if (group.value.value) {
+        // If this is a list, compose that list.
+        var inner = buildExpression(group.value.value, options, true);
+
+        base = makeSpan(["mop"], inner, options);
+    } else {
+        // Otherwise, this is a text operator. Build the text from the
+        // operator's name.
+        // TODO(emily): Add a space in the middle of some of these
+        // operators, like \limsup
+        var output = [];
+        for (var i = 1; i < group.value.body.length; i++) {
+            output.push(buildCommon.mathsym(group.value.body[i], group.mode));
+        }
+        base = makeSpan(["mop"], output, options);
+    }
+
+    if (hasLimits) {
+        // IE 8 clips \int if it is in a display: inline-block. We wrap it
+        // in a new span so it is an inline, and works.
+        base = makeSpan([], [base]);
+
+        var supmid;
+        var supKern;
+        var submid;
+        var subKern;
+        var newOptions;
+        // We manually have to handle the superscripts and subscripts. This,
+        // aside from the kern calculations, is copied from supsub.
+        if (supGroup) {
+            newOptions = options.withStyle(style.sup());
+            var sup = buildGroup(supGroup, newOptions);
+            supmid = makeSpan([style.reset(), style.sup().cls()],
+                [sup], newOptions);
+
+            supKern = Math.max(
+                fontMetrics.metrics.bigOpSpacing1,
+                fontMetrics.metrics.bigOpSpacing3 - sup.depth);
+        }
+
+        if (subGroup) {
+            newOptions = options.withStyle(style.sub());
+            var sub = buildGroup(subGroup, newOptions);
+            submid = makeSpan([style.reset(), style.sub().cls()],
+                [sub], newOptions);
+
+            subKern = Math.max(
+                fontMetrics.metrics.bigOpSpacing2,
+                fontMetrics.metrics.bigOpSpacing4 - sub.height);
+        }
+
+        // Build the final group as a vlist of the possible subscript, base,
+        // and possible superscript.
+        var finalGroup;
+        var top;
+        var bottom;
+        if (!supGroup) {
+            top = base.height - baseShift;
+
+            finalGroup = buildCommon.makeVList([
+                {type: "kern", size: fontMetrics.metrics.bigOpSpacing5},
+                {type: "elem", elem: submid},
+                {type: "kern", size: subKern},
+                {type: "elem", elem: base}
+            ], "top", top, options);
+
+            // Here, we shift the limits by the slant of the symbol. Note
+            // that we are supposed to shift the limits by 1/2 of the slant,
+            // but since we are centering the limits adding a full slant of
+            // margin will shift by 1/2 that.
+            finalGroup.children[0].style.marginLeft = -slant + "em";
+        } else if (!subGroup) {
+            bottom = base.depth + baseShift;
+
+            finalGroup = buildCommon.makeVList([
+                {type: "elem", elem: base},
+                {type: "kern", size: supKern},
+                {type: "elem", elem: supmid},
+                {type: "kern", size: fontMetrics.metrics.bigOpSpacing5}
+            ], "bottom", bottom, options);
+
+            // See comment above about slants
+            finalGroup.children[1].style.marginLeft = slant + "em";
+        } else if (!supGroup && !subGroup) {
+            // This case probably shouldn't occur (this would mean the
+            // supsub was sending us a group with no superscript or
+            // subscript) but be safe.
+            return base;
+        } else {
+            bottom = fontMetrics.metrics.bigOpSpacing5 +
+                submid.height + submid.depth +
+                subKern +
+                base.depth + baseShift;
+
+            finalGroup = buildCommon.makeVList([
+                {type: "kern", size: fontMetrics.metrics.bigOpSpacing5},
+                {type: "elem", elem: submid},
+                {type: "kern", size: subKern},
+                {type: "elem", elem: base},
+                {type: "kern", size: supKern},
+                {type: "elem", elem: supmid},
+                {type: "kern", size: fontMetrics.metrics.bigOpSpacing5}
+            ], "bottom", bottom, options);
+
+            // See comment above about slants
+            finalGroup.children[0].style.marginLeft = -slant + "em";
+            finalGroup.children[2].style.marginLeft = slant + "em";
+        }
+
+        return makeSpan(["mop", "op-limits"], [finalGroup], options);
+    } else {
+        if (group.value.symbol) {
+            base.style.top = baseShift + "em";
+        }
+
+        return base;
+    }
+};
+
+groupTypes.mod = function(group, options) {
+    var inner = [];
+
+    if (group.value.modType === "bmod") {
+        // “\nonscript\mskip-\medmuskip\mkern5mu”
+        if (!options.style.isTight()) {
+            inner.push(makeSpan(
+                ["mspace", "negativemediumspace"], [], options));
+        }
+        inner.push(makeSpan(["mspace", "thickspace"], [], options));
+    } else if (options.style.size === Style.DISPLAY.size) {
+        inner.push(makeSpan(["mspace", "quad"], [], options));
+    } else if (group.value.modType === "mod") {
+        inner.push(makeSpan(["mspace", "twelvemuspace"], [], options));
+    } else {
+        inner.push(makeSpan(["mspace", "eightmuspace"], [], options));
+    }
+
+    if (group.value.modType === "pod" || group.value.modType === "pmod") {
+        inner.push(buildCommon.mathsym("(", group.mode));
+    }
+
+    if (group.value.modType !== "pod") {
+        var modInner = [
+            buildCommon.mathsym("m", group.mode),
+            buildCommon.mathsym("o", group.mode),
+            buildCommon.mathsym("d", group.mode)];
+        if (group.value.modType === "bmod") {
+            inner.push(makeSpan(["mbin"], modInner, options));
+            // “\mkern5mu\nonscript\mskip-\medmuskip”
+            inner.push(makeSpan(["mspace", "thickspace"], [], options));
+            if (!options.style.isTight()) {
+                inner.push(makeSpan(
+                    ["mspace", "negativemediumspace"], [], options));
+            }
+        } else {
+            Array.prototype.push.apply(inner, modInner);
+            inner.push(makeSpan(["mspace", "sixmuspace"], [], options));
+        }
+    }
+
+    if (group.value.value) {
+        Array.prototype.push.apply(inner,
+            buildExpression(group.value.value, options, false));
+    }
+
+    if (group.value.modType === "pod" || group.value.modType === "pmod") {
+        inner.push(buildCommon.mathsym(")", group.mode));
+    }
+
+    return buildCommon.makeFragment(inner);
+};
+
+groupTypes.katex = function(group, options) {
+    // The KaTeX logo. The offsets for the K and a were chosen to look
+    // good, but the offsets for the T, E, and X were taken from the
+    // definition of \TeX in TeX (see TeXbook pg. 356)
+    var k = makeSpan(
+        ["k"], [buildCommon.mathsym("K", group.mode)], options);
+    var a = makeSpan(
+        ["a"], [buildCommon.mathsym("A", group.mode)], options);
+
+    a.height = (a.height + 0.2) * 0.75;
+    a.depth = (a.height - 0.2) * 0.75;
+
+    var t = makeSpan(
+        ["t"], [buildCommon.mathsym("T", group.mode)], options);
+    var e = makeSpan(
+        ["e"], [buildCommon.mathsym("E", group.mode)], options);
+
+    e.height = (e.height - 0.2155);
+    e.depth = (e.depth + 0.2155);
+
+    var x = makeSpan(
+        ["x"], [buildCommon.mathsym("X", group.mode)], options);
+
+    return makeSpan(
+        ["mord", "katex-logo"], [k, a, t, e, x], options);
+};
+
+groupTypes.overline = function(group, options) {
+    // Overlines are handled in the TeXbook pg 443, Rule 9.
+    var style = options.style;
+
+    // Build the inner group in the cramped style.
+    var innerGroup = buildGroup(group.value.body,
+            options.withStyle(style.cramp()));
+
+    var ruleWidth = fontMetrics.metrics.defaultRuleThickness /
+        style.sizeMultiplier;
+
+    // Create the line above the body
+    var line = makeSpan(
+        [style.reset(), Style.TEXT.cls(), "overline-line"]);
+    line.height = ruleWidth;
+    line.maxFontSize = 1.0;
+
+    // Generate the vlist, with the appropriate kerns
+    var vlist = buildCommon.makeVList([
+        {type: "elem", elem: innerGroup},
+        {type: "kern", size: 3 * ruleWidth},
+        {type: "elem", elem: line},
+        {type: "kern", size: ruleWidth}
+    ], "firstBaseline", null, options);
+
+    return makeSpan(["mord", "overline"], [vlist], options);
+};
+
+groupTypes.underline = function(group, options) {
+    // Underlines are handled in the TeXbook pg 443, Rule 10.
+    var style = options.style;
+
+    // Build the inner group.
+    var innerGroup = buildGroup(group.value.body, options);
+
+    var ruleWidth = fontMetrics.metrics.defaultRuleThickness /
+        style.sizeMultiplier;
+
+    // Create the line above the body
+    var line = makeSpan([style.reset(), Style.TEXT.cls(), "underline-line"]);
+    line.height = ruleWidth;
+    line.maxFontSize = 1.0;
+
+    // Generate the vlist, with the appropriate kerns
+    var vlist = buildCommon.makeVList([
+        {type: "kern", size: ruleWidth},
+        {type: "elem", elem: line},
+        {type: "kern", size: 3 * ruleWidth},
+        {type: "elem", elem: innerGroup}
+    ], "top", innerGroup.height, options);
+
+    return makeSpan(["mord", "underline"], [vlist], options);
+};
+
+groupTypes.sqrt = function(group, options) {
+    // Square roots are handled in the TeXbook pg. 443, Rule 11.
+    var style = options.style;
+
+    // First, we do the same steps as in overline to build the inner group
+    // and line
+    var inner = buildGroup(group.value.body, options.withStyle(style.cramp()));
+
+    var ruleWidth = fontMetrics.metrics.defaultRuleThickness /
+        style.sizeMultiplier;
+
+    var line = makeSpan(
+        [style.reset(), Style.TEXT.cls(), "sqrt-line"], [],
+        options);
+    line.height = ruleWidth;
+    line.maxFontSize = 1.0;
+
+    var phi = ruleWidth;
+    if (style.id < Style.TEXT.id) {
+        phi = style.metrics.xHeight;
+    }
+
+    // Calculate the clearance between the body and line
+    var lineClearance = ruleWidth + phi / 4;
+
+    var innerHeight = (inner.height + inner.depth) * style.sizeMultiplier;
+    var minDelimiterHeight = innerHeight + lineClearance + ruleWidth;
+
+    // Create a \surd delimiter of the required minimum size
+    var delim = makeSpan(["sqrt-sign"], [
+        delimiter.customSizedDelim("\\surd", minDelimiterHeight,
+                                   false, options, group.mode)],
+                         options);
+
+    var delimDepth = (delim.height + delim.depth) - ruleWidth;
+
+    // Adjust the clearance based on the delimiter size
+    if (delimDepth > inner.height + inner.depth + lineClearance) {
+        lineClearance =
+            (lineClearance + delimDepth - inner.height - inner.depth) / 2;
+    }
+
+    // Shift the delimiter so that its top lines up with the top of the line
+    var delimShift = -(inner.height + lineClearance + ruleWidth) + delim.height;
+    delim.style.top = delimShift + "em";
+    delim.height -= delimShift;
+    delim.depth += delimShift;
+
+    // We add a special case here, because even when `inner` is empty, we
+    // still get a line. So, we use a simple heuristic to decide if we
+    // should omit the body entirely. (note this doesn't work for something
+    // like `\sqrt{\rlap{x}}`, but if someone is doing that they deserve for
+    // it not to work.
+    var body;
+    if (inner.height === 0 && inner.depth === 0) {
+        body = makeSpan();
+    } else {
+        body = buildCommon.makeVList([
+            {type: "elem", elem: inner},
+            {type: "kern", size: lineClearance},
+            {type: "elem", elem: line},
+            {type: "kern", size: ruleWidth}
+        ], "firstBaseline", null, options);
+    }
+
+    if (!group.value.index) {
+        return makeSpan(["mord", "sqrt"], [delim, body], options);
+    } else {
+        // Handle the optional root index
+
+        // The index is always in scriptscript style
+        var newOptions = options.withStyle(Style.SCRIPTSCRIPT);
+        var root = buildGroup(group.value.index, newOptions);
+        var rootWrap = makeSpan(
+            [style.reset(), Style.SCRIPTSCRIPT.cls()],
+            [root],
+            newOptions);
+
+        // Figure out the height and depth of the inner part
+        var innerRootHeight = Math.max(delim.height, body.height);
+        var innerRootDepth = Math.max(delim.depth, body.depth);
+
+        // The amount the index is shifted by. This is taken from the TeX
+        // source, in the definition of `\r@@t`.
+        var toShift = 0.6 * (innerRootHeight - innerRootDepth);
+
+        // Build a VList with the superscript shifted up correctly
+        var rootVList = buildCommon.makeVList(
+            [{type: "elem", elem: rootWrap}],
+            "shift", -toShift, options);
+        // Add a class surrounding it so we can add on the appropriate
+        // kerning
+        var rootVListWrap = makeSpan(["root"], [rootVList]);
+
+        return makeSpan(["mord", "sqrt"],
+            [rootVListWrap, delim, body], options);
+    }
+};
+
+groupTypes.sizing = function(group, options) {
+    // Handle sizing operators like \Huge. Real TeX doesn't actually allow
+    // these functions inside of math expressions, so we do some special
+    // handling.
+    var inner = buildExpression(group.value.value,
+            options.withSize(group.value.size), false);
+
+    // Compute the correct maxFontSize.
+    var style = options.style;
+    var fontSize = buildCommon.sizingMultiplier[group.value.size];
+    fontSize = fontSize * style.sizeMultiplier;
+
+    // Add size-resetting classes to the inner list and set maxFontSize
+    // manually. Handle nested size changes.
+    for (var i = 0; i < inner.length; i++) {
+        var pos = utils.indexOf(inner[i].classes, "sizing");
+        if (pos < 0) {
+            inner[i].classes.push("sizing", "reset-" + options.size,
+                                  group.value.size, style.cls());
+            inner[i].maxFontSize = fontSize;
+        } else if (inner[i].classes[pos + 1] === "reset-" + group.value.size) {
+            // This is a nested size change: e.g., inner[i] is the "b" in
+            // `\Huge a \small b`. Override the old size (the `reset-` class)
+            // but not the new size.
+            inner[i].classes[pos + 1] = "reset-" + options.size;
+        }
+    }
+
+    return buildCommon.makeFragment(inner);
+};
+
+groupTypes.styling = function(group, options) {
+    // Style changes are handled in the TeXbook on pg. 442, Rule 3.
+
+    // Figure out what style we're changing to.
+    var styleMap = {
+        "display": Style.DISPLAY,
+        "text": Style.TEXT,
+        "script": Style.SCRIPT,
+        "scriptscript": Style.SCRIPTSCRIPT
+    };
+
+    var newStyle = styleMap[group.value.style];
+    var newOptions = options.withStyle(newStyle);
+
+    // Build the inner expression in the new style.
+    var inner = buildExpression(
+        group.value.value, newOptions, false);
+
+    // Add style-resetting classes to the inner list. Handle nested changes.
+    for (var i = 0; i < inner.length; i++) {
+        var pos = utils.indexOf(inner[i].classes, newStyle.reset());
+        if (pos < 0) {
+            inner[i].classes.push(options.style.reset(), newStyle.cls());
+        } else {
+            // This is a nested style change, as `\textstyle a\scriptstyle b`.
+            // Only override the old style (the reset class).
+            inner[i].classes[pos] = options.style.reset();
+        }
+    }
+
+    return new buildCommon.makeFragment(inner);
+};
+
+groupTypes.font = function(group, options) {
+    var font = group.value.font;
+    return buildGroup(group.value.body, options.withFont(font));
+};
+
+groupTypes.delimsizing = function(group, options) {
+    var delim = group.value.value;
+
+    if (delim === ".") {
+        // Empty delimiters still count as elements, even though they don't
+        // show anything.
+        return makeSpan([group.value.mclass]);
+    }
+
+    // Use delimiter.sizedDelim to generate the delimiter.
+    return delimiter.sizedDelim(
+            delim, group.value.size, options, group.mode,
+            [group.value.mclass]);
+};
+
+groupTypes.leftright = function(group, options) {
+    // Build the inner expression
+    var inner = buildExpression(group.value.body, options.reset(), true);
+
+    var innerHeight = 0;
+    var innerDepth = 0;
+    var hadMiddle = false;
+
+    // Calculate its height and depth
+    for (var i = 0; i < inner.length; i++) {
+        if (inner[i].isMiddle) {
+            hadMiddle = true;
+        } else {
+            innerHeight = Math.max(inner[i].height, innerHeight);
+            innerDepth = Math.max(inner[i].depth, innerDepth);
+        }
+    }
+
+    var style = options.style;
+
+    // The size of delimiters is the same, regardless of what style we are
+    // in. Thus, to correctly calculate the size of delimiter we need around
+    // a group, we scale down the inner size based on the size.
+    innerHeight *= style.sizeMultiplier;
+    innerDepth *= style.sizeMultiplier;
+
+    var leftDelim;
+    if (group.value.left === ".") {
+        // Empty delimiters in \left and \right make null delimiter spaces.
+        leftDelim = makeNullDelimiter(options, ["mopen"]);
+    } else {
+        // Otherwise, use leftRightDelim to generate the correct sized
+        // delimiter.
+        leftDelim = delimiter.leftRightDelim(
+            group.value.left, innerHeight, innerDepth, options,
+            group.mode, ["mopen"]);
+    }
+    // Add it to the beginning of the expression
+    inner.unshift(leftDelim);
+
+    // Handle middle delimiters
+    if (hadMiddle) {
+        for (i = 1; i < inner.length; i++) {
+            if (inner[i].isMiddle) {
+                // Apply the options that were active when \middle was called
+                inner[i] = delimiter.leftRightDelim(
+                    inner[i].isMiddle.value, innerHeight, innerDepth,
+                    inner[i].isMiddle.options, group.mode, []);
+            }
+        }
+    }
+
+    var rightDelim;
+    // Same for the right delimiter
+    if (group.value.right === ".") {
+        rightDelim = makeNullDelimiter(options, ["mclose"]);
+    } else {
+        rightDelim = delimiter.leftRightDelim(
+            group.value.right, innerHeight, innerDepth, options,
+            group.mode, ["mclose"]);
+    }
+    // Add it to the end of the expression.
+    inner.push(rightDelim);
+
+    return makeSpan(
+        ["minner", style.cls()], inner, options);
+};
+
+groupTypes.middle = function(group, options) {
+    var middleDelim;
+    if (group.value.value === ".") {
+        middleDelim = makeNullDelimiter(options, []);
+    } else {
+        middleDelim = delimiter.sizedDelim(
+            group.value.value, 1, options,
+            group.mode, []);
+        middleDelim.isMiddle = {value: group.value.value, options: options};
+    }
+    return middleDelim;
+};
+
+groupTypes.rule = function(group, options) {
+    // Make an empty span for the rule
+    var rule = makeSpan(["mord", "rule"], [], options);
+    var style = options.style;
+
+    // Calculate the shift, width, and height of the rule, and account for units
+    var shift = 0;
+    if (group.value.shift) {
+        shift = calculateSize(group.value.shift, style);
+    }
+
+    var width = calculateSize(group.value.width, style);
+    var height = calculateSize(group.value.height, style);
+
+    // The sizes of rules are absolute, so make it larger if we are in a
+    // smaller style.
+    shift /= style.sizeMultiplier;
+    width /= style.sizeMultiplier;
+    height /= style.sizeMultiplier;
+
+    // Style the rule to the right size
+    rule.style.borderRightWidth = width + "em";
+    rule.style.borderTopWidth = height + "em";
+    rule.style.bottom = shift + "em";
+
+    // Record the height and width
+    rule.width = width;
+    rule.height = height + shift;
+    rule.depth = -shift;
+
+    return rule;
+};
+
+groupTypes.kern = function(group, options) {
+    // Make an empty span for the rule
+    var rule = makeSpan(["mord", "rule"], [], options);
+    var style = options.style;
+
+    var dimension = 0;
+    if (group.value.dimension) {
+        dimension = calculateSize(group.value.dimension, style);
+    }
+
+    dimension /= style.sizeMultiplier;
+
+    rule.style.marginLeft = dimension + "em";
+
+    return rule;
+};
+
+groupTypes.accent = function(group, options) {
+    // Accents are handled in the TeXbook pg. 443, rule 12.
+    var base = group.value.base;
+    var style = options.style;
+
+    var supsubGroup;
+    if (group.type === "supsub") {
+        // If our base is a character box, and we have superscripts and
+        // subscripts, the supsub will defer to us. In particular, we want
+        // to attach the superscripts and subscripts to the inner body (so
+        // that the position of the superscripts and subscripts won't be
+        // affected by the height of the accent). We accomplish this by
+        // sticking the base of the accent into the base of the supsub, and
+        // rendering that, while keeping track of where the accent is.
+
+        // The supsub group is the group that was passed in
+        var supsub = group;
+        // The real accent group is the base of the supsub group
+        group = supsub.value.base;
+        // The character box is the base of the accent group
+        base = group.value.base;
+        // Stick the character box into the base of the supsub group
+        supsub.value.base = base;
+
+        // Rerender the supsub group with its new base, and store that
+        // result.
+        supsubGroup = buildGroup(
+            supsub, options.reset());
+    }
+
+    // Build the base group
+    var body = buildGroup(
+        base, options.withStyle(style.cramp()));
+
+    // Calculate the skew of the accent. This is based on the line "If the
+    // nucleus is not a single character, let s = 0; otherwise set s to the
+    // kern amount for the nucleus followed by the \skewchar of its font."
+    // Note that our skew metrics are just the kern between each character
+    // and the skewchar.
+    var skew;
+    if (isCharacterBox(base)) {
+        // If the base is a character box, then we want the skew of the
+        // innermost character. To do that, we find the innermost character:
+        var baseChar = getBaseElem(base);
+        // Then, we render its group to get the symbol inside it
+        var baseGroup = buildGroup(
+            baseChar, options.withStyle(style.cramp()));
+        // Finally, we pull the skew off of the symbol.
+        skew = baseGroup.skew;
+        // Note that we now throw away baseGroup, because the layers we
+        // removed with getBaseElem might contain things like \color which
+        // we can't get rid of.
+        // TODO(emily): Find a better way to get the skew
+    } else {
+        skew = 0;
+    }
+
+    // calculate the amount of space between the body and the accent
+    var clearance = Math.min(
+        body.height,
+        style.metrics.xHeight);
+
+    // Build the accent
+    var accent = buildCommon.makeSymbol(
+        group.value.accent, "Main-Regular", "math", options);
+    // Remove the italic correction of the accent, because it only serves to
+    // shift the accent over to a place we don't want.
+    accent.italic = 0;
+
+    // The \vec character that the fonts use is a combining character, and
+    // thus shows up much too far to the left. To account for this, we add a
+    // specific class which shifts the accent over to where we want it.
+    // TODO(emily): Fix this in a better way, like by changing the font
+    var vecClass = group.value.accent === "\\vec" ? "accent-vec" : null;
+
+    var accentBody = makeSpan(["accent-body", vecClass], [
+        makeSpan([], [accent])]);
+
+    accentBody = buildCommon.makeVList([
+        {type: "elem", elem: body},
+        {type: "kern", size: -clearance},
+        {type: "elem", elem: accentBody}
+    ], "firstBaseline", null, options);
+
+    // Shift the accent over by the skew. Note we shift by twice the skew
+    // because we are centering the accent, so by adding 2*skew to the left,
+    // we shift it to the right by 1*skew.
+    accentBody.children[1].style.marginLeft = 2 * skew + "em";
+
+    var accentWrap = makeSpan(["mord", "accent"], [accentBody], options);
+
+    if (supsubGroup) {
+        // Here, we replace the "base" child of the supsub with our newly
+        // generated accent.
+        supsubGroup.children[0] = accentWrap;
+
+        // Since we don't rerun the height calculation after replacing the
+        // accent, we manually recalculate height.
+        supsubGroup.height = Math.max(accentWrap.height, supsubGroup.height);
+
+        // Accents should always be ords, even when their innards are not.
+        supsubGroup.classes[0] = "mord";
+
+        return supsubGroup;
+    } else {
+        return accentWrap;
+    }
+};
+
+groupTypes.phantom = function(group, options) {
+    var elements = buildExpression(
+        group.value.value,
+        options.withPhantom(),
+        false
+    );
+
+    // \phantom isn't supposed to affect the elements it contains.
+    // See "color" for more details.
+    return new buildCommon.makeFragment(elements);
+};
+
+groupTypes.mclass = function(group, options) {
+    var elements = buildExpression(group.value.value, options, true);
+
+    return makeSpan([group.value.mclass], elements, options);
+};
+
+/**
+ * buildGroup is the function that takes a group and calls the correct groupType
+ * function for it. It also handles the interaction of size and style changes
+ * between parents and children.
+ */
+var buildGroup = function(group, options) {
+    if (!group) {
+        return makeSpan();
+    }
+
+    if (groupTypes[group.type]) {
+        // Call the groupTypes function
+        var groupNode = groupTypes[group.type](group, options);
+        var multiplier;
+
+        // If the style changed between the parent and the current group,
+        // account for the size difference
+        if (options.style !== options.parentStyle) {
+            multiplier = options.style.sizeMultiplier /
+                    options.parentStyle.sizeMultiplier;
+
+            groupNode.height *= multiplier;
+            groupNode.depth *= multiplier;
+        }
+
+        // If the size changed between the parent and the current group, account
+        // for that size difference.
+        if (options.size !== options.parentSize) {
+            multiplier = buildCommon.sizingMultiplier[options.size] /
+                    buildCommon.sizingMultiplier[options.parentSize];
+
+            groupNode.height *= multiplier;
+            groupNode.depth *= multiplier;
+        }
+
+        return groupNode;
+    } else {
+        throw new ParseError(
+            "Got group of unknown type: '" + group.type + "'");
+    }
+};
+
+/**
+ * Take an entire parse tree, and build it into an appropriate set of HTML
+ * nodes.
+ */
+var buildHTML = function(tree, options) {
+    // buildExpression is destructive, so we need to make a clone
+    // of the incoming tree so that it isn't accidentally changed
+    tree = JSON.parse(JSON.stringify(tree));
+
+    // Build the expression contained in the tree
+    var expression = buildExpression(tree, options, true);
+    var body = makeSpan(["base", options.style.cls()], expression, options);
+
+    // Add struts, which ensure that the top of the HTML element falls at the
+    // height of the expression, and the bottom of the HTML element falls at the
+    // depth of the expression.
+    var topStrut = makeSpan(["strut"]);
+    var bottomStrut = makeSpan(["strut", "bottom"]);
+
+    topStrut.style.height = body.height + "em";
+    bottomStrut.style.height = (body.height + body.depth) + "em";
+    // We'd like to use `vertical-align: top` but in IE 9 this lowers the
+    // baseline of the box to the bottom of this strut (instead staying in the
+    // normal place) so we use an absolute value for vertical-align instead
+    bottomStrut.style.verticalAlign = -body.depth + "em";
+
+    // Wrap the struts and body together
+    var htmlNode = makeSpan(["katex-html"], [topStrut, bottomStrut, body]);
+
+    htmlNode.setAttribute("aria-hidden", "true");
+
+    return htmlNode;
+};
+
+module.exports = buildHTML;
diff --git a/node_modules/katex/src/buildMathML.js b/node_modules/katex/src/buildMathML.js
new file mode 100644
index 0000000..f56e7e0
--- /dev/null
+++ b/node_modules/katex/src/buildMathML.js
@@ -0,0 +1,581 @@
+/**
+ * This file converts a parse tree into a cooresponding MathML tree. The main
+ * entry point is the `buildMathML` function, which takes a parse tree from the
+ * parser.
+ */
+
+var buildCommon = require("./buildCommon");
+var fontMetrics = require("./fontMetrics");
+var mathMLTree = require("./mathMLTree");
+var ParseError = require("./ParseError");
+var symbols = require("./symbols");
+var utils = require("./utils");
+
+var makeSpan = buildCommon.makeSpan;
+var fontMap = buildCommon.fontMap;
+
+/**
+ * Takes a symbol and converts it into a MathML text node after performing
+ * optional replacement from symbols.js.
+ */
+var makeText = function(text, mode) {
+    if (symbols[mode][text] && symbols[mode][text].replace) {
+        text = symbols[mode][text].replace;
+    }
+
+    return new mathMLTree.TextNode(text);
+};
+
+/**
+ * Returns the math variant as a string or null if none is required.
+ */
+var getVariant = function(group, options) {
+    var font = options.font;
+    if (!font) {
+        return null;
+    }
+
+    var mode = group.mode;
+    if (font === "mathit") {
+        return "italic";
+    }
+
+    var value = group.value;
+    if (utils.contains(["\\imath", "\\jmath"], value)) {
+        return null;
+    }
+
+    if (symbols[mode][value] && symbols[mode][value].replace) {
+        value = symbols[mode][value].replace;
+    }
+
+    var fontName = fontMap[font].fontName;
+    if (fontMetrics.getCharacterMetrics(value, fontName)) {
+        return fontMap[options.font].variant;
+    }
+
+    return null;
+};
+
+/**
+ * Functions for handling the different types of groups found in the parse
+ * tree. Each function should take a parse group and return a MathML node.
+ */
+var groupTypes = {};
+
+groupTypes.mathord = function(group, options) {
+    var node = new mathMLTree.MathNode(
+        "mi",
+        [makeText(group.value, group.mode)]);
+
+    var variant = getVariant(group, options);
+    if (variant) {
+        node.setAttribute("mathvariant", variant);
+    }
+    return node;
+};
+
+groupTypes.textord = function(group, options) {
+    var text = makeText(group.value, group.mode);
+
+    var variant = getVariant(group, options) || "normal";
+
+    var node;
+    if (/[0-9]/.test(group.value)) {
+        // TODO(kevinb) merge adjacent  nodes
+        // do it as a post processing step
+        node = new mathMLTree.MathNode("mn", [text]);
+        if (options.font) {
+            node.setAttribute("mathvariant", variant);
+        }
+    } else {
+        node = new mathMLTree.MathNode("mi", [text]);
+        node.setAttribute("mathvariant", variant);
+    }
+
+    return node;
+};
+
+groupTypes.bin = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.rel = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.open = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.close = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.inner = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    return node;
+};
+
+groupTypes.punct = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mo", [makeText(group.value, group.mode)]);
+
+    node.setAttribute("separator", "true");
+
+    return node;
+};
+
+groupTypes.ordgroup = function(group, options) {
+    var inner = buildExpression(group.value, options);
+
+    var node = new mathMLTree.MathNode("mrow", inner);
+
+    return node;
+};
+
+groupTypes.text = function(group, options) {
+    var inner = buildExpression(group.value.body, options);
+
+    var node = new mathMLTree.MathNode("mtext", inner);
+
+    return node;
+};
+
+groupTypes.color = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+
+    var node = new mathMLTree.MathNode("mstyle", inner);
+
+    node.setAttribute("mathcolor", group.value.color);
+
+    return node;
+};
+
+groupTypes.supsub = function(group, options) {
+    var children = [buildGroup(group.value.base, options)];
+
+    if (group.value.sub) {
+        children.push(buildGroup(group.value.sub, options));
+    }
+
+    if (group.value.sup) {
+        children.push(buildGroup(group.value.sup, options));
+    }
+
+    var nodeType;
+    if (!group.value.sub) {
+        nodeType = "msup";
+    } else if (!group.value.sup) {
+        nodeType = "msub";
+    } else {
+        nodeType = "msubsup";
+    }
+
+    var node = new mathMLTree.MathNode(nodeType, children);
+
+    return node;
+};
+
+groupTypes.genfrac = function(group, options) {
+    var node = new mathMLTree.MathNode(
+        "mfrac",
+        [buildGroup(group.value.numer, options),
+            buildGroup(group.value.denom, options)]);
+
+    if (!group.value.hasBarLine) {
+        node.setAttribute("linethickness", "0px");
+    }
+
+    if (group.value.leftDelim != null || group.value.rightDelim != null) {
+        var withDelims = [];
+
+        if (group.value.leftDelim != null) {
+            var leftOp = new mathMLTree.MathNode(
+                "mo", [new mathMLTree.TextNode(group.value.leftDelim)]);
+
+            leftOp.setAttribute("fence", "true");
+
+            withDelims.push(leftOp);
+        }
+
+        withDelims.push(node);
+
+        if (group.value.rightDelim != null) {
+            var rightOp = new mathMLTree.MathNode(
+                "mo", [new mathMLTree.TextNode(group.value.rightDelim)]);
+
+            rightOp.setAttribute("fence", "true");
+
+            withDelims.push(rightOp);
+        }
+
+        var outerNode = new mathMLTree.MathNode("mrow", withDelims);
+
+        return outerNode;
+    }
+
+    return node;
+};
+
+groupTypes.array = function(group, options) {
+    return new mathMLTree.MathNode(
+        "mtable", group.value.body.map(function(row) {
+            return new mathMLTree.MathNode(
+                "mtr", row.map(function(cell) {
+                    return new mathMLTree.MathNode(
+                        "mtd", [buildGroup(cell, options)]);
+                }));
+        }));
+};
+
+groupTypes.sqrt = function(group, options) {
+    var node;
+    if (group.value.index) {
+        node = new mathMLTree.MathNode(
+            "mroot", [
+                buildGroup(group.value.body, options),
+                buildGroup(group.value.index, options)
+            ]);
+    } else {
+        node = new mathMLTree.MathNode(
+            "msqrt", [buildGroup(group.value.body, options)]);
+    }
+
+    return node;
+};
+
+groupTypes.leftright = function(group, options) {
+    var inner = buildExpression(group.value.body, options);
+
+    if (group.value.left !== ".") {
+        var leftNode = new mathMLTree.MathNode(
+            "mo", [makeText(group.value.left, group.mode)]);
+
+        leftNode.setAttribute("fence", "true");
+
+        inner.unshift(leftNode);
+    }
+
+    if (group.value.right !== ".") {
+        var rightNode = new mathMLTree.MathNode(
+            "mo", [makeText(group.value.right, group.mode)]);
+
+        rightNode.setAttribute("fence", "true");
+
+        inner.push(rightNode);
+    }
+
+    var outerNode = new mathMLTree.MathNode("mrow", inner);
+
+    return outerNode;
+};
+
+groupTypes.middle = function(group, options) {
+    var middleNode = new mathMLTree.MathNode(
+        "mo", [makeText(group.value.middle, group.mode)]);
+    middleNode.setAttribute("fence", "true");
+    return middleNode;
+};
+
+groupTypes.accent = function(group, options) {
+    var accentNode = new mathMLTree.MathNode(
+        "mo", [makeText(group.value.accent, group.mode)]);
+
+    var node = new mathMLTree.MathNode(
+        "mover",
+        [buildGroup(group.value.base, options),
+            accentNode]);
+
+    node.setAttribute("accent", "true");
+
+    return node;
+};
+
+groupTypes.spacing = function(group) {
+    var node;
+
+    if (group.value === "\\ " || group.value === "\\space" ||
+        group.value === " " || group.value === "~") {
+        node = new mathMLTree.MathNode(
+            "mtext", [new mathMLTree.TextNode("\u00a0")]);
+    } else {
+        node = new mathMLTree.MathNode("mspace");
+
+        node.setAttribute(
+            "width", buildCommon.spacingFunctions[group.value].size);
+    }
+
+    return node;
+};
+
+groupTypes.op = function(group, options) {
+    var node;
+
+    // TODO(emily): handle big operators using the `largeop` attribute
+
+    if (group.value.symbol) {
+        // This is a symbol. Just add the symbol.
+        node = new mathMLTree.MathNode(
+            "mo", [makeText(group.value.body, group.mode)]);
+    } else if (group.value.value) {
+        // This is an operator with children. Add them.
+        node = new mathMLTree.MathNode(
+            "mo", buildExpression(group.value.value, options));
+    } else {
+        // This is a text operator. Add all of the characters from the
+        // operator's name.
+        // TODO(emily): Add a space in the middle of some of these
+        // operators, like \limsup.
+        node = new mathMLTree.MathNode(
+            "mi", [new mathMLTree.TextNode(group.value.body.slice(1))]);
+    }
+
+    return node;
+};
+
+groupTypes.mod = function(group, options) {
+    var inner = [];
+
+    if (group.value.modType === "pod" || group.value.modType === "pmod") {
+        inner.push(new mathMLTree.MathNode(
+            "mo", [makeText("(", group.mode)]));
+    }
+    if (group.value.modType !== "pod") {
+        inner.push(new mathMLTree.MathNode(
+            "mo", [makeText("mod", group.mode)]));
+    }
+    if (group.value.value) {
+        var space = new mathMLTree.MathNode("mspace");
+        space.setAttribute("width", "0.333333em");
+        inner.push(space);
+        inner = inner.concat(buildExpression(group.value.value, options));
+    }
+    if (group.value.modType === "pod" || group.value.modType === "pmod") {
+        inner.push(new mathMLTree.MathNode(
+            "mo", [makeText(")", group.mode)]));
+    }
+
+    return new mathMLTree.MathNode("mo", inner);
+};
+
+groupTypes.katex = function(group) {
+    var node = new mathMLTree.MathNode(
+        "mtext", [new mathMLTree.TextNode("KaTeX")]);
+
+    return node;
+};
+
+groupTypes.font = function(group, options) {
+    var font = group.value.font;
+    return buildGroup(group.value.body, options.withFont(font));
+};
+
+groupTypes.delimsizing = function(group) {
+    var children = [];
+
+    if (group.value.value !== ".") {
+        children.push(makeText(group.value.value, group.mode));
+    }
+
+    var node = new mathMLTree.MathNode("mo", children);
+
+    if (group.value.mclass === "mopen" ||
+        group.value.mclass === "mclose") {
+        // Only some of the delimsizing functions act as fences, and they
+        // return "mopen" or "mclose" mclass.
+        node.setAttribute("fence", "true");
+    } else {
+        // Explicitly disable fencing if it's not a fence, to override the
+        // defaults.
+        node.setAttribute("fence", "false");
+    }
+
+    return node;
+};
+
+groupTypes.styling = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+
+    var node = new mathMLTree.MathNode("mstyle", inner);
+
+    var styleAttributes = {
+        "display": ["0", "true"],
+        "text": ["0", "false"],
+        "script": ["1", "false"],
+        "scriptscript": ["2", "false"]
+    };
+
+    var attr = styleAttributes[group.value.style];
+
+    node.setAttribute("scriptlevel", attr[0]);
+    node.setAttribute("displaystyle", attr[1]);
+
+    return node;
+};
+
+groupTypes.sizing = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+
+    var node = new mathMLTree.MathNode("mstyle", inner);
+
+    // TODO(emily): This doesn't produce the correct size for nested size
+    // changes, because we don't keep state of what style we're currently
+    // in, so we can't reset the size to normal before changing it.  Now
+    // that we're passing an options parameter we should be able to fix
+    // this.
+    node.setAttribute(
+        "mathsize", buildCommon.sizingMultiplier[group.value.size] + "em");
+
+    return node;
+};
+
+groupTypes.overline = function(group, options) {
+    var operator = new mathMLTree.MathNode(
+        "mo", [new mathMLTree.TextNode("\u203e")]);
+    operator.setAttribute("stretchy", "true");
+
+    var node = new mathMLTree.MathNode(
+        "mover",
+        [buildGroup(group.value.body, options),
+            operator]);
+    node.setAttribute("accent", "true");
+
+    return node;
+};
+
+groupTypes.underline = function(group, options) {
+    var operator = new mathMLTree.MathNode(
+        "mo", [new mathMLTree.TextNode("\u203e")]);
+    operator.setAttribute("stretchy", "true");
+
+    var node = new mathMLTree.MathNode(
+        "munder",
+        [buildGroup(group.value.body, options),
+            operator]);
+    node.setAttribute("accentunder", "true");
+
+    return node;
+};
+
+groupTypes.rule = function(group) {
+    // TODO(emily): Figure out if there's an actual way to draw black boxes
+    // in MathML.
+    var node = new mathMLTree.MathNode("mrow");
+
+    return node;
+};
+
+groupTypes.kern = function(group) {
+    // TODO(kevin): Figure out if there's a way to add space in MathML
+    var node = new mathMLTree.MathNode("mrow");
+
+    return node;
+};
+
+groupTypes.llap = function(group, options) {
+    var node = new mathMLTree.MathNode(
+        "mpadded", [buildGroup(group.value.body, options)]);
+
+    node.setAttribute("lspace", "-1width");
+    node.setAttribute("width", "0px");
+
+    return node;
+};
+
+groupTypes.rlap = function(group, options) {
+    var node = new mathMLTree.MathNode(
+        "mpadded", [buildGroup(group.value.body, options)]);
+
+    node.setAttribute("width", "0px");
+
+    return node;
+};
+
+groupTypes.phantom = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+    return new mathMLTree.MathNode("mphantom", inner);
+};
+
+groupTypes.mclass = function(group, options) {
+    var inner = buildExpression(group.value.value, options);
+    return new mathMLTree.MathNode("mstyle", inner);
+};
+
+/**
+ * Takes a list of nodes, builds them, and returns a list of the generated
+ * MathML nodes. A little simpler than the HTML version because we don't do any
+ * previous-node handling.
+ */
+var buildExpression = function(expression, options) {
+    var groups = [];
+    for (var i = 0; i < expression.length; i++) {
+        var group = expression[i];
+        groups.push(buildGroup(group, options));
+    }
+    return groups;
+};
+
+/**
+ * Takes a group from the parser and calls the appropriate groupTypes function
+ * on it to produce a MathML node.
+ */
+var buildGroup = function(group, options) {
+    if (!group) {
+        return new mathMLTree.MathNode("mrow");
+    }
+
+    if (groupTypes[group.type]) {
+        // Call the groupTypes function
+        return groupTypes[group.type](group, options);
+    } else {
+        throw new ParseError(
+            "Got group of unknown type: '" + group.type + "'");
+    }
+};
+
+/**
+ * Takes a full parse tree and settings and builds a MathML representation of
+ * it. In particular, we put the elements from building the parse tree into a
+ *  tag so we can also include that TeX source as an annotation.
+ *
+ * Note that we actually return a domTree element with a `` inside it so
+ * we can do appropriate styling.
+ */
+var buildMathML = function(tree, texExpression, options) {
+    var expression = buildExpression(tree, options);
+
+    // Wrap up the expression in an mrow so it is presented in the semantics
+    // tag correctly.
+    var wrapper = new mathMLTree.MathNode("mrow", expression);
+
+    // Build a TeX annotation of the source
+    var annotation = new mathMLTree.MathNode(
+        "annotation", [new mathMLTree.TextNode(texExpression)]);
+
+    annotation.setAttribute("encoding", "application/x-tex");
+
+    var semantics = new mathMLTree.MathNode(
+        "semantics", [wrapper, annotation]);
+
+    var math = new mathMLTree.MathNode("math", [semantics]);
+
+    // You can't style  nodes, so we wrap the node in a span.
+    return makeSpan(["katex-mathml"], [math]);
+};
+
+module.exports = buildMathML;
diff --git a/node_modules/katex/src/buildTree.js b/node_modules/katex/src/buildTree.js
new file mode 100644
index 0000000..03ade9e
--- /dev/null
+++ b/node_modules/katex/src/buildTree.js
@@ -0,0 +1,40 @@
+var buildHTML = require("./buildHTML");
+var buildMathML = require("./buildMathML");
+var buildCommon = require("./buildCommon");
+var Options = require("./Options");
+var Settings = require("./Settings");
+var Style = require("./Style");
+
+var makeSpan = buildCommon.makeSpan;
+
+var buildTree = function(tree, expression, settings) {
+    settings = settings || new Settings({});
+
+    var startStyle = Style.TEXT;
+    if (settings.displayMode) {
+        startStyle = Style.DISPLAY;
+    }
+
+    // Setup the default options
+    var options = new Options({
+        style: startStyle,
+        size: "size5"
+    });
+
+    // `buildHTML` sometimes messes with the parse tree (like turning bins ->
+    // ords), so we build the MathML version first.
+    var mathMLNode = buildMathML(tree, expression, options);
+    var htmlNode = buildHTML(tree, options);
+
+    var katexNode = makeSpan(["katex"], [
+        mathMLNode, htmlNode
+    ]);
+
+    if (settings.displayMode) {
+        return makeSpan(["katex-display"], [katexNode]);
+    } else {
+        return katexNode;
+    }
+};
+
+module.exports = buildTree;
diff --git a/node_modules/katex/src/delimiter.js b/node_modules/katex/src/delimiter.js
new file mode 100644
index 0000000..d27bbec
--- /dev/null
+++ b/node_modules/katex/src/delimiter.js
@@ -0,0 +1,550 @@
+/**
+ * This file deals with creating delimiters of various sizes. The TeXbook
+ * discusses these routines on page 441-442, in the "Another subroutine sets box
+ * x to a specified variable delimiter" paragraph.
+ *
+ * There are three main routines here. `makeSmallDelim` makes a delimiter in the
+ * normal font, but in either text, script, or scriptscript style.
+ * `makeLargeDelim` makes a delimiter in textstyle, but in one of the Size1,
+ * Size2, Size3, or Size4 fonts. `makeStackedDelim` makes a delimiter out of
+ * smaller pieces that are stacked on top of one another.
+ *
+ * The functions take a parameter `center`, which determines if the delimiter
+ * should be centered around the axis.
+ *
+ * Then, there are three exposed functions. `sizedDelim` makes a delimiter in
+ * one of the given sizes. This is used for things like `\bigl`.
+ * `customSizedDelim` makes a delimiter with a given total height+depth. It is
+ * called in places like `\sqrt`. `leftRightDelim` makes an appropriate
+ * delimiter which surrounds an expression of a given height an depth. It is
+ * used in `\left` and `\right`.
+ */
+
+var ParseError = require("./ParseError");
+var Style = require("./Style");
+
+var buildCommon = require("./buildCommon");
+var fontMetrics = require("./fontMetrics");
+var symbols = require("./symbols");
+var utils = require("./utils");
+
+var makeSpan = buildCommon.makeSpan;
+
+/**
+ * Get the metrics for a given symbol and font, after transformation (i.e.
+ * after following replacement from symbols.js)
+ */
+var getMetrics = function(symbol, font) {
+    if (symbols.math[symbol] && symbols.math[symbol].replace) {
+        return fontMetrics.getCharacterMetrics(
+            symbols.math[symbol].replace, font);
+    } else {
+        return fontMetrics.getCharacterMetrics(
+            symbol, font);
+    }
+};
+
+/**
+ * Builds a symbol in the given font size (note size is an integer)
+ */
+var mathrmSize = function(value, size, mode, options) {
+    return buildCommon.makeSymbol(value, "Size" + size + "-Regular",
+        mode, options);
+};
+
+/**
+ * Puts a delimiter span in a given style, and adds appropriate height, depth,
+ * and maxFontSizes.
+ */
+var styleWrap = function(delim, toStyle, options, classes) {
+    classes = classes || [];
+    var span = makeSpan(
+        classes.concat(["style-wrap", options.style.reset(), toStyle.cls()]),
+        [delim], options);
+
+    var multiplier = toStyle.sizeMultiplier / options.style.sizeMultiplier;
+
+    span.height *= multiplier;
+    span.depth *= multiplier;
+    span.maxFontSize = toStyle.sizeMultiplier;
+
+    return span;
+};
+
+/**
+ * Makes a small delimiter. This is a delimiter that comes in the Main-Regular
+ * font, but is restyled to either be in textstyle, scriptstyle, or
+ * scriptscriptstyle.
+ */
+var makeSmallDelim = function(delim, style, center, options, mode, classes) {
+    var text = buildCommon.makeSymbol(delim, "Main-Regular", mode, options);
+
+    var span = styleWrap(text, style, options, classes);
+
+    if (center) {
+        var shift =
+            (1 - options.style.sizeMultiplier / style.sizeMultiplier) *
+            options.style.metrics.axisHeight;
+
+        span.style.top = shift + "em";
+        span.height -= shift;
+        span.depth += shift;
+    }
+
+    return span;
+};
+
+/**
+ * Makes a large delimiter. This is a delimiter that comes in the Size1, Size2,
+ * Size3, or Size4 fonts. It is always rendered in textstyle.
+ */
+var makeLargeDelim = function(delim, size, center, options, mode, classes) {
+    var inner = mathrmSize(delim, size, mode, options);
+
+    var span = styleWrap(
+        makeSpan(["delimsizing", "size" + size], [inner], options),
+        Style.TEXT, options, classes);
+
+    if (center) {
+        var shift = (1 - options.style.sizeMultiplier) *
+            options.style.metrics.axisHeight;
+
+        span.style.top = shift + "em";
+        span.height -= shift;
+        span.depth += shift;
+    }
+
+    return span;
+};
+
+/**
+ * Make an inner span with the given offset and in the given font. This is used
+ * in `makeStackedDelim` to make the stacking pieces for the delimiter.
+ */
+var makeInner = function(symbol, font, mode) {
+    var sizeClass;
+    // Apply the correct CSS class to choose the right font.
+    if (font === "Size1-Regular") {
+        sizeClass = "delim-size1";
+    } else if (font === "Size4-Regular") {
+        sizeClass = "delim-size4";
+    }
+
+    var inner = makeSpan(
+        ["delimsizinginner", sizeClass],
+        [makeSpan([], [buildCommon.makeSymbol(symbol, font, mode)])]);
+
+    // Since this will be passed into `makeVList` in the end, wrap the element
+    // in the appropriate tag that VList uses.
+    return {type: "elem", elem: inner};
+};
+
+/**
+ * Make a stacked delimiter out of a given delimiter, with the total height at
+ * least `heightTotal`. This routine is mentioned on page 442 of the TeXbook.
+ */
+var makeStackedDelim = function(delim, heightTotal, center, options, mode,
+                                classes) {
+    // There are four parts, the top, an optional middle, a repeated part, and a
+    // bottom.
+    var top;
+    var middle;
+    var repeat;
+    var bottom;
+    top = repeat = bottom = delim;
+    middle = null;
+    // Also keep track of what font the delimiters are in
+    var font = "Size1-Regular";
+
+    // We set the parts and font based on the symbol. Note that we use
+    // '\u23d0' instead of '|' and '\u2016' instead of '\\|' for the
+    // repeats of the arrows
+    if (delim === "\\uparrow") {
+        repeat = bottom = "\u23d0";
+    } else if (delim === "\\Uparrow") {
+        repeat = bottom = "\u2016";
+    } else if (delim === "\\downarrow") {
+        top = repeat = "\u23d0";
+    } else if (delim === "\\Downarrow") {
+        top = repeat = "\u2016";
+    } else if (delim === "\\updownarrow") {
+        top = "\\uparrow";
+        repeat = "\u23d0";
+        bottom = "\\downarrow";
+    } else if (delim === "\\Updownarrow") {
+        top = "\\Uparrow";
+        repeat = "\u2016";
+        bottom = "\\Downarrow";
+    } else if (delim === "[" || delim === "\\lbrack") {
+        top = "\u23a1";
+        repeat = "\u23a2";
+        bottom = "\u23a3";
+        font = "Size4-Regular";
+    } else if (delim === "]" || delim === "\\rbrack") {
+        top = "\u23a4";
+        repeat = "\u23a5";
+        bottom = "\u23a6";
+        font = "Size4-Regular";
+    } else if (delim === "\\lfloor") {
+        repeat = top = "\u23a2";
+        bottom = "\u23a3";
+        font = "Size4-Regular";
+    } else if (delim === "\\lceil") {
+        top = "\u23a1";
+        repeat = bottom = "\u23a2";
+        font = "Size4-Regular";
+    } else if (delim === "\\rfloor") {
+        repeat = top = "\u23a5";
+        bottom = "\u23a6";
+        font = "Size4-Regular";
+    } else if (delim === "\\rceil") {
+        top = "\u23a4";
+        repeat = bottom = "\u23a5";
+        font = "Size4-Regular";
+    } else if (delim === "(") {
+        top = "\u239b";
+        repeat = "\u239c";
+        bottom = "\u239d";
+        font = "Size4-Regular";
+    } else if (delim === ")") {
+        top = "\u239e";
+        repeat = "\u239f";
+        bottom = "\u23a0";
+        font = "Size4-Regular";
+    } else if (delim === "\\{" || delim === "\\lbrace") {
+        top = "\u23a7";
+        middle = "\u23a8";
+        bottom = "\u23a9";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\}" || delim === "\\rbrace") {
+        top = "\u23ab";
+        middle = "\u23ac";
+        bottom = "\u23ad";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\lgroup") {
+        top = "\u23a7";
+        bottom = "\u23a9";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\rgroup") {
+        top = "\u23ab";
+        bottom = "\u23ad";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\lmoustache") {
+        top = "\u23a7";
+        bottom = "\u23ad";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\rmoustache") {
+        top = "\u23ab";
+        bottom = "\u23a9";
+        repeat = "\u23aa";
+        font = "Size4-Regular";
+    } else if (delim === "\\surd") {
+        top = "\ue001";
+        bottom = "\u23b7";
+        repeat = "\ue000";
+        font = "Size4-Regular";
+    }
+
+    // Get the metrics of the four sections
+    var topMetrics = getMetrics(top, font);
+    var topHeightTotal = topMetrics.height + topMetrics.depth;
+    var repeatMetrics = getMetrics(repeat, font);
+    var repeatHeightTotal = repeatMetrics.height + repeatMetrics.depth;
+    var bottomMetrics = getMetrics(bottom, font);
+    var bottomHeightTotal = bottomMetrics.height + bottomMetrics.depth;
+    var middleHeightTotal = 0;
+    var middleFactor = 1;
+    if (middle !== null) {
+        var middleMetrics = getMetrics(middle, font);
+        middleHeightTotal = middleMetrics.height + middleMetrics.depth;
+        middleFactor = 2; // repeat symmetrically above and below middle
+    }
+
+    // Calcuate the minimal height that the delimiter can have.
+    // It is at least the size of the top, bottom, and optional middle combined.
+    var minHeight = topHeightTotal + bottomHeightTotal + middleHeightTotal;
+
+    // Compute the number of copies of the repeat symbol we will need
+    var repeatCount = Math.ceil(
+        (heightTotal - minHeight) / (middleFactor * repeatHeightTotal));
+
+    // Compute the total height of the delimiter including all the symbols
+    var realHeightTotal =
+        minHeight + repeatCount * middleFactor * repeatHeightTotal;
+
+    // The center of the delimiter is placed at the center of the axis. Note
+    // that in this context, "center" means that the delimiter should be
+    // centered around the axis in the current style, while normally it is
+    // centered around the axis in textstyle.
+    var axisHeight = options.style.metrics.axisHeight;
+    if (center) {
+        axisHeight *= options.style.sizeMultiplier;
+    }
+    // Calculate the depth
+    var depth = realHeightTotal / 2 - axisHeight;
+
+    // Now, we start building the pieces that will go into the vlist
+
+    // Keep a list of the inner pieces
+    var inners = [];
+
+    // Add the bottom symbol
+    inners.push(makeInner(bottom, font, mode));
+
+    var i;
+    if (middle === null) {
+        // Add that many symbols
+        for (i = 0; i < repeatCount; i++) {
+            inners.push(makeInner(repeat, font, mode));
+        }
+    } else {
+        // When there is a middle bit, we need the middle part and two repeated
+        // sections
+        for (i = 0; i < repeatCount; i++) {
+            inners.push(makeInner(repeat, font, mode));
+        }
+        inners.push(makeInner(middle, font, mode));
+        for (i = 0; i < repeatCount; i++) {
+            inners.push(makeInner(repeat, font, mode));
+        }
+    }
+
+    // Add the top symbol
+    inners.push(makeInner(top, font, mode));
+
+    // Finally, build the vlist
+    var inner = buildCommon.makeVList(inners, "bottom", depth, options);
+
+    return styleWrap(
+        makeSpan(["delimsizing", "mult"], [inner], options),
+        Style.TEXT, options, classes);
+};
+
+// There are three kinds of delimiters, delimiters that stack when they become
+// too large
+var stackLargeDelimiters = [
+    "(", ")", "[", "\\lbrack", "]", "\\rbrack",
+    "\\{", "\\lbrace", "\\}", "\\rbrace",
+    "\\lfloor", "\\rfloor", "\\lceil", "\\rceil",
+    "\\surd"
+];
+
+// delimiters that always stack
+var stackAlwaysDelimiters = [
+    "\\uparrow", "\\downarrow", "\\updownarrow",
+    "\\Uparrow", "\\Downarrow", "\\Updownarrow",
+    "|", "\\|", "\\vert", "\\Vert",
+    "\\lvert", "\\rvert", "\\lVert", "\\rVert",
+    "\\lgroup", "\\rgroup", "\\lmoustache", "\\rmoustache"
+];
+
+// and delimiters that never stack
+var stackNeverDelimiters = [
+    "<", ">", "\\langle", "\\rangle", "/", "\\backslash", "\\lt", "\\gt"
+];
+
+// Metrics of the different sizes. Found by looking at TeX's output of
+// $\bigl| // \Bigl| \biggl| \Biggl| \showlists$
+// Used to create stacked delimiters of appropriate sizes in makeSizedDelim.
+var sizeToMaxHeight = [0, 1.2, 1.8, 2.4, 3.0];
+
+/**
+ * Used to create a delimiter of a specific size, where `size` is 1, 2, 3, or 4.
+ */
+var makeSizedDelim = function(delim, size, options, mode, classes) {
+    // < and > turn into \langle and \rangle in delimiters
+    if (delim === "<" || delim === "\\lt") {
+        delim = "\\langle";
+    } else if (delim === ">" || delim === "\\gt") {
+        delim = "\\rangle";
+    }
+
+    // Sized delimiters are never centered.
+    if (utils.contains(stackLargeDelimiters, delim) ||
+        utils.contains(stackNeverDelimiters, delim)) {
+        return makeLargeDelim(delim, size, false, options, mode, classes);
+    } else if (utils.contains(stackAlwaysDelimiters, delim)) {
+        return makeStackedDelim(
+            delim, sizeToMaxHeight[size], false, options, mode, classes);
+    } else {
+        throw new ParseError("Illegal delimiter: '" + delim + "'");
+    }
+};
+
+/**
+ * There are three different sequences of delimiter sizes that the delimiters
+ * follow depending on the kind of delimiter. This is used when creating custom
+ * sized delimiters to decide whether to create a small, large, or stacked
+ * delimiter.
+ *
+ * In real TeX, these sequences aren't explicitly defined, but are instead
+ * defined inside the font metrics. Since there are only three sequences that
+ * are possible for the delimiters that TeX defines, it is easier to just encode
+ * them explicitly here.
+ */
+
+// Delimiters that never stack try small delimiters and large delimiters only
+var stackNeverDelimiterSequence = [
+    {type: "small", style: Style.SCRIPTSCRIPT},
+    {type: "small", style: Style.SCRIPT},
+    {type: "small", style: Style.TEXT},
+    {type: "large", size: 1},
+    {type: "large", size: 2},
+    {type: "large", size: 3},
+    {type: "large", size: 4}
+];
+
+// Delimiters that always stack try the small delimiters first, then stack
+var stackAlwaysDelimiterSequence = [
+    {type: "small", style: Style.SCRIPTSCRIPT},
+    {type: "small", style: Style.SCRIPT},
+    {type: "small", style: Style.TEXT},
+    {type: "stack"}
+];
+
+// Delimiters that stack when large try the small and then large delimiters, and
+// stack afterwards
+var stackLargeDelimiterSequence = [
+    {type: "small", style: Style.SCRIPTSCRIPT},
+    {type: "small", style: Style.SCRIPT},
+    {type: "small", style: Style.TEXT},
+    {type: "large", size: 1},
+    {type: "large", size: 2},
+    {type: "large", size: 3},
+    {type: "large", size: 4},
+    {type: "stack"}
+];
+
+/**
+ * Get the font used in a delimiter based on what kind of delimiter it is.
+ */
+var delimTypeToFont = function(type) {
+    if (type.type === "small") {
+        return "Main-Regular";
+    } else if (type.type === "large") {
+        return "Size" + type.size + "-Regular";
+    } else if (type.type === "stack") {
+        return "Size4-Regular";
+    }
+};
+
+/**
+ * Traverse a sequence of types of delimiters to decide what kind of delimiter
+ * should be used to create a delimiter of the given height+depth.
+ */
+var traverseSequence = function(delim, height, sequence, options) {
+    // Here, we choose the index we should start at in the sequences. In smaller
+    // sizes (which correspond to larger numbers in style.size) we start earlier
+    // in the sequence. Thus, scriptscript starts at index 3-3=0, script starts
+    // at index 3-2=1, text starts at 3-1=2, and display starts at min(2,3-0)=2
+    var start = Math.min(2, 3 - options.style.size);
+    for (var i = start; i < sequence.length; i++) {
+        if (sequence[i].type === "stack") {
+            // This is always the last delimiter, so we just break the loop now.
+            break;
+        }
+
+        var metrics = getMetrics(delim, delimTypeToFont(sequence[i]));
+        var heightDepth = metrics.height + metrics.depth;
+
+        // Small delimiters are scaled down versions of the same font, so we
+        // account for the style change size.
+
+        if (sequence[i].type === "small") {
+            heightDepth *= sequence[i].style.sizeMultiplier;
+        }
+
+        // Check if the delimiter at this size works for the given height.
+        if (heightDepth > height) {
+            return sequence[i];
+        }
+    }
+
+    // If we reached the end of the sequence, return the last sequence element.
+    return sequence[sequence.length - 1];
+};
+
+/**
+ * Make a delimiter of a given height+depth, with optional centering. Here, we
+ * traverse the sequences, and create a delimiter that the sequence tells us to.
+ */
+var makeCustomSizedDelim = function(delim, height, center, options, mode,
+                                    classes) {
+    if (delim === "<" || delim === "\\lt") {
+        delim = "\\langle";
+    } else if (delim === ">" || delim === "\\gt") {
+        delim = "\\rangle";
+    }
+
+    // Decide what sequence to use
+    var sequence;
+    if (utils.contains(stackNeverDelimiters, delim)) {
+        sequence = stackNeverDelimiterSequence;
+    } else if (utils.contains(stackLargeDelimiters, delim)) {
+        sequence = stackLargeDelimiterSequence;
+    } else {
+        sequence = stackAlwaysDelimiterSequence;
+    }
+
+    // Look through the sequence
+    var delimType = traverseSequence(delim, height, sequence, options);
+
+    // Depending on the sequence element we decided on, call the appropriate
+    // function.
+    if (delimType.type === "small") {
+        return makeSmallDelim(delim, delimType.style, center, options, mode,
+                              classes);
+    } else if (delimType.type === "large") {
+        return makeLargeDelim(delim, delimType.size, center, options, mode,
+                              classes);
+    } else if (delimType.type === "stack") {
+        return makeStackedDelim(delim, height, center, options, mode, classes);
+    }
+};
+
+/**
+ * Make a delimiter for use with `\left` and `\right`, given a height and depth
+ * of an expression that the delimiters surround.
+ */
+var makeLeftRightDelim = function(delim, height, depth, options, mode,
+                                  classes) {
+    // We always center \left/\right delimiters, so the axis is always shifted
+    var axisHeight =
+        options.style.metrics.axisHeight * options.style.sizeMultiplier;
+
+    // Taken from TeX source, tex.web, function make_left_right
+    var delimiterFactor = 901;
+    var delimiterExtend = 5.0 / fontMetrics.metrics.ptPerEm;
+
+    var maxDistFromAxis = Math.max(
+        height - axisHeight, depth + axisHeight);
+
+    var totalHeight = Math.max(
+        // In real TeX, calculations are done using integral values which are
+        // 65536 per pt, or 655360 per em. So, the division here truncates in
+        // TeX but doesn't here, producing different results. If we wanted to
+        // exactly match TeX's calculation, we could do
+        //   Math.floor(655360 * maxDistFromAxis / 500) *
+        //    delimiterFactor / 655360
+        // (To see the difference, compare
+        //    x^{x^{\left(\rule{0.1em}{0.68em}\right)}}
+        // in TeX and KaTeX)
+        maxDistFromAxis / 500 * delimiterFactor,
+        2 * maxDistFromAxis - delimiterExtend);
+
+    // Finally, we defer to `makeCustomSizedDelim` with our calculated total
+    // height
+    return makeCustomSizedDelim(delim, totalHeight, true, options, mode,
+                                classes);
+};
+
+module.exports = {
+    sizedDelim: makeSizedDelim,
+    customSizedDelim: makeCustomSizedDelim,
+    leftRightDelim: makeLeftRightDelim
+};
diff --git a/node_modules/katex/src/domTree.js b/node_modules/katex/src/domTree.js
new file mode 100644
index 0000000..7e2cbff
--- /dev/null
+++ b/node_modules/katex/src/domTree.js
@@ -0,0 +1,336 @@
+/**
+ * These objects store the data about the DOM nodes we create, as well as some
+ * extra data. They can then be transformed into real DOM nodes with the
+ * `toNode` function or HTML markup using `toMarkup`. They are useful for both
+ * storing extra properties on the nodes, as well as providing a way to easily
+ * work with the DOM.
+ *
+ * Similar functions for working with MathML nodes exist in mathMLTree.js.
+ */
+var unicodeRegexes = require("./unicodeRegexes");
+var utils = require("./utils");
+
+/**
+ * Create an HTML className based on a list of classes. In addition to joining
+ * with spaces, we also remove null or empty classes.
+ */
+var createClass = function(classes) {
+    classes = classes.slice();
+    for (var i = classes.length - 1; i >= 0; i--) {
+        if (!classes[i]) {
+            classes.splice(i, 1);
+        }
+    }
+
+    return classes.join(" ");
+};
+
+/**
+ * This node represents a span node, with a className, a list of children, and
+ * an inline style. It also contains information about its height, depth, and
+ * maxFontSize.
+ */
+function span(classes, children, options) {
+    this.classes = classes || [];
+    this.children = children || [];
+    this.height = 0;
+    this.depth = 0;
+    this.maxFontSize = 0;
+    this.style = {};
+    this.attributes = {};
+    if (options) {
+        if (options.style.isTight()) {
+            this.classes.push("mtight");
+        }
+        if (options.getColor()) {
+            this.style.color = options.getColor();
+        }
+    }
+}
+
+/**
+ * Sets an arbitrary attribute on the span. Warning: use this wisely. Not all
+ * browsers support attributes the same, and having too many custom attributes
+ * is probably bad.
+ */
+span.prototype.setAttribute = function(attribute, value) {
+    this.attributes[attribute] = value;
+};
+
+span.prototype.tryCombine = function(sibling) {
+    return false;
+};
+
+/**
+ * Convert the span into an HTML node
+ */
+span.prototype.toNode = function() {
+    var span = document.createElement("span");
+
+    // Apply the class
+    span.className = createClass(this.classes);
+
+    // Apply inline styles
+    for (var style in this.style) {
+        if (Object.prototype.hasOwnProperty.call(this.style, style)) {
+            span.style[style] = this.style[style];
+        }
+    }
+
+    // Apply attributes
+    for (var attr in this.attributes) {
+        if (Object.prototype.hasOwnProperty.call(this.attributes, attr)) {
+            span.setAttribute(attr, this.attributes[attr]);
+        }
+    }
+
+    // Append the children, also as HTML nodes
+    for (var i = 0; i < this.children.length; i++) {
+        span.appendChild(this.children[i].toNode());
+    }
+
+    return span;
+};
+
+/**
+ * Convert the span into an HTML markup string
+ */
+span.prototype.toMarkup = function() {
+    var markup = " 0
+        || createClass(this.classes) !== createClass(sibling.classes)
+        || this.skew !== sibling.skew
+        || this.maxFontSize !== sibling.maxFontSize) {
+        return false;
+    }
+    for (var style in this.style) {
+        if (this.style.hasOwnProperty(style)
+            && this.style[style] !== sibling.style[style]) {
+            return false;
+        }
+    }
+    for (style in sibling.style) {
+        if (sibling.style.hasOwnProperty(style)
+            && this.style[style] !== sibling.style[style]) {
+            return false;
+        }
+    }
+    this.value += sibling.value;
+    this.height = Math.max(this.height, sibling.height);
+    this.depth = Math.max(this.depth, sibling.depth);
+    this.italic = sibling.italic;
+    return true;
+};
+
+/**
+ * Creates a text node or span from a symbol node. Note that a span is only
+ * created if it is needed.
+ */
+symbolNode.prototype.toNode = function() {
+    var node = document.createTextNode(this.value);
+    var span = null;
+
+    if (this.italic > 0) {
+        span = document.createElement("span");
+        span.style.marginRight = this.italic + "em";
+    }
+
+    if (this.classes.length > 0) {
+        span = span || document.createElement("span");
+        span.className = createClass(this.classes);
+    }
+
+    for (var style in this.style) {
+        if (this.style.hasOwnProperty(style)) {
+            span = span || document.createElement("span");
+            span.style[style] = this.style[style];
+        }
+    }
+
+    if (span) {
+        span.appendChild(node);
+        return span;
+    } else {
+        return node;
+    }
+};
+
+/**
+ * Creates markup for a symbol node.
+ */
+symbolNode.prototype.toMarkup = function() {
+    // TODO(alpert): More duplication than I'd like from
+    // span.prototype.toMarkup and symbolNode.prototype.toNode...
+    var needsSpan = false;
+
+    var markup = " 0) {
+        styles += "margin-right:" + this.italic + "em;";
+    }
+    for (var style in this.style) {
+        if (this.style.hasOwnProperty(style)) {
+            styles += utils.hyphenate(style) + ":" + this.style[style] + ";";
+        }
+    }
+
+    if (styles) {
+        needsSpan = true;
+        markup += " style=\"" + utils.escape(styles) + "\"";
+    }
+
+    var escaped = utils.escape(this.value);
+    if (needsSpan) {
+        markup += ">";
+        markup += escaped;
+        markup += "";
+        return markup;
+    } else {
+        return escaped;
+    }
+};
+
+module.exports = {
+    span: span,
+    documentFragment: documentFragment,
+    symbolNode: symbolNode
+};
diff --git a/node_modules/katex/src/environments.js b/node_modules/katex/src/environments.js
new file mode 100644
index 0000000..02c9fdf
--- /dev/null
+++ b/node_modules/katex/src/environments.js
@@ -0,0 +1,223 @@
+/* eslint no-constant-condition:0 */
+var parseData = require("./parseData");
+var ParseError = require("./ParseError");
+var Style = require("./Style");
+
+var ParseNode = parseData.ParseNode;
+
+/**
+ * Parse the body of the environment, with rows delimited by \\ and
+ * columns delimited by &, and create a nested list in row-major order
+ * with one group per cell.
+ */
+function parseArray(parser, result) {
+    var row = [];
+    var body = [row];
+    var rowGaps = [];
+    while (true) {
+        var cell = parser.parseExpression(false, null);
+        row.push(new ParseNode("ordgroup", cell, parser.mode));
+        var next = parser.nextToken.text;
+        if (next === "&") {
+            parser.consume();
+        } else if (next === "\\end") {
+            break;
+        } else if (next === "\\\\" || next === "\\cr") {
+            var cr = parser.parseFunction();
+            rowGaps.push(cr.value.size);
+            row = [];
+            body.push(row);
+        } else {
+            throw new ParseError("Expected & or \\\\ or \\end",
+                                 parser.nextToken);
+        }
+    }
+    result.body = body;
+    result.rowGaps = rowGaps;
+    return new ParseNode(result.type, result, parser.mode);
+}
+
+/*
+ * An environment definition is very similar to a function definition:
+ * it is declared with a name or a list of names, a set of properties
+ * and a handler containing the actual implementation.
+ *
+ * The properties include:
+ *  - numArgs: The number of arguments after the \begin{name} function.
+ *  - argTypes: (optional) Just like for a function
+ *  - allowedInText: (optional) Whether or not the environment is allowed inside
+ *                   text mode (default false) (not enforced yet)
+ *  - numOptionalArgs: (optional) Just like for a function
+ * A bare number instead of that object indicates the numArgs value.
+ *
+ * The handler function will receive two arguments
+ *  - context: information and references provided by the parser
+ *  - args: an array of arguments passed to \begin{name}
+ * The context contains the following properties:
+ *  - envName: the name of the environment, one of the listed names.
+ *  - parser: the parser object
+ *  - lexer: the lexer object
+ *  - positions: the positions associated with these arguments from args.
+ * The handler must return a ParseResult.
+ */
+
+function defineEnvironment(names, props, handler) {
+    if (typeof names === "string") {
+        names = [names];
+    }
+    if (typeof props === "number") {
+        props = { numArgs: props };
+    }
+    // Set default values of environments
+    var data = {
+        numArgs: props.numArgs || 0,
+        argTypes: props.argTypes,
+        greediness: 1,
+        allowedInText: !!props.allowedInText,
+        numOptionalArgs: props.numOptionalArgs || 0,
+        handler: handler
+    };
+    for (var i = 0; i < names.length; ++i) {
+        module.exports[names[i]] = data;
+    }
+}
+
+// Arrays are part of LaTeX, defined in lttab.dtx so its documentation
+// is part of the source2e.pdf file of LaTeX2e source documentation.
+defineEnvironment("array", {
+    numArgs: 1
+}, function(context, args) {
+    var colalign = args[0];
+    colalign = colalign.value.map ? colalign.value : [colalign];
+    var cols = colalign.map(function(node) {
+        var ca = node.value;
+        if ("lcr".indexOf(ca) !== -1) {
+            return {
+                type: "align",
+                align: ca
+            };
+        } else if (ca === "|") {
+            return {
+                type: "separator",
+                separator: "|"
+            };
+        }
+        throw new ParseError(
+            "Unknown column alignment: " + node.value,
+            node);
+    });
+    var res = {
+        type: "array",
+        cols: cols,
+        hskipBeforeAndAfter: true // \@preamble in lttab.dtx
+    };
+    res = parseArray(context.parser, res);
+    return res;
+});
+
+// The matrix environments of amsmath builds on the array environment
+// of LaTeX, which is discussed above.
+defineEnvironment([
+    "matrix",
+    "pmatrix",
+    "bmatrix",
+    "Bmatrix",
+    "vmatrix",
+    "Vmatrix"
+], {
+}, function(context) {
+    var delimiters = {
+        "matrix": null,
+        "pmatrix": ["(", ")"],
+        "bmatrix": ["[", "]"],
+        "Bmatrix": ["\\{", "\\}"],
+        "vmatrix": ["|", "|"],
+        "Vmatrix": ["\\Vert", "\\Vert"]
+    }[context.envName];
+    var res = {
+        type: "array",
+        hskipBeforeAndAfter: false // \hskip -\arraycolsep in amsmath
+    };
+    res = parseArray(context.parser, res);
+    if (delimiters) {
+        res = new ParseNode("leftright", {
+            body: [res],
+            left: delimiters[0],
+            right: delimiters[1]
+        }, context.mode);
+    }
+    return res;
+});
+
+// A cases environment (in amsmath.sty) is almost equivalent to
+// \def\arraystretch{1.2}%
+// \left\{\begin{array}{@{}l@{\quad}l@{}} … \end{array}\right.
+defineEnvironment("cases", {
+}, function(context) {
+    var res = {
+        type: "array",
+        arraystretch: 1.2,
+        cols: [{
+            type: "align",
+            align: "l",
+            pregap: 0,
+            // TODO(kevinb) get the current style.
+            // For now we use the metrics for TEXT style which is what we were
+            // doing before.  Before attempting to get the current style we
+            // should look at TeX's behavior especially for \over and matrices.
+            postgap: Style.TEXT.metrics.quad
+        }, {
+            type: "align",
+            align: "l",
+            pregap: 0,
+            postgap: 0
+        }]
+    };
+    res = parseArray(context.parser, res);
+    res = new ParseNode("leftright", {
+        body: [res],
+        left: "\\{",
+        right: "."
+    }, context.mode);
+    return res;
+});
+
+// An aligned environment is like the align* environment
+// except it operates within math mode.
+// Note that we assume \nomallineskiplimit to be zero,
+// so that \strut@ is the same as \strut.
+defineEnvironment("aligned", {
+}, function(context) {
+    var res = {
+        type: "array",
+        cols: []
+    };
+    res = parseArray(context.parser, res);
+    var emptyGroup = new ParseNode("ordgroup", [], context.mode);
+    var numCols = 0;
+    res.value.body.forEach(function(row) {
+        var i;
+        for (i = 1; i < row.length; i += 2) {
+            row[i].value.unshift(emptyGroup);
+        }
+        if (numCols < row.length) {
+            numCols = row.length;
+        }
+    });
+    for (var i = 0; i < numCols; ++i) {
+        var align = "r";
+        var pregap = 0;
+        if (i % 2 === 1) {
+            align = "l";
+        } else if (i > 0) {
+            pregap = 2; // one \qquad between columns
+        }
+        res.value.cols[i] = {
+            type: "align",
+            align: align,
+            pregap: pregap,
+            postgap: 0
+        };
+    }
+    return res;
+});
diff --git a/node_modules/katex/src/fontMetrics.js b/node_modules/katex/src/fontMetrics.js
new file mode 100644
index 0000000..cdf9cd2
--- /dev/null
+++ b/node_modules/katex/src/fontMetrics.js
@@ -0,0 +1,278 @@
+/* eslint no-unused-vars:0 */
+
+var Style = require("./Style");
+var cjkRegex = require("./unicodeRegexes").cjkRegex;
+
+/**
+ * This file contains metrics regarding fonts and individual symbols. The sigma
+ * and xi variables, as well as the metricMap map contain data extracted from
+ * TeX, TeX font metrics, and the TTF files. These data are then exposed via the
+ * `metrics` variable and the getCharacterMetrics function.
+ */
+
+// In TeX, there are actually three sets of dimensions, one for each of
+// textstyle, scriptstyle, and scriptscriptstyle.  These are provided in the
+// the arrays below, in that order.
+//
+// The font metrics are stored in fonts cmsy10, cmsy7, and cmsy5 respsectively.
+// This was determined by running the folllowing script:
+//
+//     latex -interaction=nonstopmode \
+//     '\documentclass{article}\usepackage{amsmath}\begin{document}' \
+//     '$a$ \expandafter\show\the\textfont2' \
+//     '\expandafter\show\the\scriptfont2' \
+//     '\expandafter\show\the\scriptscriptfont2' \
+//     '\stop'
+//
+// The metrics themselves were retreived using the following commands:
+//
+//     tftopl cmsy10
+//     tftopl cmsy7
+//     tftopl cmsy5
+//
+// The output of each of these commands is quite lengthy.  The only part we
+// care about is the FONTDIMEN section. Each value is measured in EMs.
+var sigmas = {
+    slant: [0.250, 0.250, 0.250],       // sigma1
+    space: [0.000, 0.000, 0.000],       // sigma2
+    stretch: [0.000, 0.000, 0.000],     // sigma3
+    shrink: [0.000, 0.000, 0.000],      // sigma4
+    xHeight: [0.431, 0.431, 0.431],     // sigma5
+    quad: [1.000, 1.171, 1.472],        // sigma6
+    extraSpace: [0.000, 0.000, 0.000],  // sigma7
+    num1: [0.677, 0.732, 0.925],        // sigma8
+    num2: [0.394, 0.384, 0.387],        // sigma9
+    num3: [0.444, 0.471, 0.504],        // sigma10
+    denom1: [0.686, 0.752, 1.025],      // sigma11
+    denom2: [0.345, 0.344, 0.532],      // sigma12
+    sup1: [0.413, 0.503, 0.504],        // sigma13
+    sup2: [0.363, 0.431, 0.404],        // sigma14
+    sup3: [0.289, 0.286, 0.294],        // sigma15
+    sub1: [0.150, 0.143, 0.200],        // sigma16
+    sub2: [0.247, 0.286, 0.400],        // sigma17
+    supDrop: [0.386, 0.353, 0.494],     // sigma18
+    subDrop: [0.050, 0.071, 0.100],     // sigma19
+    delim1: [2.390, 1.700, 1.980],      // sigma20
+    delim2: [1.010, 1.157, 1.420],      // sigma21
+    axisHeight: [0.250, 0.250, 0.250]  // sigma22
+};
+
+// These font metrics are extracted from TeX by using
+// \font\a=cmex10
+// \showthe\fontdimenX\a
+// where X is the corresponding variable number. These correspond to the font
+// parameters of the extension fonts (family 3). See the TeXbook, page 441.
+var xi1 = 0;
+var xi2 = 0;
+var xi3 = 0;
+var xi4 = 0;
+var xi5 = 0.431;
+var xi6 = 1;
+var xi7 = 0;
+var xi8 = 0.04;
+var xi9 = 0.111;
+var xi10 = 0.166;
+var xi11 = 0.2;
+var xi12 = 0.6;
+var xi13 = 0.1;
+
+// This value determines how large a pt is, for metrics which are defined in
+// terms of pts.
+// This value is also used in katex.less; if you change it make sure the values
+// match.
+var ptPerEm = 10.0;
+
+// The space between adjacent `|` columns in an array definition. From
+// `\showthe\doublerulesep` in LaTeX.
+var doubleRuleSep = 2.0 / ptPerEm;
+
+/**
+ * This is just a mapping from common names to real metrics
+ */
+var metrics = {
+    defaultRuleThickness: xi8,
+    bigOpSpacing1: xi9,
+    bigOpSpacing2: xi10,
+    bigOpSpacing3: xi11,
+    bigOpSpacing4: xi12,
+    bigOpSpacing5: xi13,
+    ptPerEm: ptPerEm,
+    doubleRuleSep: doubleRuleSep
+};
+
+// This map contains a mapping from font name and character code to character
+// metrics, including height, depth, italic correction, and skew (kern from the
+// character to the corresponding \skewchar)
+// This map is generated via `make metrics`. It should not be changed manually.
+var metricMap = require("./fontMetricsData");
+
+// These are very rough approximations.  We default to Times New Roman which
+// should have Latin-1 and Cyrillic characters, but may not depending on the
+// operating system.  The metrics do not account for extra height from the
+// accents.  In the case of Cyrillic characters which have both ascenders and
+// descenders we prefer approximations with ascenders, primarily to prevent
+// the fraction bar or root line from intersecting the glyph.
+// TODO(kevinb) allow union of multiple glyph metrics for better accuracy.
+var extraCharacterMap = {
+    // Latin-1
+    'À': 'A',
+    'Á': 'A',
+    'Â': 'A',
+    'Ã': 'A',
+    'Ä': 'A',
+    'Å': 'A',
+    'Æ': 'A',
+    'Ç': 'C',
+    'È': 'E',
+    'É': 'E',
+    'Ê': 'E',
+    'Ë': 'E',
+    'Ì': 'I',
+    'Í': 'I',
+    'Î': 'I',
+    'Ï': 'I',
+    'Ð': 'D',
+    'Ñ': 'N',
+    'Ò': 'O',
+    'Ó': 'O',
+    'Ô': 'O',
+    'Õ': 'O',
+    'Ö': 'O',
+    'Ø': 'O',
+    'Ù': 'U',
+    'Ú': 'U',
+    'Û': 'U',
+    'Ü': 'U',
+    'Ý': 'Y',
+    'Þ': 'o',
+    'ß': 'B',
+    'à': 'a',
+    'á': 'a',
+    'â': 'a',
+    'ã': 'a',
+    'ä': 'a',
+    'å': 'a',
+    'æ': 'a',
+    'ç': 'c',
+    'è': 'e',
+    'é': 'e',
+    'ê': 'e',
+    'ë': 'e',
+    'ì': 'i',
+    'í': 'i',
+    'î': 'i',
+    'ï': 'i',
+    'ð': 'd',
+    'ñ': 'n',
+    'ò': 'o',
+    'ó': 'o',
+    'ô': 'o',
+    'õ': 'o',
+    'ö': 'o',
+    'ø': 'o',
+    'ù': 'u',
+    'ú': 'u',
+    'û': 'u',
+    'ü': 'u',
+    'ý': 'y',
+    'þ': 'o',
+    'ÿ': 'y',
+
+    // Cyrillic
+    'А': 'A',
+    'Б': 'B',
+    'В': 'B',
+    'Г': 'F',
+    'Д': 'A',
+    'Е': 'E',
+    'Ж': 'K',
+    'З': '3',
+    'И': 'N',
+    'Й': 'N',
+    'К': 'K',
+    'Л': 'N',
+    'М': 'M',
+    'Н': 'H',
+    'О': 'O',
+    'П': 'N',
+    'Р': 'P',
+    'С': 'C',
+    'Т': 'T',
+    'У': 'y',
+    'Ф': 'O',
+    'Х': 'X',
+    'Ц': 'U',
+    'Ч': 'h',
+    'Ш': 'W',
+    'Щ': 'W',
+    'Ъ': 'B',
+    'Ы': 'X',
+    'Ь': 'B',
+    'Э': '3',
+    'Ю': 'X',
+    'Я': 'R',
+    'а': 'a',
+    'б': 'b',
+    'в': 'a',
+    'г': 'r',
+    'д': 'y',
+    'е': 'e',
+    'ж': 'm',
+    'з': 'e',
+    'и': 'n',
+    'й': 'n',
+    'к': 'n',
+    'л': 'n',
+    'м': 'm',
+    'н': 'n',
+    'о': 'o',
+    'п': 'n',
+    'р': 'p',
+    'с': 'c',
+    'т': 'o',
+    'у': 'y',
+    'ф': 'b',
+    'х': 'x',
+    'ц': 'n',
+    'ч': 'n',
+    'ш': 'w',
+    'щ': 'w',
+    'ъ': 'a',
+    'ы': 'm',
+    'ь': 'a',
+    'э': 'e',
+    'ю': 'm',
+    'я': 'r'
+};
+
+/**
+ * This function is a convenience function for looking up information in the
+ * metricMap table. It takes a character as a string, and a style.
+ *
+ * Note: the `width` property may be undefined if fontMetricsData.js wasn't
+ * built using `Make extended_metrics`.
+ */
+var getCharacterMetrics = function(character, style) {
+    var ch = character.charCodeAt(0);
+    if (character[0] in extraCharacterMap) {
+        ch = extraCharacterMap[character[0]].charCodeAt(0);
+    } else if (cjkRegex.test(character[0])) {
+        ch = 'M'.charCodeAt(0);
+    }
+    var metrics = metricMap[style][ch];
+    if (metrics) {
+        return {
+            depth: metrics[0],
+            height: metrics[1],
+            italic: metrics[2],
+            skew: metrics[3],
+            width: metrics[4]
+        };
+    }
+};
+
+module.exports = {
+    metrics: metrics,
+    sigmas: sigmas,
+    getCharacterMetrics: getCharacterMetrics
+};
diff --git a/node_modules/katex/src/fontMetricsData.js b/node_modules/katex/src/fontMetricsData.js
new file mode 100644
index 0000000..b010284
--- /dev/null
+++ b/node_modules/katex/src/fontMetricsData.js
@@ -0,0 +1,1752 @@
+module.exports = {
+    "AMS-Regular": {
+        "65": [0, 0.68889, 0, 0],
+        "66": [0, 0.68889, 0, 0],
+        "67": [0, 0.68889, 0, 0],
+        "68": [0, 0.68889, 0, 0],
+        "69": [0, 0.68889, 0, 0],
+        "70": [0, 0.68889, 0, 0],
+        "71": [0, 0.68889, 0, 0],
+        "72": [0, 0.68889, 0, 0],
+        "73": [0, 0.68889, 0, 0],
+        "74": [0.16667, 0.68889, 0, 0],
+        "75": [0, 0.68889, 0, 0],
+        "76": [0, 0.68889, 0, 0],
+        "77": [0, 0.68889, 0, 0],
+        "78": [0, 0.68889, 0, 0],
+        "79": [0.16667, 0.68889, 0, 0],
+        "80": [0, 0.68889, 0, 0],
+        "81": [0.16667, 0.68889, 0, 0],
+        "82": [0, 0.68889, 0, 0],
+        "83": [0, 0.68889, 0, 0],
+        "84": [0, 0.68889, 0, 0],
+        "85": [0, 0.68889, 0, 0],
+        "86": [0, 0.68889, 0, 0],
+        "87": [0, 0.68889, 0, 0],
+        "88": [0, 0.68889, 0, 0],
+        "89": [0, 0.68889, 0, 0],
+        "90": [0, 0.68889, 0, 0],
+        "107": [0, 0.68889, 0, 0],
+        "165": [0, 0.675, 0.025, 0],
+        "174": [0.15559, 0.69224, 0, 0],
+        "240": [0, 0.68889, 0, 0],
+        "295": [0, 0.68889, 0, 0],
+        "710": [0, 0.825, 0, 0],
+        "732": [0, 0.9, 0, 0],
+        "770": [0, 0.825, 0, 0],
+        "771": [0, 0.9, 0, 0],
+        "989": [0.08167, 0.58167, 0, 0],
+        "1008": [0, 0.43056, 0.04028, 0],
+        "8245": [0, 0.54986, 0, 0],
+        "8463": [0, 0.68889, 0, 0],
+        "8487": [0, 0.68889, 0, 0],
+        "8498": [0, 0.68889, 0, 0],
+        "8502": [0, 0.68889, 0, 0],
+        "8503": [0, 0.68889, 0, 0],
+        "8504": [0, 0.68889, 0, 0],
+        "8513": [0, 0.68889, 0, 0],
+        "8592": [-0.03598, 0.46402, 0, 0],
+        "8594": [-0.03598, 0.46402, 0, 0],
+        "8602": [-0.13313, 0.36687, 0, 0],
+        "8603": [-0.13313, 0.36687, 0, 0],
+        "8606": [0.01354, 0.52239, 0, 0],
+        "8608": [0.01354, 0.52239, 0, 0],
+        "8610": [0.01354, 0.52239, 0, 0],
+        "8611": [0.01354, 0.52239, 0, 0],
+        "8619": [0, 0.54986, 0, 0],
+        "8620": [0, 0.54986, 0, 0],
+        "8621": [-0.13313, 0.37788, 0, 0],
+        "8622": [-0.13313, 0.36687, 0, 0],
+        "8624": [0, 0.69224, 0, 0],
+        "8625": [0, 0.69224, 0, 0],
+        "8630": [0, 0.43056, 0, 0],
+        "8631": [0, 0.43056, 0, 0],
+        "8634": [0.08198, 0.58198, 0, 0],
+        "8635": [0.08198, 0.58198, 0, 0],
+        "8638": [0.19444, 0.69224, 0, 0],
+        "8639": [0.19444, 0.69224, 0, 0],
+        "8642": [0.19444, 0.69224, 0, 0],
+        "8643": [0.19444, 0.69224, 0, 0],
+        "8644": [0.1808, 0.675, 0, 0],
+        "8646": [0.1808, 0.675, 0, 0],
+        "8647": [0.1808, 0.675, 0, 0],
+        "8648": [0.19444, 0.69224, 0, 0],
+        "8649": [0.1808, 0.675, 0, 0],
+        "8650": [0.19444, 0.69224, 0, 0],
+        "8651": [0.01354, 0.52239, 0, 0],
+        "8652": [0.01354, 0.52239, 0, 0],
+        "8653": [-0.13313, 0.36687, 0, 0],
+        "8654": [-0.13313, 0.36687, 0, 0],
+        "8655": [-0.13313, 0.36687, 0, 0],
+        "8666": [0.13667, 0.63667, 0, 0],
+        "8667": [0.13667, 0.63667, 0, 0],
+        "8669": [-0.13313, 0.37788, 0, 0],
+        "8672": [-0.064, 0.437, 0, 0],
+        "8674": [-0.064, 0.437, 0, 0],
+        "8705": [0, 0.825, 0, 0],
+        "8708": [0, 0.68889, 0, 0],
+        "8709": [0.08167, 0.58167, 0, 0],
+        "8717": [0, 0.43056, 0, 0],
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+        "9128": [0.65002, 1.15, 0, 0],
+        "9129": [0.90001, 0, 0, 0],
+        "9130": [0, 0.3, 0, 0],
+        "9131": [1e-05, 0.9, 0, 0],
+        "9132": [0.65002, 1.15, 0, 0],
+        "9133": [0.90001, 0, 0, 0],
+        "9143": [0.88502, 0.915, 0, 0],
+        "10216": [1.25003, 1.75, 0, 0],
+        "10217": [1.25003, 1.75, 0, 0],
+        "57344": [-0.00499, 0.605, 0, 0],
+        "57345": [-0.00499, 0.605, 0, 0],
+        "57680": [0, 0.12, 0, 0],
+        "57681": [0, 0.12, 0, 0],
+        "57682": [0, 0.12, 0, 0],
+        "57683": [0, 0.12, 0, 0]
+    },
+    "Typewriter-Regular": {
+        "33": [0, 0.61111, 0, 0],
+        "34": [0, 0.61111, 0, 0],
+        "35": [0, 0.61111, 0, 0],
+        "36": [0.08333, 0.69444, 0, 0],
+        "37": [0.08333, 0.69444, 0, 0],
+        "38": [0, 0.61111, 0, 0],
+        "39": [0, 0.61111, 0, 0],
+        "40": [0.08333, 0.69444, 0, 0],
+        "41": [0.08333, 0.69444, 0, 0],
+        "42": [0, 0.52083, 0, 0],
+        "43": [-0.08056, 0.53055, 0, 0],
+        "44": [0.13889, 0.125, 0, 0],
+        "45": [-0.08056, 0.53055, 0, 0],
+        "46": [0, 0.125, 0, 0],
+        "47": [0.08333, 0.69444, 0, 0],
+        "48": [0, 0.61111, 0, 0],
+        "49": [0, 0.61111, 0, 0],
+        "50": [0, 0.61111, 0, 0],
+        "51": [0, 0.61111, 0, 0],
+        "52": [0, 0.61111, 0, 0],
+        "53": [0, 0.61111, 0, 0],
+        "54": [0, 0.61111, 0, 0],
+        "55": [0, 0.61111, 0, 0],
+        "56": [0, 0.61111, 0, 0],
+        "57": [0, 0.61111, 0, 0],
+        "58": [0, 0.43056, 0, 0],
+        "59": [0.13889, 0.43056, 0, 0],
+        "60": [-0.05556, 0.55556, 0, 0],
+        "61": [-0.19549, 0.41562, 0, 0],
+        "62": [-0.05556, 0.55556, 0, 0],
+        "63": [0, 0.61111, 0, 0],
+        "64": [0, 0.61111, 0, 0],
+        "65": [0, 0.61111, 0, 0],
+        "66": [0, 0.61111, 0, 0],
+        "67": [0, 0.61111, 0, 0],
+        "68": [0, 0.61111, 0, 0],
+        "69": [0, 0.61111, 0, 0],
+        "70": [0, 0.61111, 0, 0],
+        "71": [0, 0.61111, 0, 0],
+        "72": [0, 0.61111, 0, 0],
+        "73": [0, 0.61111, 0, 0],
+        "74": [0, 0.61111, 0, 0],
+        "75": [0, 0.61111, 0, 0],
+        "76": [0, 0.61111, 0, 0],
+        "77": [0, 0.61111, 0, 0],
+        "78": [0, 0.61111, 0, 0],
+        "79": [0, 0.61111, 0, 0],
+        "80": [0, 0.61111, 0, 0],
+        "81": [0.13889, 0.61111, 0, 0],
+        "82": [0, 0.61111, 0, 0],
+        "83": [0, 0.61111, 0, 0],
+        "84": [0, 0.61111, 0, 0],
+        "85": [0, 0.61111, 0, 0],
+        "86": [0, 0.61111, 0, 0],
+        "87": [0, 0.61111, 0, 0],
+        "88": [0, 0.61111, 0, 0],
+        "89": [0, 0.61111, 0, 0],
+        "90": [0, 0.61111, 0, 0],
+        "91": [0.08333, 0.69444, 0, 0],
+        "92": [0.08333, 0.69444, 0, 0],
+        "93": [0.08333, 0.69444, 0, 0],
+        "94": [0, 0.61111, 0, 0],
+        "95": [0.09514, 0, 0, 0],
+        "96": [0, 0.61111, 0, 0],
+        "97": [0, 0.43056, 0, 0],
+        "98": [0, 0.61111, 0, 0],
+        "99": [0, 0.43056, 0, 0],
+        "100": [0, 0.61111, 0, 0],
+        "101": [0, 0.43056, 0, 0],
+        "102": [0, 0.61111, 0, 0],
+        "103": [0.22222, 0.43056, 0, 0],
+        "104": [0, 0.61111, 0, 0],
+        "105": [0, 0.61111, 0, 0],
+        "106": [0.22222, 0.61111, 0, 0],
+        "107": [0, 0.61111, 0, 0],
+        "108": [0, 0.61111, 0, 0],
+        "109": [0, 0.43056, 0, 0],
+        "110": [0, 0.43056, 0, 0],
+        "111": [0, 0.43056, 0, 0],
+        "112": [0.22222, 0.43056, 0, 0],
+        "113": [0.22222, 0.43056, 0, 0],
+        "114": [0, 0.43056, 0, 0],
+        "115": [0, 0.43056, 0, 0],
+        "116": [0, 0.55358, 0, 0],
+        "117": [0, 0.43056, 0, 0],
+        "118": [0, 0.43056, 0, 0],
+        "119": [0, 0.43056, 0, 0],
+        "120": [0, 0.43056, 0, 0],
+        "121": [0.22222, 0.43056, 0, 0],
+        "122": [0, 0.43056, 0, 0],
+        "123": [0.08333, 0.69444, 0, 0],
+        "124": [0.08333, 0.69444, 0, 0],
+        "125": [0.08333, 0.69444, 0, 0],
+        "126": [0, 0.61111, 0, 0],
+        "127": [0, 0.61111, 0, 0],
+        "305": [0, 0.43056, 0, 0],
+        "567": [0.22222, 0.43056, 0, 0],
+        "768": [0, 0.61111, 0, 0],
+        "769": [0, 0.61111, 0, 0],
+        "770": [0, 0.61111, 0, 0],
+        "771": [0, 0.61111, 0, 0],
+        "772": [0, 0.56555, 0, 0],
+        "774": [0, 0.61111, 0, 0],
+        "776": [0, 0.61111, 0, 0],
+        "778": [0, 0.61111, 0, 0],
+        "780": [0, 0.56597, 0, 0],
+        "915": [0, 0.61111, 0, 0],
+        "916": [0, 0.61111, 0, 0],
+        "920": [0, 0.61111, 0, 0],
+        "923": [0, 0.61111, 0, 0],
+        "926": [0, 0.61111, 0, 0],
+        "928": [0, 0.61111, 0, 0],
+        "931": [0, 0.61111, 0, 0],
+        "933": [0, 0.61111, 0, 0],
+        "934": [0, 0.61111, 0, 0],
+        "936": [0, 0.61111, 0, 0],
+        "937": [0, 0.61111, 0, 0],
+        "2018": [0, 0.61111, 0, 0],
+        "2019": [0, 0.61111, 0, 0],
+        "8242": [0, 0.61111, 0, 0]
+    }
+};
diff --git a/node_modules/katex/src/functions.js b/node_modules/katex/src/functions.js
new file mode 100644
index 0000000..f2f06b7
--- /dev/null
+++ b/node_modules/katex/src/functions.js
@@ -0,0 +1,693 @@
+var utils = require("./utils");
+var ParseError = require("./ParseError");
+var parseData = require("./parseData");
+var ParseNode = parseData.ParseNode;
+
+/* This file contains a list of functions that we parse, identified by
+ * the calls to defineFunction.
+ *
+ * The first argument to defineFunction is a single name or a list of names.
+ * All functions named in such a list will share a single implementation.
+ *
+ * Each declared function can have associated properties, which
+ * include the following:
+ *
+ *  - numArgs: The number of arguments the function takes.
+ *             If this is the only property, it can be passed as a number
+ *             instead of an element of a properties object.
+ *  - argTypes: (optional) An array corresponding to each argument of the
+ *              function, giving the type of argument that should be parsed. Its
+ *              length should be equal to `numArgs + numOptionalArgs`. Valid
+ *              types:
+ *               - "size": A size-like thing, such as "1em" or "5ex"
+ *               - "color": An html color, like "#abc" or "blue"
+ *               - "original": The same type as the environment that the
+ *                             function being parsed is in (e.g. used for the
+ *                             bodies of functions like \color where the first
+ *                             argument is special and the second argument is
+ *                             parsed normally)
+ *              Other possible types (probably shouldn't be used)
+ *               - "text": Text-like (e.g. \text)
+ *               - "math": Normal math
+ *              If undefined, this will be treated as an appropriate length
+ *              array of "original" strings
+ *  - greediness: (optional) The greediness of the function to use ungrouped
+ *                arguments.
+ *
+ *                E.g. if you have an expression
+ *                  \sqrt \frac 1 2
+ *                since \frac has greediness=2 vs \sqrt's greediness=1, \frac
+ *                will use the two arguments '1' and '2' as its two arguments,
+ *                then that whole function will be used as the argument to
+ *                \sqrt. On the other hand, the expressions
+ *                  \frac \frac 1 2 3
+ *                and
+ *                  \frac \sqrt 1 2
+ *                will fail because \frac and \frac have equal greediness
+ *                and \sqrt has a lower greediness than \frac respectively. To
+ *                make these parse, we would have to change them to:
+ *                  \frac {\frac 1 2} 3
+ *                and
+ *                  \frac {\sqrt 1} 2
+ *
+ *                The default value is `1`
+ *  - allowedInText: (optional) Whether or not the function is allowed inside
+ *                   text mode (default false)
+ *  - numOptionalArgs: (optional) The number of optional arguments the function
+ *                     should parse. If the optional arguments aren't found,
+ *                     `null` will be passed to the handler in their place.
+ *                     (default 0)
+ *  - infix: (optional) Must be true if the function is an infix operator.
+ *
+ * The last argument is that implementation, the handler for the function(s).
+ * It is called to handle these functions and their arguments.
+ * It receives two arguments:
+ *  - context contains information and references provided by the parser
+ *  - args is an array of arguments obtained from TeX input
+ * The context contains the following properties:
+ *  - funcName: the text (i.e. name) of the function, including \
+ *  - parser: the parser object
+ *  - lexer: the lexer object
+ *  - positions: the positions in the overall string of the function
+ *               and the arguments.
+ * The latter three should only be used to produce error messages.
+ *
+ * The function should return an object with the following keys:
+ *  - type: The type of element that this is. This is then used in
+ *          buildHTML/buildMathML to determine which function
+ *          should be called to build this node into a DOM node
+ * Any other data can be added to the object, which will be passed
+ * in to the function in buildHTML/buildMathML as `group.value`.
+ */
+
+function defineFunction(names, props, handler) {
+    if (typeof names === "string") {
+        names = [names];
+    }
+    if (typeof props === "number") {
+        props = { numArgs: props };
+    }
+    // Set default values of functions
+    var data = {
+        numArgs: props.numArgs,
+        argTypes: props.argTypes,
+        greediness: (props.greediness === undefined) ? 1 : props.greediness,
+        allowedInText: !!props.allowedInText,
+        numOptionalArgs: props.numOptionalArgs || 0,
+        infix: !!props.infix,
+        handler: handler
+    };
+    for (var i = 0; i < names.length; ++i) {
+        module.exports[names[i]] = data;
+    }
+}
+
+// Since the corresponding buildHTML/buildMathML function expects a
+// list of elements, we normalize for different kinds of arguments
+var ordargument = function(arg) {
+    if (arg.type === "ordgroup") {
+        return arg.value;
+    } else {
+        return [arg];
+    }
+};
+
+// A normal square root
+defineFunction("\\sqrt", {
+    numArgs: 1,
+    numOptionalArgs: 1
+}, function(context, args) {
+    var index = args[0];
+    var body = args[1];
+    return {
+        type: "sqrt",
+        body: body,
+        index: index
+    };
+});
+
+// Non-mathy text, possibly in a font
+var textFunctionStyles = {
+    "\\text": undefined, "\\textrm": "mathrm", "\\textsf": "mathsf",
+    "\\texttt": "mathtt", "\\textnormal": "mathrm", "\\textbf": "mathbf",
+    "\\textit": "textit"
+};
+
+defineFunction([
+    "\\text", "\\textrm", "\\textsf", "\\texttt", "\\textnormal",
+    "\\textbf", "\\textit"
+], {
+    numArgs: 1,
+    argTypes: ["text"],
+    greediness: 2,
+    allowedInText: true
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "text",
+        body: ordargument(body),
+        style: textFunctionStyles[context.funcName]
+    };
+});
+
+// A two-argument custom color
+defineFunction("\\color", {
+    numArgs: 2,
+    allowedInText: true,
+    greediness: 3,
+    argTypes: ["color", "original"]
+}, function(context, args) {
+    var color = args[0];
+    var body = args[1];
+    return {
+        type: "color",
+        color: color.value,
+        value: ordargument(body)
+    };
+});
+
+// An overline
+defineFunction("\\overline", {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "overline",
+        body: body
+    };
+});
+
+// An underline
+defineFunction("\\underline", {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "underline",
+        body: body
+    };
+});
+
+// A box of the width and height
+defineFunction("\\rule", {
+    numArgs: 2,
+    numOptionalArgs: 1,
+    argTypes: ["size", "size", "size"]
+}, function(context, args) {
+    var shift = args[0];
+    var width = args[1];
+    var height = args[2];
+    return {
+        type: "rule",
+        shift: shift && shift.value,
+        width: width.value,
+        height: height.value
+    };
+});
+
+// TODO: In TeX, \mkern only accepts mu-units, and \kern does not accept
+// mu-units. In current KaTeX we relax this; both commands accept any unit.
+defineFunction(["\\kern", "\\mkern"], {
+    numArgs: 1,
+    argTypes: ["size"]
+}, function(context, args) {
+    return {
+        type: "kern",
+        dimension: args[0].value
+    };
+});
+
+// A KaTeX logo
+defineFunction("\\KaTeX", {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "katex"
+    };
+});
+
+defineFunction("\\phantom", {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "phantom",
+        value: ordargument(body)
+    };
+});
+
+// Math class commands except \mathop
+defineFunction([
+    "\\mathord", "\\mathbin", "\\mathrel", "\\mathopen",
+    "\\mathclose", "\\mathpunct", "\\mathinner"
+], {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "mclass",
+        mclass: "m" + context.funcName.substr(5),
+        value: ordargument(body)
+    };
+});
+
+// Build a relation by placing one symbol on top of another
+defineFunction("\\stackrel", {
+    numArgs: 2
+}, function(context, args) {
+    var top = args[0];
+    var bottom = args[1];
+
+    var bottomop = new ParseNode("op", {
+        type: "op",
+        limits: true,
+        alwaysHandleSupSub: true,
+        symbol: false,
+        value: ordargument(bottom)
+    }, bottom.mode);
+
+    var supsub = new ParseNode("supsub", {
+        base: bottomop,
+        sup: top,
+        sub: null
+    }, top.mode);
+
+    return {
+        type: "mclass",
+        mclass: "mrel",
+        value: [supsub]
+    };
+});
+
+// \mod-type functions
+defineFunction("\\bmod", {
+    numArgs: 0
+}, function(context, args) {
+    return {
+        type: "mod",
+        modType: "bmod",
+        value: null
+    };
+});
+
+defineFunction(["\\pod", "\\pmod", "\\mod"], {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "mod",
+        modType: context.funcName.substr(1),
+        value: ordargument(body)
+    };
+});
+
+// Extra data needed for the delimiter handler down below
+var delimiterSizes = {
+    "\\bigl" : {mclass: "mopen",    size: 1},
+    "\\Bigl" : {mclass: "mopen",    size: 2},
+    "\\biggl": {mclass: "mopen",    size: 3},
+    "\\Biggl": {mclass: "mopen",    size: 4},
+    "\\bigr" : {mclass: "mclose",   size: 1},
+    "\\Bigr" : {mclass: "mclose",   size: 2},
+    "\\biggr": {mclass: "mclose",   size: 3},
+    "\\Biggr": {mclass: "mclose",   size: 4},
+    "\\bigm" : {mclass: "mrel",     size: 1},
+    "\\Bigm" : {mclass: "mrel",     size: 2},
+    "\\biggm": {mclass: "mrel",     size: 3},
+    "\\Biggm": {mclass: "mrel",     size: 4},
+    "\\big"  : {mclass: "mord",     size: 1},
+    "\\Big"  : {mclass: "mord",     size: 2},
+    "\\bigg" : {mclass: "mord",     size: 3},
+    "\\Bigg" : {mclass: "mord",     size: 4}
+};
+
+var delimiters = [
+    "(", ")", "[", "\\lbrack", "]", "\\rbrack",
+    "\\{", "\\lbrace", "\\}", "\\rbrace",
+    "\\lfloor", "\\rfloor", "\\lceil", "\\rceil",
+    "<", ">", "\\langle", "\\rangle", "\\lt", "\\gt",
+    "\\lvert", "\\rvert", "\\lVert", "\\rVert",
+    "\\lgroup", "\\rgroup", "\\lmoustache", "\\rmoustache",
+    "/", "\\backslash",
+    "|", "\\vert", "\\|", "\\Vert",
+    "\\uparrow", "\\Uparrow",
+    "\\downarrow", "\\Downarrow",
+    "\\updownarrow", "\\Updownarrow",
+    "."
+];
+
+var fontAliases = {
+    "\\Bbb": "\\mathbb",
+    "\\bold": "\\mathbf",
+    "\\frak": "\\mathfrak"
+};
+
+// Single-argument color functions
+defineFunction([
+    "\\blue", "\\orange", "\\pink", "\\red",
+    "\\green", "\\gray", "\\purple",
+    "\\blueA", "\\blueB", "\\blueC", "\\blueD", "\\blueE",
+    "\\tealA", "\\tealB", "\\tealC", "\\tealD", "\\tealE",
+    "\\greenA", "\\greenB", "\\greenC", "\\greenD", "\\greenE",
+    "\\goldA", "\\goldB", "\\goldC", "\\goldD", "\\goldE",
+    "\\redA", "\\redB", "\\redC", "\\redD", "\\redE",
+    "\\maroonA", "\\maroonB", "\\maroonC", "\\maroonD", "\\maroonE",
+    "\\purpleA", "\\purpleB", "\\purpleC", "\\purpleD", "\\purpleE",
+    "\\mintA", "\\mintB", "\\mintC",
+    "\\grayA", "\\grayB", "\\grayC", "\\grayD", "\\grayE",
+    "\\grayF", "\\grayG", "\\grayH", "\\grayI",
+    "\\kaBlue", "\\kaGreen"
+], {
+    numArgs: 1,
+    allowedInText: true,
+    greediness: 3
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "color",
+        color: "katex-" + context.funcName.slice(1),
+        value: ordargument(body)
+    };
+});
+
+// There are 2 flags for operators; whether they produce limits in
+// displaystyle, and whether they are symbols and should grow in
+// displaystyle. These four groups cover the four possible choices.
+
+// No limits, not symbols
+defineFunction([
+    "\\arcsin", "\\arccos", "\\arctan", "\\arg", "\\cos", "\\cosh",
+    "\\cot", "\\coth", "\\csc", "\\deg", "\\dim", "\\exp", "\\hom",
+    "\\ker", "\\lg", "\\ln", "\\log", "\\sec", "\\sin", "\\sinh",
+    "\\tan", "\\tanh"
+], {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "op",
+        limits: false,
+        symbol: false,
+        body: context.funcName
+    };
+});
+
+// Limits, not symbols
+defineFunction([
+    "\\det", "\\gcd", "\\inf", "\\lim", "\\liminf", "\\limsup", "\\max",
+    "\\min", "\\Pr", "\\sup"
+], {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "op",
+        limits: true,
+        symbol: false,
+        body: context.funcName
+    };
+});
+
+// No limits, symbols
+defineFunction([
+    "\\int", "\\iint", "\\iiint", "\\oint"
+], {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "op",
+        limits: false,
+        symbol: true,
+        body: context.funcName
+    };
+});
+
+// Limits, symbols
+defineFunction([
+    "\\coprod", "\\bigvee", "\\bigwedge", "\\biguplus", "\\bigcap",
+    "\\bigcup", "\\intop", "\\prod", "\\sum", "\\bigotimes",
+    "\\bigoplus", "\\bigodot", "\\bigsqcup", "\\smallint"
+], {
+    numArgs: 0
+}, function(context) {
+    return {
+        type: "op",
+        limits: true,
+        symbol: true,
+        body: context.funcName
+    };
+});
+
+// \mathop class command
+defineFunction("\\mathop", {
+    numArgs: 1
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: "op",
+        limits: false,
+        symbol: false,
+        value: ordargument(body)
+    };
+});
+
+// Fractions
+defineFunction([
+    "\\dfrac", "\\frac", "\\tfrac",
+    "\\dbinom", "\\binom", "\\tbinom",
+    "\\\\atopfrac" // can’t be entered directly
+], {
+    numArgs: 2,
+    greediness: 2
+}, function(context, args) {
+    var numer = args[0];
+    var denom = args[1];
+    var hasBarLine;
+    var leftDelim = null;
+    var rightDelim = null;
+    var size = "auto";
+
+    switch (context.funcName) {
+        case "\\dfrac":
+        case "\\frac":
+        case "\\tfrac":
+            hasBarLine = true;
+            break;
+        case "\\\\atopfrac":
+            hasBarLine = false;
+            break;
+        case "\\dbinom":
+        case "\\binom":
+        case "\\tbinom":
+            hasBarLine = false;
+            leftDelim = "(";
+            rightDelim = ")";
+            break;
+        default:
+            throw new Error("Unrecognized genfrac command");
+    }
+
+    switch (context.funcName) {
+        case "\\dfrac":
+        case "\\dbinom":
+            size = "display";
+            break;
+        case "\\tfrac":
+        case "\\tbinom":
+            size = "text";
+            break;
+    }
+
+    return {
+        type: "genfrac",
+        numer: numer,
+        denom: denom,
+        hasBarLine: hasBarLine,
+        leftDelim: leftDelim,
+        rightDelim: rightDelim,
+        size: size
+    };
+});
+
+// Left and right overlap functions
+defineFunction(["\\llap", "\\rlap"], {
+    numArgs: 1,
+    allowedInText: true
+}, function(context, args) {
+    var body = args[0];
+    return {
+        type: context.funcName.slice(1),
+        body: body
+    };
+});
+
+// Delimiter functions
+var checkDelimiter = function(delim, context) {
+    if (utils.contains(delimiters, delim.value)) {
+        return delim;
+    } else {
+        throw new ParseError(
+            "Invalid delimiter: '" + delim.value + "' after '" +
+            context.funcName + "'", delim);
+    }
+};
+
+defineFunction([
+    "\\bigl", "\\Bigl", "\\biggl", "\\Biggl",
+    "\\bigr", "\\Bigr", "\\biggr", "\\Biggr",
+    "\\bigm", "\\Bigm", "\\biggm", "\\Biggm",
+    "\\big",  "\\Big",  "\\bigg",  "\\Bigg"
+], {
+    numArgs: 1
+}, function(context, args) {
+    var delim = checkDelimiter(args[0], context);
+
+    return {
+        type: "delimsizing",
+        size: delimiterSizes[context.funcName].size,
+        mclass: delimiterSizes[context.funcName].mclass,
+        value: delim.value
+    };
+});
+
+defineFunction([
+    "\\left", "\\right"
+], {
+    numArgs: 1
+}, function(context, args) {
+    var delim = checkDelimiter(args[0], context);
+
+    // \left and \right are caught somewhere in Parser.js, which is
+    // why this data doesn't match what is in buildHTML.
+    return {
+        type: "leftright",
+        value: delim.value
+    };
+});
+
+defineFunction("\\middle", {
+    numArgs: 1
+}, function(context, args) {
+    var delim = checkDelimiter(args[0], context);
+    if (!context.parser.leftrightDepth) {
+        throw new ParseError("\\middle without preceding \\left", delim);
+    }
+
+    return {
+        type: "middle",
+        value: delim.value
+    };
+});
+
+// Sizing functions (handled in Parser.js explicitly, hence no handler)
+defineFunction([
+    "\\tiny", "\\scriptsize", "\\footnotesize", "\\small",
+    "\\normalsize", "\\large", "\\Large", "\\LARGE", "\\huge", "\\Huge"
+], 0, null);
+
+// Style changing functions (handled in Parser.js explicitly, hence no
+// handler)
+defineFunction([
+    "\\displaystyle", "\\textstyle", "\\scriptstyle",
+    "\\scriptscriptstyle"
+], 0, null);
+
+defineFunction([
+    // styles
+    "\\mathrm", "\\mathit", "\\mathbf",
+
+    // families
+    "\\mathbb", "\\mathcal", "\\mathfrak", "\\mathscr", "\\mathsf",
+    "\\mathtt",
+
+    // aliases
+    "\\Bbb", "\\bold", "\\frak"
+], {
+    numArgs: 1,
+    greediness: 2
+}, function(context, args) {
+    var body = args[0];
+    var func = context.funcName;
+    if (func in fontAliases) {
+        func = fontAliases[func];
+    }
+    return {
+        type: "font",
+        font: func.slice(1),
+        body: body
+    };
+});
+
+// Accents
+defineFunction([
+    "\\acute", "\\grave", "\\ddot", "\\tilde", "\\bar", "\\breve",
+    "\\check", "\\hat", "\\vec", "\\dot"
+    // We don't support expanding accents yet
+    // "\\widetilde", "\\widehat"
+], {
+    numArgs: 1
+}, function(context, args) {
+    var base = args[0];
+    return {
+        type: "accent",
+        accent: context.funcName,
+        base: base
+    };
+});
+
+// Infix generalized fractions
+defineFunction(["\\over", "\\choose", "\\atop"], {
+    numArgs: 0,
+    infix: true
+}, function(context) {
+    var replaceWith;
+    switch (context.funcName) {
+        case "\\over":
+            replaceWith = "\\frac";
+            break;
+        case "\\choose":
+            replaceWith = "\\binom";
+            break;
+        case "\\atop":
+            replaceWith = "\\\\atopfrac";
+            break;
+        default:
+            throw new Error("Unrecognized infix genfrac command");
+    }
+    return {
+        type: "infix",
+        replaceWith: replaceWith,
+        token: context.token
+    };
+});
+
+// Row breaks for aligned data
+defineFunction(["\\\\", "\\cr"], {
+    numArgs: 0,
+    numOptionalArgs: 1,
+    argTypes: ["size"]
+}, function(context, args) {
+    var size = args[0];
+    return {
+        type: "cr",
+        size: size
+    };
+});
+
+// Environment delimiters
+defineFunction(["\\begin", "\\end"], {
+    numArgs: 1,
+    argTypes: ["text"]
+}, function(context, args) {
+    var nameGroup = args[0];
+    if (nameGroup.type !== "ordgroup") {
+        throw new ParseError("Invalid environment name", nameGroup);
+    }
+    var name = "";
+    for (var i = 0; i < nameGroup.value.length; ++i) {
+        name += nameGroup.value[i].value;
+    }
+    return {
+        type: "environment",
+        name: name,
+        nameGroup: nameGroup
+    };
+});
diff --git a/node_modules/katex/src/mathMLTree.js b/node_modules/katex/src/mathMLTree.js
new file mode 100644
index 0000000..0c7d441
--- /dev/null
+++ b/node_modules/katex/src/mathMLTree.js
@@ -0,0 +1,102 @@
+/**
+ * These objects store data about MathML nodes. This is the MathML equivalent
+ * of the types in domTree.js. Since MathML handles its own rendering, and
+ * since we're mainly using MathML to improve accessibility, we don't manage
+ * any of the styling state that the plain DOM nodes do.
+ *
+ * The `toNode` and `toMarkup` functions work simlarly to how they do in
+ * domTree.js, creating namespaced DOM nodes and HTML text markup respectively.
+ */
+
+var utils = require("./utils");
+
+/**
+ * This node represents a general purpose MathML node of any type. The
+ * constructor requires the type of node to create (for example, `"mo"` or
+ * `"mspace"`, corresponding to `` and `` tags).
+ */
+function MathNode(type, children) {
+    this.type = type;
+    this.attributes = {};
+    this.children = children || [];
+}
+
+/**
+ * Sets an attribute on a MathML node. MathML depends on attributes to convey a
+ * semantic content, so this is used heavily.
+ */
+MathNode.prototype.setAttribute = function(name, value) {
+    this.attributes[name] = value;
+};
+
+/**
+ * Converts the math node into a MathML-namespaced DOM element.
+ */
+MathNode.prototype.toNode = function() {
+    var node = document.createElementNS(
+        "http://www.w3.org/1998/Math/MathML", this.type);
+
+    for (var attr in this.attributes) {
+        if (Object.prototype.hasOwnProperty.call(this.attributes, attr)) {
+            node.setAttribute(attr, this.attributes[attr]);
+        }
+    }
+
+    for (var i = 0; i < this.children.length; i++) {
+        node.appendChild(this.children[i].toNode());
+    }
+
+    return node;
+};
+
+/**
+ * Converts the math node into an HTML markup string.
+ */
+MathNode.prototype.toMarkup = function() {
+    var markup = "<" + this.type;
+
+    // Add the attributes
+    for (var attr in this.attributes) {
+        if (Object.prototype.hasOwnProperty.call(this.attributes, attr)) {
+            markup += " " + attr + "=\"";
+            markup += utils.escape(this.attributes[attr]);
+            markup += "\"";
+        }
+    }
+
+    markup += ">";
+
+    for (var i = 0; i < this.children.length; i++) {
+        markup += this.children[i].toMarkup();
+    }
+
+    markup += "";
+
+    return markup;
+};
+
+/**
+ * This node represents a piece of text.
+ */
+function TextNode(text) {
+    this.text = text;
+}
+
+/**
+ * Converts the text node into a DOM text node.
+ */
+TextNode.prototype.toNode = function() {
+    return document.createTextNode(this.text);
+};
+
+/**
+ * Converts the text node into HTML markup (which is just the text itself).
+ */
+TextNode.prototype.toMarkup = function() {
+    return utils.escape(this.text);
+};
+
+module.exports = {
+    MathNode: MathNode,
+    TextNode: TextNode
+};
diff --git a/node_modules/katex/src/parseData.js b/node_modules/katex/src/parseData.js
new file mode 100644
index 0000000..3912445
--- /dev/null
+++ b/node_modules/katex/src/parseData.js
@@ -0,0 +1,32 @@
+/**
+ * The resulting parse tree nodes of the parse tree.
+ *
+ * It is possible to provide position information, so that a ParseNode can
+ * fulfil a role similar to a Token in error reporting.
+ * For details on the corresponding properties see Token constructor.
+ * Providing such information can lead to better error reporting.
+ *
+ * @param {string}  type       type of node, like e.g. "ordgroup"
+ * @param {?object} value      type-specific representation of the node
+ * @param {string}  mode       parse mode in action for this node,
+ *                             "math" or "text"
+ * @param {Token=} firstToken  first token of the input for this node,
+ *                             will omit position information if unset
+ * @param {Token=} lastToken   last token of the input for this node,
+ *                             will default to firstToken if unset
+ */
+function ParseNode(type, value, mode, firstToken, lastToken) {
+    this.type = type;
+    this.value = value;
+    this.mode = mode;
+    if (firstToken && (!lastToken || lastToken.lexer === firstToken.lexer)) {
+        this.lexer = firstToken.lexer;
+        this.start = firstToken.start;
+        this.end = (lastToken || firstToken).end;
+    }
+}
+
+module.exports = {
+    ParseNode: ParseNode
+};
+
diff --git a/node_modules/katex/src/parseTree.js b/node_modules/katex/src/parseTree.js
new file mode 100644
index 0000000..44f38c6
--- /dev/null
+++ b/node_modules/katex/src/parseTree.js
@@ -0,0 +1,20 @@
+/**
+ * Provides a single function for parsing an expression using a Parser
+ * TODO(emily): Remove this
+ */
+
+var Parser = require("./Parser");
+
+/**
+ * Parses an expression using a Parser, then returns the parsed result.
+ */
+var parseTree = function(toParse, settings) {
+    if (!(typeof toParse === 'string' || toParse instanceof String)) {
+        throw new TypeError('KaTeX can only parse string typed expression');
+    }
+    var parser = new Parser(toParse, settings);
+
+    return parser.parse();
+};
+
+module.exports = parseTree;
diff --git a/node_modules/katex/src/symbols.js b/node_modules/katex/src/symbols.js
new file mode 100644
index 0000000..6ac6548
--- /dev/null
+++ b/node_modules/katex/src/symbols.js
@@ -0,0 +1,672 @@
+/**
+ * This file holds a list of all no-argument functions and single-character
+ * symbols (like 'a' or ';').
+ *
+ * For each of the symbols, there are three properties they can have:
+ * - font (required): the font to be used for this symbol. Either "main" (the
+     normal font), or "ams" (the ams fonts).
+ * - group (required): the ParseNode group type the symbol should have (i.e.
+     "textord", "mathord", etc).
+     See https://github.com/Khan/KaTeX/wiki/Examining-TeX#group-types
+ * - replace: the character that this symbol or function should be
+ *   replaced with (i.e. "\phi" has a replace value of "\u03d5", the phi
+ *   character in the main font).
+ *
+ * The outermost map in the table indicates what mode the symbols should be
+ * accepted in (e.g. "math" or "text").
+ */
+
+module.exports = {
+    math: {},
+    text: {}
+};
+
+function defineSymbol(mode, font, group, replace, name) {
+    module.exports[mode][name] = {
+        font: font,
+        group: group,
+        replace: replace
+    };
+}
+
+// Some abbreviations for commonly used strings.
+// This helps minify the code, and also spotting typos using jshint.
+
+// modes:
+var math = "math";
+var text = "text";
+
+// fonts:
+var main = "main";
+var ams = "ams";
+
+// groups:
+var accent = "accent";
+var bin = "bin";
+var close = "close";
+var inner = "inner";
+var mathord = "mathord";
+var op = "op";
+var open = "open";
+var punct = "punct";
+var rel = "rel";
+var spacing = "spacing";
+var textord = "textord";
+
+// Now comes the symbol table
+
+// Relation Symbols
+defineSymbol(math, main, rel, "\u2261", "\\equiv");
+defineSymbol(math, main, rel, "\u227a", "\\prec");
+defineSymbol(math, main, rel, "\u227b", "\\succ");
+defineSymbol(math, main, rel, "\u223c", "\\sim");
+defineSymbol(math, main, rel, "\u22a5", "\\perp");
+defineSymbol(math, main, rel, "\u2aaf", "\\preceq");
+defineSymbol(math, main, rel, "\u2ab0", "\\succeq");
+defineSymbol(math, main, rel, "\u2243", "\\simeq");
+defineSymbol(math, main, rel, "\u2223", "\\mid");
+defineSymbol(math, main, rel, "\u226a", "\\ll");
+defineSymbol(math, main, rel, "\u226b", "\\gg");
+defineSymbol(math, main, rel, "\u224d", "\\asymp");
+defineSymbol(math, main, rel, "\u2225", "\\parallel");
+defineSymbol(math, main, rel, "\u22c8", "\\bowtie");
+defineSymbol(math, main, rel, "\u2323", "\\smile");
+defineSymbol(math, main, rel, "\u2291", "\\sqsubseteq");
+defineSymbol(math, main, rel, "\u2292", "\\sqsupseteq");
+defineSymbol(math, main, rel, "\u2250", "\\doteq");
+defineSymbol(math, main, rel, "\u2322", "\\frown");
+defineSymbol(math, main, rel, "\u220b", "\\ni");
+defineSymbol(math, main, rel, "\u221d", "\\propto");
+defineSymbol(math, main, rel, "\u22a2", "\\vdash");
+defineSymbol(math, main, rel, "\u22a3", "\\dashv");
+defineSymbol(math, main, rel, "\u220b", "\\owns");
+
+// Punctuation
+defineSymbol(math, main, punct, "\u002e", "\\ldotp");
+defineSymbol(math, main, punct, "\u22c5", "\\cdotp");
+
+// Misc Symbols
+defineSymbol(math, main, textord, "\u0023", "\\#");
+defineSymbol(text, main, textord, "\u0023", "\\#");
+defineSymbol(math, main, textord, "\u0026", "\\&");
+defineSymbol(text, main, textord, "\u0026", "\\&");
+defineSymbol(math, main, textord, "\u2135", "\\aleph");
+defineSymbol(math, main, textord, "\u2200", "\\forall");
+defineSymbol(math, main, textord, "\u210f", "\\hbar");
+defineSymbol(math, main, textord, "\u2203", "\\exists");
+defineSymbol(math, main, textord, "\u2207", "\\nabla");
+defineSymbol(math, main, textord, "\u266d", "\\flat");
+defineSymbol(math, main, textord, "\u2113", "\\ell");
+defineSymbol(math, main, textord, "\u266e", "\\natural");
+defineSymbol(math, main, textord, "\u2663", "\\clubsuit");
+defineSymbol(math, main, textord, "\u2118", "\\wp");
+defineSymbol(math, main, textord, "\u266f", "\\sharp");
+defineSymbol(math, main, textord, "\u2662", "\\diamondsuit");
+defineSymbol(math, main, textord, "\u211c", "\\Re");
+defineSymbol(math, main, textord, "\u2661", "\\heartsuit");
+defineSymbol(math, main, textord, "\u2111", "\\Im");
+defineSymbol(math, main, textord, "\u2660", "\\spadesuit");
+
+// Math and Text
+defineSymbol(math, main, textord, "\u2020", "\\dag");
+defineSymbol(math, main, textord, "\u2021", "\\ddag");
+
+// Large Delimiters
+defineSymbol(math, main, close, "\u23b1", "\\rmoustache");
+defineSymbol(math, main, open, "\u23b0", "\\lmoustache");
+defineSymbol(math, main, close, "\u27ef", "\\rgroup");
+defineSymbol(math, main, open, "\u27ee", "\\lgroup");
+
+// Binary Operators
+defineSymbol(math, main, bin, "\u2213", "\\mp");
+defineSymbol(math, main, bin, "\u2296", "\\ominus");
+defineSymbol(math, main, bin, "\u228e", "\\uplus");
+defineSymbol(math, main, bin, "\u2293", "\\sqcap");
+defineSymbol(math, main, bin, "\u2217", "\\ast");
+defineSymbol(math, main, bin, "\u2294", "\\sqcup");
+defineSymbol(math, main, bin, "\u25ef", "\\bigcirc");
+defineSymbol(math, main, bin, "\u2219", "\\bullet");
+defineSymbol(math, main, bin, "\u2021", "\\ddagger");
+defineSymbol(math, main, bin, "\u2240", "\\wr");
+defineSymbol(math, main, bin, "\u2a3f", "\\amalg");
+
+// Arrow Symbols
+defineSymbol(math, main, rel, "\u27f5", "\\longleftarrow");
+defineSymbol(math, main, rel, "\u21d0", "\\Leftarrow");
+defineSymbol(math, main, rel, "\u27f8", "\\Longleftarrow");
+defineSymbol(math, main, rel, "\u27f6", "\\longrightarrow");
+defineSymbol(math, main, rel, "\u21d2", "\\Rightarrow");
+defineSymbol(math, main, rel, "\u27f9", "\\Longrightarrow");
+defineSymbol(math, main, rel, "\u2194", "\\leftrightarrow");
+defineSymbol(math, main, rel, "\u27f7", "\\longleftrightarrow");
+defineSymbol(math, main, rel, "\u21d4", "\\Leftrightarrow");
+defineSymbol(math, main, rel, "\u27fa", "\\Longleftrightarrow");
+defineSymbol(math, main, rel, "\u21a6", "\\mapsto");
+defineSymbol(math, main, rel, "\u27fc", "\\longmapsto");
+defineSymbol(math, main, rel, "\u2197", "\\nearrow");
+defineSymbol(math, main, rel, "\u21a9", "\\hookleftarrow");
+defineSymbol(math, main, rel, "\u21aa", "\\hookrightarrow");
+defineSymbol(math, main, rel, "\u2198", "\\searrow");
+defineSymbol(math, main, rel, "\u21bc", "\\leftharpoonup");
+defineSymbol(math, main, rel, "\u21c0", "\\rightharpoonup");
+defineSymbol(math, main, rel, "\u2199", "\\swarrow");
+defineSymbol(math, main, rel, "\u21bd", "\\leftharpoondown");
+defineSymbol(math, main, rel, "\u21c1", "\\rightharpoondown");
+defineSymbol(math, main, rel, "\u2196", "\\nwarrow");
+defineSymbol(math, main, rel, "\u21cc", "\\rightleftharpoons");
+
+// AMS Negated Binary Relations
+defineSymbol(math, ams, rel, "\u226e", "\\nless");
+defineSymbol(math, ams, rel, "\ue010", "\\nleqslant");
+defineSymbol(math, ams, rel, "\ue011", "\\nleqq");
+defineSymbol(math, ams, rel, "\u2a87", "\\lneq");
+defineSymbol(math, ams, rel, "\u2268", "\\lneqq");
+defineSymbol(math, ams, rel, "\ue00c", "\\lvertneqq");
+defineSymbol(math, ams, rel, "\u22e6", "\\lnsim");
+defineSymbol(math, ams, rel, "\u2a89", "\\lnapprox");
+defineSymbol(math, ams, rel, "\u2280", "\\nprec");
+defineSymbol(math, ams, rel, "\u22e0", "\\npreceq");
+defineSymbol(math, ams, rel, "\u22e8", "\\precnsim");
+defineSymbol(math, ams, rel, "\u2ab9", "\\precnapprox");
+defineSymbol(math, ams, rel, "\u2241", "\\nsim");
+defineSymbol(math, ams, rel, "\ue006", "\\nshortmid");
+defineSymbol(math, ams, rel, "\u2224", "\\nmid");
+defineSymbol(math, ams, rel, "\u22ac", "\\nvdash");
+defineSymbol(math, ams, rel, "\u22ad", "\\nvDash");
+defineSymbol(math, ams, rel, "\u22ea", "\\ntriangleleft");
+defineSymbol(math, ams, rel, "\u22ec", "\\ntrianglelefteq");
+defineSymbol(math, ams, rel, "\u228a", "\\subsetneq");
+defineSymbol(math, ams, rel, "\ue01a", "\\varsubsetneq");
+defineSymbol(math, ams, rel, "\u2acb", "\\subsetneqq");
+defineSymbol(math, ams, rel, "\ue017", "\\varsubsetneqq");
+defineSymbol(math, ams, rel, "\u226f", "\\ngtr");
+defineSymbol(math, ams, rel, "\ue00f", "\\ngeqslant");
+defineSymbol(math, ams, rel, "\ue00e", "\\ngeqq");
+defineSymbol(math, ams, rel, "\u2a88", "\\gneq");
+defineSymbol(math, ams, rel, "\u2269", "\\gneqq");
+defineSymbol(math, ams, rel, "\ue00d", "\\gvertneqq");
+defineSymbol(math, ams, rel, "\u22e7", "\\gnsim");
+defineSymbol(math, ams, rel, "\u2a8a", "\\gnapprox");
+defineSymbol(math, ams, rel, "\u2281", "\\nsucc");
+defineSymbol(math, ams, rel, "\u22e1", "\\nsucceq");
+defineSymbol(math, ams, rel, "\u22e9", "\\succnsim");
+defineSymbol(math, ams, rel, "\u2aba", "\\succnapprox");
+defineSymbol(math, ams, rel, "\u2246", "\\ncong");
+defineSymbol(math, ams, rel, "\ue007", "\\nshortparallel");
+defineSymbol(math, ams, rel, "\u2226", "\\nparallel");
+defineSymbol(math, ams, rel, "\u22af", "\\nVDash");
+defineSymbol(math, ams, rel, "\u22eb", "\\ntriangleright");
+defineSymbol(math, ams, rel, "\u22ed", "\\ntrianglerighteq");
+defineSymbol(math, ams, rel, "\ue018", "\\nsupseteqq");
+defineSymbol(math, ams, rel, "\u228b", "\\supsetneq");
+defineSymbol(math, ams, rel, "\ue01b", "\\varsupsetneq");
+defineSymbol(math, ams, rel, "\u2acc", "\\supsetneqq");
+defineSymbol(math, ams, rel, "\ue019", "\\varsupsetneqq");
+defineSymbol(math, ams, rel, "\u22ae", "\\nVdash");
+defineSymbol(math, ams, rel, "\u2ab5", "\\precneqq");
+defineSymbol(math, ams, rel, "\u2ab6", "\\succneqq");
+defineSymbol(math, ams, rel, "\ue016", "\\nsubseteqq");
+defineSymbol(math, ams, bin, "\u22b4", "\\unlhd");
+defineSymbol(math, ams, bin, "\u22b5", "\\unrhd");
+
+// AMS Negated Arrows
+defineSymbol(math, ams, rel, "\u219a", "\\nleftarrow");
+defineSymbol(math, ams, rel, "\u219b", "\\nrightarrow");
+defineSymbol(math, ams, rel, "\u21cd", "\\nLeftarrow");
+defineSymbol(math, ams, rel, "\u21cf", "\\nRightarrow");
+defineSymbol(math, ams, rel, "\u21ae", "\\nleftrightarrow");
+defineSymbol(math, ams, rel, "\u21ce", "\\nLeftrightarrow");
+
+// AMS Misc
+defineSymbol(math, ams, rel, "\u25b3", "\\vartriangle");
+defineSymbol(math, ams, textord, "\u210f", "\\hslash");
+defineSymbol(math, ams, textord, "\u25bd", "\\triangledown");
+defineSymbol(math, ams, textord, "\u25ca", "\\lozenge");
+defineSymbol(math, ams, textord, "\u24c8", "\\circledS");
+defineSymbol(math, ams, textord, "\u00ae", "\\circledR");
+defineSymbol(math, ams, textord, "\u2221", "\\measuredangle");
+defineSymbol(math, ams, textord, "\u2204", "\\nexists");
+defineSymbol(math, ams, textord, "\u2127", "\\mho");
+defineSymbol(math, ams, textord, "\u2132", "\\Finv");
+defineSymbol(math, ams, textord, "\u2141", "\\Game");
+defineSymbol(math, ams, textord, "\u006b", "\\Bbbk");
+defineSymbol(math, ams, textord, "\u2035", "\\backprime");
+defineSymbol(math, ams, textord, "\u25b2", "\\blacktriangle");
+defineSymbol(math, ams, textord, "\u25bc", "\\blacktriangledown");
+defineSymbol(math, ams, textord, "\u25a0", "\\blacksquare");
+defineSymbol(math, ams, textord, "\u29eb", "\\blacklozenge");
+defineSymbol(math, ams, textord, "\u2605", "\\bigstar");
+defineSymbol(math, ams, textord, "\u2222", "\\sphericalangle");
+defineSymbol(math, ams, textord, "\u2201", "\\complement");
+defineSymbol(math, ams, textord, "\u00f0", "\\eth");
+defineSymbol(math, ams, textord, "\u2571", "\\diagup");
+defineSymbol(math, ams, textord, "\u2572", "\\diagdown");
+defineSymbol(math, ams, textord, "\u25a1", "\\square");
+defineSymbol(math, ams, textord, "\u25a1", "\\Box");
+defineSymbol(math, ams, textord, "\u25ca", "\\Diamond");
+defineSymbol(math, ams, textord, "\u00a5", "\\yen");
+defineSymbol(math, ams, textord, "\u2713", "\\checkmark");
+
+// AMS Hebrew
+defineSymbol(math, ams, textord, "\u2136", "\\beth");
+defineSymbol(math, ams, textord, "\u2138", "\\daleth");
+defineSymbol(math, ams, textord, "\u2137", "\\gimel");
+
+// AMS Greek
+defineSymbol(math, ams, textord, "\u03dd", "\\digamma");
+defineSymbol(math, ams, textord, "\u03f0", "\\varkappa");
+
+// AMS Delimiters
+defineSymbol(math, ams, open, "\u250c", "\\ulcorner");
+defineSymbol(math, ams, close, "\u2510", "\\urcorner");
+defineSymbol(math, ams, open, "\u2514", "\\llcorner");
+defineSymbol(math, ams, close, "\u2518", "\\lrcorner");
+
+// AMS Binary Relations
+defineSymbol(math, ams, rel, "\u2266", "\\leqq");
+defineSymbol(math, ams, rel, "\u2a7d", "\\leqslant");
+defineSymbol(math, ams, rel, "\u2a95", "\\eqslantless");
+defineSymbol(math, ams, rel, "\u2272", "\\lesssim");
+defineSymbol(math, ams, rel, "\u2a85", "\\lessapprox");
+defineSymbol(math, ams, rel, "\u224a", "\\approxeq");
+defineSymbol(math, ams, bin, "\u22d6", "\\lessdot");
+defineSymbol(math, ams, rel, "\u22d8", "\\lll");
+defineSymbol(math, ams, rel, "\u2276", "\\lessgtr");
+defineSymbol(math, ams, rel, "\u22da", "\\lesseqgtr");
+defineSymbol(math, ams, rel, "\u2a8b", "\\lesseqqgtr");
+defineSymbol(math, ams, rel, "\u2251", "\\doteqdot");
+defineSymbol(math, ams, rel, "\u2253", "\\risingdotseq");
+defineSymbol(math, ams, rel, "\u2252", "\\fallingdotseq");
+defineSymbol(math, ams, rel, "\u223d", "\\backsim");
+defineSymbol(math, ams, rel, "\u22cd", "\\backsimeq");
+defineSymbol(math, ams, rel, "\u2ac5", "\\subseteqq");
+defineSymbol(math, ams, rel, "\u22d0", "\\Subset");
+defineSymbol(math, ams, rel, "\u228f", "\\sqsubset");
+defineSymbol(math, ams, rel, "\u227c", "\\preccurlyeq");
+defineSymbol(math, ams, rel, "\u22de", "\\curlyeqprec");
+defineSymbol(math, ams, rel, "\u227e", "\\precsim");
+defineSymbol(math, ams, rel, "\u2ab7", "\\precapprox");
+defineSymbol(math, ams, rel, "\u22b2", "\\vartriangleleft");
+defineSymbol(math, ams, rel, "\u22b4", "\\trianglelefteq");
+defineSymbol(math, ams, rel, "\u22a8", "\\vDash");
+defineSymbol(math, ams, rel, "\u22aa", "\\Vvdash");
+defineSymbol(math, ams, rel, "\u2323", "\\smallsmile");
+defineSymbol(math, ams, rel, "\u2322", "\\smallfrown");
+defineSymbol(math, ams, rel, "\u224f", "\\bumpeq");
+defineSymbol(math, ams, rel, "\u224e", "\\Bumpeq");
+defineSymbol(math, ams, rel, "\u2267", "\\geqq");
+defineSymbol(math, ams, rel, "\u2a7e", "\\geqslant");
+defineSymbol(math, ams, rel, "\u2a96", "\\eqslantgtr");
+defineSymbol(math, ams, rel, "\u2273", "\\gtrsim");
+defineSymbol(math, ams, rel, "\u2a86", "\\gtrapprox");
+defineSymbol(math, ams, bin, "\u22d7", "\\gtrdot");
+defineSymbol(math, ams, rel, "\u22d9", "\\ggg");
+defineSymbol(math, ams, rel, "\u2277", "\\gtrless");
+defineSymbol(math, ams, rel, "\u22db", "\\gtreqless");
+defineSymbol(math, ams, rel, "\u2a8c", "\\gtreqqless");
+defineSymbol(math, ams, rel, "\u2256", "\\eqcirc");
+defineSymbol(math, ams, rel, "\u2257", "\\circeq");
+defineSymbol(math, ams, rel, "\u225c", "\\triangleq");
+defineSymbol(math, ams, rel, "\u223c", "\\thicksim");
+defineSymbol(math, ams, rel, "\u2248", "\\thickapprox");
+defineSymbol(math, ams, rel, "\u2ac6", "\\supseteqq");
+defineSymbol(math, ams, rel, "\u22d1", "\\Supset");
+defineSymbol(math, ams, rel, "\u2290", "\\sqsupset");
+defineSymbol(math, ams, rel, "\u227d", "\\succcurlyeq");
+defineSymbol(math, ams, rel, "\u22df", "\\curlyeqsucc");
+defineSymbol(math, ams, rel, "\u227f", "\\succsim");
+defineSymbol(math, ams, rel, "\u2ab8", "\\succapprox");
+defineSymbol(math, ams, rel, "\u22b3", "\\vartriangleright");
+defineSymbol(math, ams, rel, "\u22b5", "\\trianglerighteq");
+defineSymbol(math, ams, rel, "\u22a9", "\\Vdash");
+defineSymbol(math, ams, rel, "\u2223", "\\shortmid");
+defineSymbol(math, ams, rel, "\u2225", "\\shortparallel");
+defineSymbol(math, ams, rel, "\u226c", "\\between");
+defineSymbol(math, ams, rel, "\u22d4", "\\pitchfork");
+defineSymbol(math, ams, rel, "\u221d", "\\varpropto");
+defineSymbol(math, ams, rel, "\u25c0", "\\blacktriangleleft");
+defineSymbol(math, ams, rel, "\u2234", "\\therefore");
+defineSymbol(math, ams, rel, "\u220d", "\\backepsilon");
+defineSymbol(math, ams, rel, "\u25b6", "\\blacktriangleright");
+defineSymbol(math, ams, rel, "\u2235", "\\because");
+defineSymbol(math, ams, rel, "\u22d8", "\\llless");
+defineSymbol(math, ams, rel, "\u22d9", "\\gggtr");
+defineSymbol(math, ams, bin, "\u22b2", "\\lhd");
+defineSymbol(math, ams, bin, "\u22b3", "\\rhd");
+defineSymbol(math, ams, rel, "\u2242", "\\eqsim");
+defineSymbol(math, main, rel, "\u22c8", "\\Join");
+defineSymbol(math, ams, rel, "\u2251", "\\Doteq");
+
+// AMS Binary Operators
+defineSymbol(math, ams, bin, "\u2214", "\\dotplus");
+defineSymbol(math, ams, bin, "\u2216", "\\smallsetminus");
+defineSymbol(math, ams, bin, "\u22d2", "\\Cap");
+defineSymbol(math, ams, bin, "\u22d3", "\\Cup");
+defineSymbol(math, ams, bin, "\u2a5e", "\\doublebarwedge");
+defineSymbol(math, ams, bin, "\u229f", "\\boxminus");
+defineSymbol(math, ams, bin, "\u229e", "\\boxplus");
+defineSymbol(math, ams, bin, "\u22c7", "\\divideontimes");
+defineSymbol(math, ams, bin, "\u22c9", "\\ltimes");
+defineSymbol(math, ams, bin, "\u22ca", "\\rtimes");
+defineSymbol(math, ams, bin, "\u22cb", "\\leftthreetimes");
+defineSymbol(math, ams, bin, "\u22cc", "\\rightthreetimes");
+defineSymbol(math, ams, bin, "\u22cf", "\\curlywedge");
+defineSymbol(math, ams, bin, "\u22ce", "\\curlyvee");
+defineSymbol(math, ams, bin, "\u229d", "\\circleddash");
+defineSymbol(math, ams, bin, "\u229b", "\\circledast");
+defineSymbol(math, ams, bin, "\u22c5", "\\centerdot");
+defineSymbol(math, ams, bin, "\u22ba", "\\intercal");
+defineSymbol(math, ams, bin, "\u22d2", "\\doublecap");
+defineSymbol(math, ams, bin, "\u22d3", "\\doublecup");
+defineSymbol(math, ams, bin, "\u22a0", "\\boxtimes");
+
+// AMS Arrows
+defineSymbol(math, ams, rel, "\u21e2", "\\dashrightarrow");
+defineSymbol(math, ams, rel, "\u21e0", "\\dashleftarrow");
+defineSymbol(math, ams, rel, "\u21c7", "\\leftleftarrows");
+defineSymbol(math, ams, rel, "\u21c6", "\\leftrightarrows");
+defineSymbol(math, ams, rel, "\u21da", "\\Lleftarrow");
+defineSymbol(math, ams, rel, "\u219e", "\\twoheadleftarrow");
+defineSymbol(math, ams, rel, "\u21a2", "\\leftarrowtail");
+defineSymbol(math, ams, rel, "\u21ab", "\\looparrowleft");
+defineSymbol(math, ams, rel, "\u21cb", "\\leftrightharpoons");
+defineSymbol(math, ams, rel, "\u21b6", "\\curvearrowleft");
+defineSymbol(math, ams, rel, "\u21ba", "\\circlearrowleft");
+defineSymbol(math, ams, rel, "\u21b0", "\\Lsh");
+defineSymbol(math, ams, rel, "\u21c8", "\\upuparrows");
+defineSymbol(math, ams, rel, "\u21bf", "\\upharpoonleft");
+defineSymbol(math, ams, rel, "\u21c3", "\\downharpoonleft");
+defineSymbol(math, ams, rel, "\u22b8", "\\multimap");
+defineSymbol(math, ams, rel, "\u21ad", "\\leftrightsquigarrow");
+defineSymbol(math, ams, rel, "\u21c9", "\\rightrightarrows");
+defineSymbol(math, ams, rel, "\u21c4", "\\rightleftarrows");
+defineSymbol(math, ams, rel, "\u21a0", "\\twoheadrightarrow");
+defineSymbol(math, ams, rel, "\u21a3", "\\rightarrowtail");
+defineSymbol(math, ams, rel, "\u21ac", "\\looparrowright");
+defineSymbol(math, ams, rel, "\u21b7", "\\curvearrowright");
+defineSymbol(math, ams, rel, "\u21bb", "\\circlearrowright");
+defineSymbol(math, ams, rel, "\u21b1", "\\Rsh");
+defineSymbol(math, ams, rel, "\u21ca", "\\downdownarrows");
+defineSymbol(math, ams, rel, "\u21be", "\\upharpoonright");
+defineSymbol(math, ams, rel, "\u21c2", "\\downharpoonright");
+defineSymbol(math, ams, rel, "\u21dd", "\\rightsquigarrow");
+defineSymbol(math, ams, rel, "\u21dd", "\\leadsto");
+defineSymbol(math, ams, rel, "\u21db", "\\Rrightarrow");
+defineSymbol(math, ams, rel, "\u21be", "\\restriction");
+
+defineSymbol(math, main, textord, "\u2018", "`");
+defineSymbol(math, main, textord, "$", "\\$");
+defineSymbol(text, main, textord, "$", "\\$");
+defineSymbol(math, main, textord, "%", "\\%");
+defineSymbol(text, main, textord, "%", "\\%");
+defineSymbol(math, main, textord, "_", "\\_");
+defineSymbol(text, main, textord, "_", "\\_");
+defineSymbol(math, main, textord, "\u2220", "\\angle");
+defineSymbol(math, main, textord, "\u221e", "\\infty");
+defineSymbol(math, main, textord, "\u2032", "\\prime");
+defineSymbol(math, main, textord, "\u25b3", "\\triangle");
+defineSymbol(math, main, textord, "\u0393", "\\Gamma");
+defineSymbol(math, main, textord, "\u0394", "\\Delta");
+defineSymbol(math, main, textord, "\u0398", "\\Theta");
+defineSymbol(math, main, textord, "\u039b", "\\Lambda");
+defineSymbol(math, main, textord, "\u039e", "\\Xi");
+defineSymbol(math, main, textord, "\u03a0", "\\Pi");
+defineSymbol(math, main, textord, "\u03a3", "\\Sigma");
+defineSymbol(math, main, textord, "\u03a5", "\\Upsilon");
+defineSymbol(math, main, textord, "\u03a6", "\\Phi");
+defineSymbol(math, main, textord, "\u03a8", "\\Psi");
+defineSymbol(math, main, textord, "\u03a9", "\\Omega");
+defineSymbol(math, main, textord, "\u00ac", "\\neg");
+defineSymbol(math, main, textord, "\u00ac", "\\lnot");
+defineSymbol(math, main, textord, "\u22a4", "\\top");
+defineSymbol(math, main, textord, "\u22a5", "\\bot");
+defineSymbol(math, main, textord, "\u2205", "\\emptyset");
+defineSymbol(math, ams, textord, "\u2205", "\\varnothing");
+defineSymbol(math, main, mathord, "\u03b1", "\\alpha");
+defineSymbol(math, main, mathord, "\u03b2", "\\beta");
+defineSymbol(math, main, mathord, "\u03b3", "\\gamma");
+defineSymbol(math, main, mathord, "\u03b4", "\\delta");
+defineSymbol(math, main, mathord, "\u03f5", "\\epsilon");
+defineSymbol(math, main, mathord, "\u03b6", "\\zeta");
+defineSymbol(math, main, mathord, "\u03b7", "\\eta");
+defineSymbol(math, main, mathord, "\u03b8", "\\theta");
+defineSymbol(math, main, mathord, "\u03b9", "\\iota");
+defineSymbol(math, main, mathord, "\u03ba", "\\kappa");
+defineSymbol(math, main, mathord, "\u03bb", "\\lambda");
+defineSymbol(math, main, mathord, "\u03bc", "\\mu");
+defineSymbol(math, main, mathord, "\u03bd", "\\nu");
+defineSymbol(math, main, mathord, "\u03be", "\\xi");
+defineSymbol(math, main, mathord, "o", "\\omicron");
+defineSymbol(math, main, mathord, "\u03c0", "\\pi");
+defineSymbol(math, main, mathord, "\u03c1", "\\rho");
+defineSymbol(math, main, mathord, "\u03c3", "\\sigma");
+defineSymbol(math, main, mathord, "\u03c4", "\\tau");
+defineSymbol(math, main, mathord, "\u03c5", "\\upsilon");
+defineSymbol(math, main, mathord, "\u03d5", "\\phi");
+defineSymbol(math, main, mathord, "\u03c7", "\\chi");
+defineSymbol(math, main, mathord, "\u03c8", "\\psi");
+defineSymbol(math, main, mathord, "\u03c9", "\\omega");
+defineSymbol(math, main, mathord, "\u03b5", "\\varepsilon");
+defineSymbol(math, main, mathord, "\u03d1", "\\vartheta");
+defineSymbol(math, main, mathord, "\u03d6", "\\varpi");
+defineSymbol(math, main, mathord, "\u03f1", "\\varrho");
+defineSymbol(math, main, mathord, "\u03c2", "\\varsigma");
+defineSymbol(math, main, mathord, "\u03c6", "\\varphi");
+defineSymbol(math, main, bin, "\u2217", "*");
+defineSymbol(math, main, bin, "+", "+");
+defineSymbol(math, main, bin, "\u2212", "-");
+defineSymbol(math, main, bin, "\u22c5", "\\cdot");
+defineSymbol(math, main, bin, "\u2218", "\\circ");
+defineSymbol(math, main, bin, "\u00f7", "\\div");
+defineSymbol(math, main, bin, "\u00b1", "\\pm");
+defineSymbol(math, main, bin, "\u00d7", "\\times");
+defineSymbol(math, main, bin, "\u2229", "\\cap");
+defineSymbol(math, main, bin, "\u222a", "\\cup");
+defineSymbol(math, main, bin, "\u2216", "\\setminus");
+defineSymbol(math, main, bin, "\u2227", "\\land");
+defineSymbol(math, main, bin, "\u2228", "\\lor");
+defineSymbol(math, main, bin, "\u2227", "\\wedge");
+defineSymbol(math, main, bin, "\u2228", "\\vee");
+defineSymbol(math, main, textord, "\u221a", "\\surd");
+defineSymbol(math, main, open, "(", "(");
+defineSymbol(math, main, open, "[", "[");
+defineSymbol(math, main, open, "\u27e8", "\\langle");
+defineSymbol(math, main, open, "\u2223", "\\lvert");
+defineSymbol(math, main, open, "\u2225", "\\lVert");
+defineSymbol(math, main, close, ")", ")");
+defineSymbol(math, main, close, "]", "]");
+defineSymbol(math, main, close, "?", "?");
+defineSymbol(math, main, close, "!", "!");
+defineSymbol(math, main, close, "\u27e9", "\\rangle");
+defineSymbol(math, main, close, "\u2223", "\\rvert");
+defineSymbol(math, main, close, "\u2225", "\\rVert");
+defineSymbol(math, main, rel, "=", "=");
+defineSymbol(math, main, rel, "<", "<");
+defineSymbol(math, main, rel, ">", ">");
+defineSymbol(math, main, rel, ":", ":");
+defineSymbol(math, main, rel, "\u2248", "\\approx");
+defineSymbol(math, main, rel, "\u2245", "\\cong");
+defineSymbol(math, main, rel, "\u2265", "\\ge");
+defineSymbol(math, main, rel, "\u2265", "\\geq");
+defineSymbol(math, main, rel, "\u2190", "\\gets");
+defineSymbol(math, main, rel, ">", "\\gt");
+defineSymbol(math, main, rel, "\u2208", "\\in");
+defineSymbol(math, main, rel, "\u2209", "\\notin");
+defineSymbol(math, main, rel, "\u2282", "\\subset");
+defineSymbol(math, main, rel, "\u2283", "\\supset");
+defineSymbol(math, main, rel, "\u2286", "\\subseteq");
+defineSymbol(math, main, rel, "\u2287", "\\supseteq");
+defineSymbol(math, ams, rel, "\u2288", "\\nsubseteq");
+defineSymbol(math, ams, rel, "\u2289", "\\nsupseteq");
+defineSymbol(math, main, rel, "\u22a8", "\\models");
+defineSymbol(math, main, rel, "\u2190", "\\leftarrow");
+defineSymbol(math, main, rel, "\u2264", "\\le");
+defineSymbol(math, main, rel, "\u2264", "\\leq");
+defineSymbol(math, main, rel, "<", "\\lt");
+defineSymbol(math, main, rel, "\u2260", "\\ne");
+defineSymbol(math, main, rel, "\u2260", "\\neq");
+defineSymbol(math, main, rel, "\u2192", "\\rightarrow");
+defineSymbol(math, main, rel, "\u2192", "\\to");
+defineSymbol(math, ams, rel, "\u2271", "\\ngeq");
+defineSymbol(math, ams, rel, "\u2270", "\\nleq");
+defineSymbol(math, main, spacing, null, "\\!");
+defineSymbol(math, main, spacing, "\u00a0", "\\ ");
+defineSymbol(math, main, spacing, "\u00a0", "~");
+defineSymbol(math, main, spacing, null, "\\,");
+defineSymbol(math, main, spacing, null, "\\:");
+defineSymbol(math, main, spacing, null, "\\;");
+defineSymbol(math, main, spacing, null, "\\enspace");
+defineSymbol(math, main, spacing, null, "\\qquad");
+defineSymbol(math, main, spacing, null, "\\quad");
+defineSymbol(math, main, spacing, "\u00a0", "\\space");
+defineSymbol(math, main, punct, ",", ",");
+defineSymbol(math, main, punct, ";", ";");
+defineSymbol(math, main, punct, ":", "\\colon");
+defineSymbol(math, ams, bin, "\u22bc", "\\barwedge");
+defineSymbol(math, ams, bin, "\u22bb", "\\veebar");
+defineSymbol(math, main, bin, "\u2299", "\\odot");
+defineSymbol(math, main, bin, "\u2295", "\\oplus");
+defineSymbol(math, main, bin, "\u2297", "\\otimes");
+defineSymbol(math, main, textord, "\u2202", "\\partial");
+defineSymbol(math, main, bin, "\u2298", "\\oslash");
+defineSymbol(math, ams, bin, "\u229a", "\\circledcirc");
+defineSymbol(math, ams, bin, "\u22a1", "\\boxdot");
+defineSymbol(math, main, bin, "\u25b3", "\\bigtriangleup");
+defineSymbol(math, main, bin, "\u25bd", "\\bigtriangledown");
+defineSymbol(math, main, bin, "\u2020", "\\dagger");
+defineSymbol(math, main, bin, "\u22c4", "\\diamond");
+defineSymbol(math, main, bin, "\u22c6", "\\star");
+defineSymbol(math, main, bin, "\u25c3", "\\triangleleft");
+defineSymbol(math, main, bin, "\u25b9", "\\triangleright");
+defineSymbol(math, main, open, "{", "\\{");
+defineSymbol(text, main, textord, "{", "\\{");
+defineSymbol(math, main, close, "}", "\\}");
+defineSymbol(text, main, textord, "}", "\\}");
+defineSymbol(math, main, open, "{", "\\lbrace");
+defineSymbol(math, main, close, "}", "\\rbrace");
+defineSymbol(math, main, open, "[", "\\lbrack");
+defineSymbol(math, main, close, "]", "\\rbrack");
+defineSymbol(math, main, open, "\u230a", "\\lfloor");
+defineSymbol(math, main, close, "\u230b", "\\rfloor");
+defineSymbol(math, main, open, "\u2308", "\\lceil");
+defineSymbol(math, main, close, "\u2309", "\\rceil");
+defineSymbol(math, main, textord, "\\", "\\backslash");
+defineSymbol(math, main, textord, "\u2223", "|");
+defineSymbol(math, main, textord, "\u2223", "\\vert");
+defineSymbol(math, main, textord, "\u2225", "\\|");
+defineSymbol(math, main, textord, "\u2225", "\\Vert");
+defineSymbol(math, main, rel, "\u2191", "\\uparrow");
+defineSymbol(math, main, rel, "\u21d1", "\\Uparrow");
+defineSymbol(math, main, rel, "\u2193", "\\downarrow");
+defineSymbol(math, main, rel, "\u21d3", "\\Downarrow");
+defineSymbol(math, main, rel, "\u2195", "\\updownarrow");
+defineSymbol(math, main, rel, "\u21d5", "\\Updownarrow");
+defineSymbol(math, math, op, "\u2210", "\\coprod");
+defineSymbol(math, math, op, "\u22c1", "\\bigvee");
+defineSymbol(math, math, op, "\u22c0", "\\bigwedge");
+defineSymbol(math, math, op, "\u2a04", "\\biguplus");
+defineSymbol(math, math, op, "\u22c2", "\\bigcap");
+defineSymbol(math, math, op, "\u22c3", "\\bigcup");
+defineSymbol(math, math, op, "\u222b", "\\int");
+defineSymbol(math, math, op, "\u222b", "\\intop");
+defineSymbol(math, math, op, "\u222c", "\\iint");
+defineSymbol(math, math, op, "\u222d", "\\iiint");
+defineSymbol(math, math, op, "\u220f", "\\prod");
+defineSymbol(math, math, op, "\u2211", "\\sum");
+defineSymbol(math, math, op, "\u2a02", "\\bigotimes");
+defineSymbol(math, math, op, "\u2a01", "\\bigoplus");
+defineSymbol(math, math, op, "\u2a00", "\\bigodot");
+defineSymbol(math, math, op, "\u222e", "\\oint");
+defineSymbol(math, math, op, "\u2a06", "\\bigsqcup");
+defineSymbol(math, math, op, "\u222b", "\\smallint");
+defineSymbol(text, main, inner, "\u2026", "\\textellipsis");
+defineSymbol(math, main, inner, "\u2026", "\\mathellipsis");
+defineSymbol(text, main, inner, "\u2026", "\\ldots");
+defineSymbol(math, main, inner, "\u2026", "\\ldots");
+defineSymbol(math, main, inner, "\u22ef", "\\cdots");
+defineSymbol(math, main, inner, "\u22f1", "\\ddots");
+defineSymbol(math, main, textord, "\u22ee", "\\vdots");
+defineSymbol(math, main, accent, "\u00b4", "\\acute");
+defineSymbol(math, main, accent, "\u0060", "\\grave");
+defineSymbol(math, main, accent, "\u00a8", "\\ddot");
+defineSymbol(math, main, accent, "\u007e", "\\tilde");
+defineSymbol(math, main, accent, "\u00af", "\\bar");
+defineSymbol(math, main, accent, "\u02d8", "\\breve");
+defineSymbol(math, main, accent, "\u02c7", "\\check");
+defineSymbol(math, main, accent, "\u005e", "\\hat");
+defineSymbol(math, main, accent, "\u20d7", "\\vec");
+defineSymbol(math, main, accent, "\u02d9", "\\dot");
+defineSymbol(math, main, mathord, "\u0131", "\\imath");
+defineSymbol(math, main, mathord, "\u0237", "\\jmath");
+
+defineSymbol(text, main, textord, "\u2013", "--");
+defineSymbol(text, main, textord, "\u2014", "---");
+defineSymbol(text, main, textord, "\u2018", "`");
+defineSymbol(text, main, textord, "\u2019", "'");
+defineSymbol(text, main, textord, "\u201c", "``");
+defineSymbol(text, main, textord, "\u201d", "''");
+defineSymbol(math, main, textord, "\u00b0", "\\degree");
+defineSymbol(text, main, textord, "\u00b0", "\\degree");
+defineSymbol(math, main, mathord, "\u00a3", "\\pounds");
+defineSymbol(math, ams, textord, "\u2720", "\\maltese");
+defineSymbol(text, ams, textord, "\u2720", "\\maltese");
+
+defineSymbol(text, main, spacing, "\u00a0", "\\ ");
+defineSymbol(text, main, spacing, "\u00a0", " ");
+defineSymbol(text, main, spacing, "\u00a0", "~");
+
+// There are lots of symbols which are the same, so we add them in afterwards.
+var i;
+var ch;
+
+// All of these are textords in math mode
+var mathTextSymbols = "0123456789/@.\"";
+for (i = 0; i < mathTextSymbols.length; i++) {
+    ch = mathTextSymbols.charAt(i);
+    defineSymbol(math, main, textord, ch, ch);
+}
+
+// All of these are textords in text mode
+var textSymbols = "0123456789!@*()-=+[]\";:?/.,";
+for (i = 0; i < textSymbols.length; i++) {
+    ch = textSymbols.charAt(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+// All of these are textords in text mode, and mathords in math mode
+var letters = "abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ";
+for (i = 0; i < letters.length; i++) {
+    ch = letters.charAt(i);
+    defineSymbol(math, main, mathord, ch, ch);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+// Latin-1 letters
+for (i = 0x00C0; i <= 0x00D6; i++) {
+    ch = String.fromCharCode(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+for (i = 0x00D8; i <= 0x00F6; i++) {
+    ch = String.fromCharCode(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+for (i = 0x00F8; i <= 0x00FF; i++) {
+    ch = String.fromCharCode(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+// Cyrillic
+for (i = 0x0410; i <= 0x044F; i++) {
+    ch = String.fromCharCode(i);
+    defineSymbol(text, main, textord, ch, ch);
+}
+
+// Unicode versions of existing characters
+defineSymbol(text, main, textord, "\u2013", "–");
+defineSymbol(text, main, textord, "\u2014", "—");
+defineSymbol(text, main, textord, "\u2018", "‘");
+defineSymbol(text, main, textord, "\u2019", "’");
+defineSymbol(text, main, textord, "\u201c", "“");
+defineSymbol(text, main, textord, "\u201d", "”");
diff --git a/node_modules/katex/src/unicodeRegexes.js b/node_modules/katex/src/unicodeRegexes.js
new file mode 100644
index 0000000..183f8db
--- /dev/null
+++ b/node_modules/katex/src/unicodeRegexes.js
@@ -0,0 +1,15 @@
+var hangulRegex = /[\uAC00-\uD7AF]/;
+
+// This regex combines
+// - Hiragana: [\u3040-\u309F]
+// - Katakana: [\u30A0-\u30FF]
+// - CJK ideograms: [\u4E00-\u9FAF]
+// - Hangul syllables: [\uAC00-\uD7AF]
+// Notably missing are halfwidth Katakana and Romanji glyphs.
+var cjkRegex =
+    /[\u3040-\u309F]|[\u30A0-\u30FF]|[\u4E00-\u9FAF]|[\uAC00-\uD7AF]/;
+
+module.exports = {
+    cjkRegex: cjkRegex,
+    hangulRegex: hangulRegex
+};
diff --git a/node_modules/katex/src/utils.js b/node_modules/katex/src/utils.js
new file mode 100644
index 0000000..67f121d
--- /dev/null
+++ b/node_modules/katex/src/utils.js
@@ -0,0 +1,106 @@
+/**
+ * This file contains a list of utility functions which are useful in other
+ * files.
+ */
+
+/**
+ * Provide an `indexOf` function which works in IE8, but defers to native if
+ * possible.
+ */
+var nativeIndexOf = Array.prototype.indexOf;
+var indexOf = function(list, elem) {
+    if (list == null) {
+        return -1;
+    }
+    if (nativeIndexOf && list.indexOf === nativeIndexOf) {
+        return list.indexOf(elem);
+    }
+    var i = 0;
+    var l = list.length;
+    for (; i < l; i++) {
+        if (list[i] === elem) {
+            return i;
+        }
+    }
+    return -1;
+};
+
+/**
+ * Return whether an element is contained in a list
+ */
+var contains = function(list, elem) {
+    return indexOf(list, elem) !== -1;
+};
+
+/**
+ * Provide a default value if a setting is undefined
+ */
+var deflt = function(setting, defaultIfUndefined) {
+    return setting === undefined ? defaultIfUndefined : setting;
+};
+
+// hyphenate and escape adapted from Facebook's React under Apache 2 license
+
+var uppercase = /([A-Z])/g;
+var hyphenate = function(str) {
+    return str.replace(uppercase, "-$1").toLowerCase();
+};
+
+var ESCAPE_LOOKUP = {
+    "&": "&",
+    ">": ">",
+    "<": "<",
+    "\"": """,
+    "'": "'"
+};
+
+var ESCAPE_REGEX = /[&><"']/g;
+
+function escaper(match) {
+    return ESCAPE_LOOKUP[match];
+}
+
+/**
+ * Escapes text to prevent scripting attacks.
+ *
+ * @param {*} text Text value to escape.
+ * @return {string} An escaped string.
+ */
+function escape(text) {
+    return ("" + text).replace(ESCAPE_REGEX, escaper);
+}
+
+/**
+ * A function to set the text content of a DOM element in all supported
+ * browsers. Note that we don't define this if there is no document.
+ */
+var setTextContent;
+if (typeof document !== "undefined") {
+    var testNode = document.createElement("span");
+    if ("textContent" in testNode) {
+        setTextContent = function(node, text) {
+            node.textContent = text;
+        };
+    } else {
+        setTextContent = function(node, text) {
+            node.innerText = text;
+        };
+    }
+}
+
+/**
+ * A function to clear a node.
+ */
+function clearNode(node) {
+    setTextContent(node, "");
+}
+
+module.exports = {
+    contains: contains,
+    deflt: deflt,
+    escape: escape,
+    hyphenate: hyphenate,
+    indexOf: indexOf,
+    setTextContent: setTextContent,
+    clearNode: clearNode
+};
diff --git a/node_modules/lodash/LICENSE b/node_modules/lodash/LICENSE
new file mode 100644
index 0000000..9cd87e5
--- /dev/null
+++ b/node_modules/lodash/LICENSE
@@ -0,0 +1,22 @@
+Copyright 2012-2015 The Dojo Foundation 
+Based on Underscore.js, copyright 2009-2015 Jeremy Ashkenas,
+DocumentCloud and Investigative Reporters & Editors 
+
+Permission is hereby granted, free of charge, to any person obtaining
+a copy of this software and associated documentation files (the
+"Software"), to deal in the Software without restriction, including
+without limitation the rights to use, copy, modify, merge, publish,
+distribute, sublicense, and/or sell copies of the Software, and to
+permit persons to whom the Software is furnished to do so, subject to
+the following conditions:
+
+The above copyright notice and this permission notice shall be
+included in all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
+LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
+OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
+WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
diff --git a/node_modules/lodash/README.md b/node_modules/lodash/README.md
new file mode 100644
index 0000000..fd98e5c
--- /dev/null
+++ b/node_modules/lodash/README.md
@@ -0,0 +1,121 @@
+# lodash v3.10.1
+
+The [modern build](https://github.com/lodash/lodash/wiki/Build-Differences) of [lodash](https://lodash.com/) exported as [Node.js](http://nodejs.org/)/[io.js](https://iojs.org/) modules.
+
+Generated using [lodash-cli](https://www.npmjs.com/package/lodash-cli):
+```bash
+$ lodash modularize modern exports=node -o ./
+$ lodash modern -d -o ./index.js
+```
+
+## Installation
+
+Using npm:
+
+```bash
+$ {sudo -H} npm i -g npm
+$ npm i --save lodash
+```
+
+In Node.js/io.js:
+
+```js
+// load the modern build
+var _ = require('lodash');
+// or a method category
+var array = require('lodash/array');
+// or a method (great for smaller builds with browserify/webpack)
+var chunk = require('lodash/array/chunk');
+```
+
+See the [package source](https://github.com/lodash/lodash/tree/3.10.1-npm) for more details.
+
+**Note:**
                                                                                                                            
+Don’t assign values to the [special variable](http://nodejs.org/api/repl.html#repl_repl_features) `_` when in the REPL.
                                                                                                                            
+Install [n_](https://www.npmjs.com/package/n_) for a REPL that includes lodash by default.
+
+## Module formats
+
+lodash is also available in a variety of other builds & module formats.
+
+ * npm packages for [modern](https://www.npmjs.com/package/lodash), [compatibility](https://www.npmjs.com/package/lodash-compat), & [per method](https://www.npmjs.com/browse/keyword/lodash-modularized) builds
+ * AMD modules for [modern](https://github.com/lodash/lodash/tree/3.10.1-amd) & [compatibility](https://github.com/lodash/lodash-compat/tree/3.10.1-amd) builds
+ * ES modules for the [modern](https://github.com/lodash/lodash/tree/3.10.1-es) build
+
+## Further Reading
+
+  * [API Documentation](https://lodash.com/docs)
+  * [Build Differences](https://github.com/lodash/lodash/wiki/Build-Differences)
+  * [Changelog](https://github.com/lodash/lodash/wiki/Changelog)
+  * [Roadmap](https://github.com/lodash/lodash/wiki/Roadmap)
+  * [More Resources](https://github.com/lodash/lodash/wiki/Resources)
+
+## Features
+
+ * ~100% [code coverage](https://coveralls.io/r/lodash)
+ * Follows [semantic versioning](http://semver.org/) for releases
+ * [Lazily evaluated](http://filimanjaro.com/blog/2014/introducing-lazy-evaluation/) chaining
+ * [_(…)](https://lodash.com/docs#_) supports implicit chaining
+ * [_.ary](https://lodash.com/docs#ary) & [_.rearg](https://lodash.com/docs#rearg) to change function argument limits & order
+ * [_.at](https://lodash.com/docs#at) for cherry-picking collection values
+ * [_.attempt](https://lodash.com/docs#attempt) to execute functions which may error without a try-catch
+ * [_.before](https://lodash.com/docs#before) to complement [_.after](https://lodash.com/docs#after)
+ * [_.bindKey](https://lodash.com/docs#bindKey) for binding [*“lazy”*](http://michaux.ca/articles/lazy-function-definition-pattern) defined methods
+ * [_.chunk](https://lodash.com/docs#chunk) for splitting an array into chunks of a given size
+ * [_.clone](https://lodash.com/docs#clone) supports shallow cloning of `Date` & `RegExp` objects
+ * [_.cloneDeep](https://lodash.com/docs#cloneDeep) for deep cloning arrays & objects
+ * [_.curry](https://lodash.com/docs#curry) & [_.curryRight](https://lodash.com/docs#curryRight) for creating [curried](http://hughfdjackson.com/javascript/why-curry-helps/) functions
+ * [_.debounce](https://lodash.com/docs#debounce) & [_.throttle](https://lodash.com/docs#throttle) are cancelable & accept options for more control
+ * [_.defaultsDeep](https://lodash.com/docs#defaultsDeep) for recursively assigning default properties
+ * [_.fill](https://lodash.com/docs#fill) to fill arrays with values
+ * [_.findKey](https://lodash.com/docs#findKey) for finding keys
+ * [_.flow](https://lodash.com/docs#flow) to complement [_.flowRight](https://lodash.com/docs#flowRight) (a.k.a `_.compose`)
+ * [_.forEach](https://lodash.com/docs#forEach) supports exiting early
+ * [_.forIn](https://lodash.com/docs#forIn) for iterating all enumerable properties
+ * [_.forOwn](https://lodash.com/docs#forOwn) for iterating own properties
+ * [_.get](https://lodash.com/docs#get) & [_.set](https://lodash.com/docs#set) for deep property getting & setting
+ * [_.gt](https://lodash.com/docs#gt), [_.gte](https://lodash.com/docs#gte), [_.lt](https://lodash.com/docs#lt), & [_.lte](https://lodash.com/docs#lte) relational methods
+ * [_.inRange](https://lodash.com/docs#inRange) for checking whether a number is within a given range
+ * [_.isNative](https://lodash.com/docs#isNative) to check for native functions
+ * [_.isPlainObject](https://lodash.com/docs#isPlainObject) & [_.toPlainObject](https://lodash.com/docs#toPlainObject) to check for & convert to `Object` objects
+ * [_.isTypedArray](https://lodash.com/docs#isTypedArray) to check for typed arrays
+ * [_.mapKeys](https://lodash.com/docs#mapKeys) for mapping keys to an object
+ * [_.matches](https://lodash.com/docs#matches) supports deep object comparisons
+ * [_.matchesProperty](https://lodash.com/docs#matchesProperty) to complement [_.matches](https://lodash.com/docs#matches) & [_.property](https://lodash.com/docs#property)
+ * [_.merge](https://lodash.com/docs#merge) for a deep [_.extend](https://lodash.com/docs#extend)
+ * [_.method](https://lodash.com/docs#method) & [_.methodOf](https://lodash.com/docs#methodOf) to create functions that invoke methods
+ * [_.modArgs](https://lodash.com/docs#modArgs) for more advanced functional composition
+ * [_.parseInt](https://lodash.com/docs#parseInt) for consistent cross-environment behavior
+ * [_.pull](https://lodash.com/docs#pull), [_.pullAt](https://lodash.com/docs#pullAt), & [_.remove](https://lodash.com/docs#remove) for mutating arrays
+ * [_.random](https://lodash.com/docs#random) supports returning floating-point numbers
+ * [_.restParam](https://lodash.com/docs#restParam) & [_.spread](https://lodash.com/docs#spread) for applying rest parameters & spreading arguments to functions
+ * [_.runInContext](https://lodash.com/docs#runInContext) for collisionless mixins & easier mocking
+ * [_.slice](https://lodash.com/docs#slice) for creating subsets of array-like values
+ * [_.sortByAll](https://lodash.com/docs#sortByAll) & [_.sortByOrder](https://lodash.com/docs#sortByOrder) for sorting by multiple properties & orders
+ * [_.support](https://lodash.com/docs#support) for flagging environment features
+ * [_.template](https://lodash.com/docs#template) supports [*“imports”*](https://lodash.com/docs#templateSettings-imports) options & [ES template delimiters](http://people.mozilla.org/~jorendorff/es6-draft.html#sec-template-literal-lexical-components)
+ * [_.transform](https://lodash.com/docs#transform) as a powerful alternative to [_.reduce](https://lodash.com/docs#reduce) for transforming objects
+ * [_.unzipWith](https://lodash.com/docs#unzipWith) & [_.zipWith](https://lodash.com/docs#zipWith) to specify how grouped values should be combined
+ * [_.valuesIn](https://lodash.com/docs#valuesIn) for getting values of all enumerable properties
+ * [_.xor](https://lodash.com/docs#xor) to complement [_.difference](https://lodash.com/docs#difference), [_.intersection](https://lodash.com/docs#intersection), & [_.union](https://lodash.com/docs#union)
+ * [_.add](https://lodash.com/docs#add), [_.round](https://lodash.com/docs#round), [_.sum](https://lodash.com/docs#sum), &
+   [more](https://lodash.com/docs "_.ceil & _.floor") math methods
+ * [_.bind](https://lodash.com/docs#bind), [_.curry](https://lodash.com/docs#curry), [_.partial](https://lodash.com/docs#partial), &
+   [more](https://lodash.com/docs "_.bindKey, _.curryRight, _.partialRight") support customizable argument placeholders
+ * [_.capitalize](https://lodash.com/docs#capitalize), [_.trim](https://lodash.com/docs#trim), &
+   [more](https://lodash.com/docs "_.camelCase, _.deburr, _.endsWith, _.escapeRegExp, _.kebabCase, _.pad, _.padLeft, _.padRight, _.repeat, _.snakeCase, _.startCase, _.startsWith, _.trimLeft, _.trimRight, _.trunc, _.words") string methods
+ * [_.clone](https://lodash.com/docs#clone), [_.isEqual](https://lodash.com/docs#isEqual), &
+   [more](https://lodash.com/docs "_.assign, _.cloneDeep, _.merge") accept customizer callbacks
+ * [_.dropWhile](https://lodash.com/docs#dropWhile), [_.takeWhile](https://lodash.com/docs#takeWhile), &
+   [more](https://lodash.com/docs "_.drop, _.dropRight, _.dropRightWhile, _.take, _.takeRight, _.takeRightWhile") to complement [_.first](https://lodash.com/docs#first), [_.initial](https://lodash.com/docs#initial), [_.last](https://lodash.com/docs#last), & [_.rest](https://lodash.com/docs#rest)
+ * [_.findLast](https://lodash.com/docs#findLast), [_.findLastKey](https://lodash.com/docs#findLastKey), &
+   [more](https://lodash.com/docs "_.curryRight, _.dropRight, _.dropRightWhile, _.flowRight, _.forEachRight, _.forInRight, _.forOwnRight, _.padRight, partialRight, _.takeRight, _.trimRight, _.takeRightWhile") right-associative methods
+ * [_.includes](https://lodash.com/docs#includes), [_.toArray](https://lodash.com/docs#toArray), &
+   [more](https://lodash.com/docs "_.at, _.countBy, _.every, _.filter, _.find, _.findLast, _.findWhere, _.forEach, _.forEachRight, _.groupBy, _.indexBy, _.invoke, _.map, _.max, _.min, _.partition, _.pluck, _.reduce, _.reduceRight, _.reject, _.shuffle, _.size, _.some, _.sortBy, _.sortByAll, _.sortByOrder, _.sum, _.where") accept strings
+ * [_#commit](https://lodash.com/docs#prototype-commit) & [_#plant](https://lodash.com/docs#prototype-plant) for working with chain sequences
+ * [_#thru](https://lodash.com/docs#thru) to pass values thru a chain sequence
+
+## Support
+
+Tested in Chrome 43-44, Firefox 38-39, IE 6-11, MS Edge, Safari 5-8, ChakraNode 0.12.2, io.js 2.5.0, Node.js 0.8.28, 0.10.40, & 0.12.7, PhantomJS 1.9.8, RingoJS 0.11, & Rhino 1.7.6.
+Automated [browser](https://saucelabs.com/u/lodash) & [CI](https://travis-ci.org/lodash/lodash/) test runs are available. Special thanks to [Sauce Labs](https://saucelabs.com/) for providing automated browser testing.
diff --git a/node_modules/lodash/array.js b/node_modules/lodash/array.js
new file mode 100644
index 0000000..e5121fa
--- /dev/null
+++ b/node_modules/lodash/array.js
@@ -0,0 +1,44 @@
+module.exports = {
+  'chunk': require('./array/chunk'),
+  'compact': require('./array/compact'),
+  'difference': require('./array/difference'),
+  'drop': require('./array/drop'),
+  'dropRight': require('./array/dropRight'),
+  'dropRightWhile': require('./array/dropRightWhile'),
+  'dropWhile': require('./array/dropWhile'),
+  'fill': require('./array/fill'),
+  'findIndex': require('./array/findIndex'),
+  'findLastIndex': require('./array/findLastIndex'),
+  'first': require('./array/first'),
+  'flatten': require('./array/flatten'),
+  'flattenDeep': require('./array/flattenDeep'),
+  'head': require('./array/head'),
+  'indexOf': require('./array/indexOf'),
+  'initial': require('./array/initial'),
+  'intersection': require('./array/intersection'),
+  'last': require('./array/last'),
+  'lastIndexOf': require('./array/lastIndexOf'),
+  'object': require('./array/object'),
+  'pull': require('./array/pull'),
+  'pullAt': require('./array/pullAt'),
+  'remove': require('./array/remove'),
+  'rest': require('./array/rest'),
+  'slice': require('./array/slice'),
+  'sortedIndex': require('./array/sortedIndex'),
+  'sortedLastIndex': require('./array/sortedLastIndex'),
+  'tail': require('./array/tail'),
+  'take': require('./array/take'),
+  'takeRight': require('./array/takeRight'),
+  'takeRightWhile': require('./array/takeRightWhile'),
+  'takeWhile': require('./array/takeWhile'),
+  'union': require('./array/union'),
+  'uniq': require('./array/uniq'),
+  'unique': require('./array/unique'),
+  'unzip': require('./array/unzip'),
+  'unzipWith': require('./array/unzipWith'),
+  'without': require('./array/without'),
+  'xor': require('./array/xor'),
+  'zip': require('./array/zip'),
+  'zipObject': require('./array/zipObject'),
+  'zipWith': require('./array/zipWith')
+};
diff --git a/node_modules/lodash/array/chunk.js b/node_modules/lodash/array/chunk.js
new file mode 100644
index 0000000..c8be1fb
--- /dev/null
+++ b/node_modules/lodash/array/chunk.js
@@ -0,0 +1,46 @@
+var baseSlice = require('../internal/baseSlice'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeCeil = Math.ceil,
+    nativeFloor = Math.floor,
+    nativeMax = Math.max;
+
+/**
+ * Creates an array of elements split into groups the length of `size`.
+ * If `collection` can't be split evenly, the final chunk will be the remaining
+ * elements.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to process.
+ * @param {number} [size=1] The length of each chunk.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Array} Returns the new array containing chunks.
+ * @example
+ *
+ * _.chunk(['a', 'b', 'c', 'd'], 2);
+ * // => [['a', 'b'], ['c', 'd']]
+ *
+ * _.chunk(['a', 'b', 'c', 'd'], 3);
+ * // => [['a', 'b', 'c'], ['d']]
+ */
+function chunk(array, size, guard) {
+  if (guard ? isIterateeCall(array, size, guard) : size == null) {
+    size = 1;
+  } else {
+    size = nativeMax(nativeFloor(size) || 1, 1);
+  }
+  var index = 0,
+      length = array ? array.length : 0,
+      resIndex = -1,
+      result = Array(nativeCeil(length / size));
+
+  while (index < length) {
+    result[++resIndex] = baseSlice(array, index, (index += size));
+  }
+  return result;
+}
+
+module.exports = chunk;
diff --git a/node_modules/lodash/array/compact.js b/node_modules/lodash/array/compact.js
new file mode 100644
index 0000000..1dc1c55
--- /dev/null
+++ b/node_modules/lodash/array/compact.js
@@ -0,0 +1,30 @@
+/**
+ * Creates an array with all falsey values removed. The values `false`, `null`,
+ * `0`, `""`, `undefined`, and `NaN` are falsey.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to compact.
+ * @returns {Array} Returns the new array of filtered values.
+ * @example
+ *
+ * _.compact([0, 1, false, 2, '', 3]);
+ * // => [1, 2, 3]
+ */
+function compact(array) {
+  var index = -1,
+      length = array ? array.length : 0,
+      resIndex = -1,
+      result = [];
+
+  while (++index < length) {
+    var value = array[index];
+    if (value) {
+      result[++resIndex] = value;
+    }
+  }
+  return result;
+}
+
+module.exports = compact;
diff --git a/node_modules/lodash/array/difference.js b/node_modules/lodash/array/difference.js
new file mode 100644
index 0000000..128932a
--- /dev/null
+++ b/node_modules/lodash/array/difference.js
@@ -0,0 +1,29 @@
+var baseDifference = require('../internal/baseDifference'),
+    baseFlatten = require('../internal/baseFlatten'),
+    isArrayLike = require('../internal/isArrayLike'),
+    isObjectLike = require('../internal/isObjectLike'),
+    restParam = require('../function/restParam');
+
+/**
+ * Creates an array of unique `array` values not included in the other
+ * provided arrays using [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+ * for equality comparisons.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to inspect.
+ * @param {...Array} [values] The arrays of values to exclude.
+ * @returns {Array} Returns the new array of filtered values.
+ * @example
+ *
+ * _.difference([1, 2, 3], [4, 2]);
+ * // => [1, 3]
+ */
+var difference = restParam(function(array, values) {
+  return (isObjectLike(array) && isArrayLike(array))
+    ? baseDifference(array, baseFlatten(values, false, true))
+    : [];
+});
+
+module.exports = difference;
diff --git a/node_modules/lodash/array/drop.js b/node_modules/lodash/array/drop.js
new file mode 100644
index 0000000..039a0b5
--- /dev/null
+++ b/node_modules/lodash/array/drop.js
@@ -0,0 +1,39 @@
+var baseSlice = require('../internal/baseSlice'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Creates a slice of `array` with `n` elements dropped from the beginning.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @param {number} [n=1] The number of elements to drop.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.drop([1, 2, 3]);
+ * // => [2, 3]
+ *
+ * _.drop([1, 2, 3], 2);
+ * // => [3]
+ *
+ * _.drop([1, 2, 3], 5);
+ * // => []
+ *
+ * _.drop([1, 2, 3], 0);
+ * // => [1, 2, 3]
+ */
+function drop(array, n, guard) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return [];
+  }
+  if (guard ? isIterateeCall(array, n, guard) : n == null) {
+    n = 1;
+  }
+  return baseSlice(array, n < 0 ? 0 : n);
+}
+
+module.exports = drop;
diff --git a/node_modules/lodash/array/dropRight.js b/node_modules/lodash/array/dropRight.js
new file mode 100644
index 0000000..14b5eb6
--- /dev/null
+++ b/node_modules/lodash/array/dropRight.js
@@ -0,0 +1,40 @@
+var baseSlice = require('../internal/baseSlice'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Creates a slice of `array` with `n` elements dropped from the end.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @param {number} [n=1] The number of elements to drop.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.dropRight([1, 2, 3]);
+ * // => [1, 2]
+ *
+ * _.dropRight([1, 2, 3], 2);
+ * // => [1]
+ *
+ * _.dropRight([1, 2, 3], 5);
+ * // => []
+ *
+ * _.dropRight([1, 2, 3], 0);
+ * // => [1, 2, 3]
+ */
+function dropRight(array, n, guard) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return [];
+  }
+  if (guard ? isIterateeCall(array, n, guard) : n == null) {
+    n = 1;
+  }
+  n = length - (+n || 0);
+  return baseSlice(array, 0, n < 0 ? 0 : n);
+}
+
+module.exports = dropRight;
diff --git a/node_modules/lodash/array/dropRightWhile.js b/node_modules/lodash/array/dropRightWhile.js
new file mode 100644
index 0000000..be158bd
--- /dev/null
+++ b/node_modules/lodash/array/dropRightWhile.js
@@ -0,0 +1,59 @@
+var baseCallback = require('../internal/baseCallback'),
+    baseWhile = require('../internal/baseWhile');
+
+/**
+ * Creates a slice of `array` excluding elements dropped from the end.
+ * Elements are dropped until `predicate` returns falsey. The predicate is
+ * bound to `thisArg` and invoked with three arguments: (value, index, array).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that match the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.dropRightWhile([1, 2, 3], function(n) {
+ *   return n > 1;
+ * });
+ * // => [1]
+ *
+ * var users = [
+ *   { 'user': 'barney',  'active': true },
+ *   { 'user': 'fred',    'active': false },
+ *   { 'user': 'pebbles', 'active': false }
+ * ];
+ *
+ * // using the `_.matches` callback shorthand
+ * _.pluck(_.dropRightWhile(users, { 'user': 'pebbles', 'active': false }), 'user');
+ * // => ['barney', 'fred']
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.pluck(_.dropRightWhile(users, 'active', false), 'user');
+ * // => ['barney']
+ *
+ * // using the `_.property` callback shorthand
+ * _.pluck(_.dropRightWhile(users, 'active'), 'user');
+ * // => ['barney', 'fred', 'pebbles']
+ */
+function dropRightWhile(array, predicate, thisArg) {
+  return (array && array.length)
+    ? baseWhile(array, baseCallback(predicate, thisArg, 3), true, true)
+    : [];
+}
+
+module.exports = dropRightWhile;
diff --git a/node_modules/lodash/array/dropWhile.js b/node_modules/lodash/array/dropWhile.js
new file mode 100644
index 0000000..d9eabae
--- /dev/null
+++ b/node_modules/lodash/array/dropWhile.js
@@ -0,0 +1,59 @@
+var baseCallback = require('../internal/baseCallback'),
+    baseWhile = require('../internal/baseWhile');
+
+/**
+ * Creates a slice of `array` excluding elements dropped from the beginning.
+ * Elements are dropped until `predicate` returns falsey. The predicate is
+ * bound to `thisArg` and invoked with three arguments: (value, index, array).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.dropWhile([1, 2, 3], function(n) {
+ *   return n < 3;
+ * });
+ * // => [3]
+ *
+ * var users = [
+ *   { 'user': 'barney',  'active': false },
+ *   { 'user': 'fred',    'active': false },
+ *   { 'user': 'pebbles', 'active': true }
+ * ];
+ *
+ * // using the `_.matches` callback shorthand
+ * _.pluck(_.dropWhile(users, { 'user': 'barney', 'active': false }), 'user');
+ * // => ['fred', 'pebbles']
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.pluck(_.dropWhile(users, 'active', false), 'user');
+ * // => ['pebbles']
+ *
+ * // using the `_.property` callback shorthand
+ * _.pluck(_.dropWhile(users, 'active'), 'user');
+ * // => ['barney', 'fred', 'pebbles']
+ */
+function dropWhile(array, predicate, thisArg) {
+  return (array && array.length)
+    ? baseWhile(array, baseCallback(predicate, thisArg, 3), true)
+    : [];
+}
+
+module.exports = dropWhile;
diff --git a/node_modules/lodash/array/fill.js b/node_modules/lodash/array/fill.js
new file mode 100644
index 0000000..2c8f6da
--- /dev/null
+++ b/node_modules/lodash/array/fill.js
@@ -0,0 +1,44 @@
+var baseFill = require('../internal/baseFill'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Fills elements of `array` with `value` from `start` up to, but not
+ * including, `end`.
+ *
+ * **Note:** This method mutates `array`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to fill.
+ * @param {*} value The value to fill `array` with.
+ * @param {number} [start=0] The start position.
+ * @param {number} [end=array.length] The end position.
+ * @returns {Array} Returns `array`.
+ * @example
+ *
+ * var array = [1, 2, 3];
+ *
+ * _.fill(array, 'a');
+ * console.log(array);
+ * // => ['a', 'a', 'a']
+ *
+ * _.fill(Array(3), 2);
+ * // => [2, 2, 2]
+ *
+ * _.fill([4, 6, 8], '*', 1, 2);
+ * // => [4, '*', 8]
+ */
+function fill(array, value, start, end) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return [];
+  }
+  if (start && typeof start != 'number' && isIterateeCall(array, value, start)) {
+    start = 0;
+    end = length;
+  }
+  return baseFill(array, value, start, end);
+}
+
+module.exports = fill;
diff --git a/node_modules/lodash/array/findIndex.js b/node_modules/lodash/array/findIndex.js
new file mode 100644
index 0000000..2a6b8e1
--- /dev/null
+++ b/node_modules/lodash/array/findIndex.js
@@ -0,0 +1,53 @@
+var createFindIndex = require('../internal/createFindIndex');
+
+/**
+ * This method is like `_.find` except that it returns the index of the first
+ * element `predicate` returns truthy for instead of the element itself.
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to search.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {number} Returns the index of the found element, else `-1`.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'barney',  'active': false },
+ *   { 'user': 'fred',    'active': false },
+ *   { 'user': 'pebbles', 'active': true }
+ * ];
+ *
+ * _.findIndex(users, function(chr) {
+ *   return chr.user == 'barney';
+ * });
+ * // => 0
+ *
+ * // using the `_.matches` callback shorthand
+ * _.findIndex(users, { 'user': 'fred', 'active': false });
+ * // => 1
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.findIndex(users, 'active', false);
+ * // => 0
+ *
+ * // using the `_.property` callback shorthand
+ * _.findIndex(users, 'active');
+ * // => 2
+ */
+var findIndex = createFindIndex();
+
+module.exports = findIndex;
diff --git a/node_modules/lodash/array/findLastIndex.js b/node_modules/lodash/array/findLastIndex.js
new file mode 100644
index 0000000..d6d8eca
--- /dev/null
+++ b/node_modules/lodash/array/findLastIndex.js
@@ -0,0 +1,53 @@
+var createFindIndex = require('../internal/createFindIndex');
+
+/**
+ * This method is like `_.findIndex` except that it iterates over elements
+ * of `collection` from right to left.
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to search.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {number} Returns the index of the found element, else `-1`.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'barney',  'active': true },
+ *   { 'user': 'fred',    'active': false },
+ *   { 'user': 'pebbles', 'active': false }
+ * ];
+ *
+ * _.findLastIndex(users, function(chr) {
+ *   return chr.user == 'pebbles';
+ * });
+ * // => 2
+ *
+ * // using the `_.matches` callback shorthand
+ * _.findLastIndex(users, { 'user': 'barney', 'active': true });
+ * // => 0
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.findLastIndex(users, 'active', false);
+ * // => 2
+ *
+ * // using the `_.property` callback shorthand
+ * _.findLastIndex(users, 'active');
+ * // => 0
+ */
+var findLastIndex = createFindIndex(true);
+
+module.exports = findLastIndex;
diff --git a/node_modules/lodash/array/first.js b/node_modules/lodash/array/first.js
new file mode 100644
index 0000000..b3b9c79
--- /dev/null
+++ b/node_modules/lodash/array/first.js
@@ -0,0 +1,22 @@
+/**
+ * Gets the first element of `array`.
+ *
+ * @static
+ * @memberOf _
+ * @alias head
+ * @category Array
+ * @param {Array} array The array to query.
+ * @returns {*} Returns the first element of `array`.
+ * @example
+ *
+ * _.first([1, 2, 3]);
+ * // => 1
+ *
+ * _.first([]);
+ * // => undefined
+ */
+function first(array) {
+  return array ? array[0] : undefined;
+}
+
+module.exports = first;
diff --git a/node_modules/lodash/array/flatten.js b/node_modules/lodash/array/flatten.js
new file mode 100644
index 0000000..dc2eff8
--- /dev/null
+++ b/node_modules/lodash/array/flatten.js
@@ -0,0 +1,32 @@
+var baseFlatten = require('../internal/baseFlatten'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Flattens a nested array. If `isDeep` is `true` the array is recursively
+ * flattened, otherwise it's only flattened a single level.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to flatten.
+ * @param {boolean} [isDeep] Specify a deep flatten.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Array} Returns the new flattened array.
+ * @example
+ *
+ * _.flatten([1, [2, 3, [4]]]);
+ * // => [1, 2, 3, [4]]
+ *
+ * // using `isDeep`
+ * _.flatten([1, [2, 3, [4]]], true);
+ * // => [1, 2, 3, 4]
+ */
+function flatten(array, isDeep, guard) {
+  var length = array ? array.length : 0;
+  if (guard && isIterateeCall(array, isDeep, guard)) {
+    isDeep = false;
+  }
+  return length ? baseFlatten(array, isDeep) : [];
+}
+
+module.exports = flatten;
diff --git a/node_modules/lodash/array/flattenDeep.js b/node_modules/lodash/array/flattenDeep.js
new file mode 100644
index 0000000..9f775fe
--- /dev/null
+++ b/node_modules/lodash/array/flattenDeep.js
@@ -0,0 +1,21 @@
+var baseFlatten = require('../internal/baseFlatten');
+
+/**
+ * Recursively flattens a nested array.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to recursively flatten.
+ * @returns {Array} Returns the new flattened array.
+ * @example
+ *
+ * _.flattenDeep([1, [2, 3, [4]]]);
+ * // => [1, 2, 3, 4]
+ */
+function flattenDeep(array) {
+  var length = array ? array.length : 0;
+  return length ? baseFlatten(array, true) : [];
+}
+
+module.exports = flattenDeep;
diff --git a/node_modules/lodash/array/head.js b/node_modules/lodash/array/head.js
new file mode 100644
index 0000000..1961b08
--- /dev/null
+++ b/node_modules/lodash/array/head.js
@@ -0,0 +1 @@
+module.exports = require('./first');
diff --git a/node_modules/lodash/array/indexOf.js b/node_modules/lodash/array/indexOf.js
new file mode 100644
index 0000000..4cfc682
--- /dev/null
+++ b/node_modules/lodash/array/indexOf.js
@@ -0,0 +1,53 @@
+var baseIndexOf = require('../internal/baseIndexOf'),
+    binaryIndex = require('../internal/binaryIndex');
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMax = Math.max;
+
+/**
+ * Gets the index at which the first occurrence of `value` is found in `array`
+ * using [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+ * for equality comparisons. If `fromIndex` is negative, it's used as the offset
+ * from the end of `array`. If `array` is sorted providing `true` for `fromIndex`
+ * performs a faster binary search.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to search.
+ * @param {*} value The value to search for.
+ * @param {boolean|number} [fromIndex=0] The index to search from or `true`
+ *  to perform a binary search on a sorted array.
+ * @returns {number} Returns the index of the matched value, else `-1`.
+ * @example
+ *
+ * _.indexOf([1, 2, 1, 2], 2);
+ * // => 1
+ *
+ * // using `fromIndex`
+ * _.indexOf([1, 2, 1, 2], 2, 2);
+ * // => 3
+ *
+ * // performing a binary search
+ * _.indexOf([1, 1, 2, 2], 2, true);
+ * // => 2
+ */
+function indexOf(array, value, fromIndex) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return -1;
+  }
+  if (typeof fromIndex == 'number') {
+    fromIndex = fromIndex < 0 ? nativeMax(length + fromIndex, 0) : fromIndex;
+  } else if (fromIndex) {
+    var index = binaryIndex(array, value);
+    if (index < length &&
+        (value === value ? (value === array[index]) : (array[index] !== array[index]))) {
+      return index;
+    }
+    return -1;
+  }
+  return baseIndexOf(array, value, fromIndex || 0);
+}
+
+module.exports = indexOf;
diff --git a/node_modules/lodash/array/initial.js b/node_modules/lodash/array/initial.js
new file mode 100644
index 0000000..59b7a7d
--- /dev/null
+++ b/node_modules/lodash/array/initial.js
@@ -0,0 +1,20 @@
+var dropRight = require('./dropRight');
+
+/**
+ * Gets all but the last element of `array`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.initial([1, 2, 3]);
+ * // => [1, 2]
+ */
+function initial(array) {
+  return dropRight(array, 1);
+}
+
+module.exports = initial;
diff --git a/node_modules/lodash/array/intersection.js b/node_modules/lodash/array/intersection.js
new file mode 100644
index 0000000..f218432
--- /dev/null
+++ b/node_modules/lodash/array/intersection.js
@@ -0,0 +1,58 @@
+var baseIndexOf = require('../internal/baseIndexOf'),
+    cacheIndexOf = require('../internal/cacheIndexOf'),
+    createCache = require('../internal/createCache'),
+    isArrayLike = require('../internal/isArrayLike'),
+    restParam = require('../function/restParam');
+
+/**
+ * Creates an array of unique values that are included in all of the provided
+ * arrays using [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+ * for equality comparisons.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {...Array} [arrays] The arrays to inspect.
+ * @returns {Array} Returns the new array of shared values.
+ * @example
+ * _.intersection([1, 2], [4, 2], [2, 1]);
+ * // => [2]
+ */
+var intersection = restParam(function(arrays) {
+  var othLength = arrays.length,
+      othIndex = othLength,
+      caches = Array(length),
+      indexOf = baseIndexOf,
+      isCommon = true,
+      result = [];
+
+  while (othIndex--) {
+    var value = arrays[othIndex] = isArrayLike(value = arrays[othIndex]) ? value : [];
+    caches[othIndex] = (isCommon && value.length >= 120) ? createCache(othIndex && value) : null;
+  }
+  var array = arrays[0],
+      index = -1,
+      length = array ? array.length : 0,
+      seen = caches[0];
+
+  outer:
+  while (++index < length) {
+    value = array[index];
+    if ((seen ? cacheIndexOf(seen, value) : indexOf(result, value, 0)) < 0) {
+      var othIndex = othLength;
+      while (--othIndex) {
+        var cache = caches[othIndex];
+        if ((cache ? cacheIndexOf(cache, value) : indexOf(arrays[othIndex], value, 0)) < 0) {
+          continue outer;
+        }
+      }
+      if (seen) {
+        seen.push(value);
+      }
+      result.push(value);
+    }
+  }
+  return result;
+});
+
+module.exports = intersection;
diff --git a/node_modules/lodash/array/last.js b/node_modules/lodash/array/last.js
new file mode 100644
index 0000000..299af31
--- /dev/null
+++ b/node_modules/lodash/array/last.js
@@ -0,0 +1,19 @@
+/**
+ * Gets the last element of `array`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @returns {*} Returns the last element of `array`.
+ * @example
+ *
+ * _.last([1, 2, 3]);
+ * // => 3
+ */
+function last(array) {
+  var length = array ? array.length : 0;
+  return length ? array[length - 1] : undefined;
+}
+
+module.exports = last;
diff --git a/node_modules/lodash/array/lastIndexOf.js b/node_modules/lodash/array/lastIndexOf.js
new file mode 100644
index 0000000..02b8062
--- /dev/null
+++ b/node_modules/lodash/array/lastIndexOf.js
@@ -0,0 +1,60 @@
+var binaryIndex = require('../internal/binaryIndex'),
+    indexOfNaN = require('../internal/indexOfNaN');
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMax = Math.max,
+    nativeMin = Math.min;
+
+/**
+ * This method is like `_.indexOf` except that it iterates over elements of
+ * `array` from right to left.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to search.
+ * @param {*} value The value to search for.
+ * @param {boolean|number} [fromIndex=array.length-1] The index to search from
+ *  or `true` to perform a binary search on a sorted array.
+ * @returns {number} Returns the index of the matched value, else `-1`.
+ * @example
+ *
+ * _.lastIndexOf([1, 2, 1, 2], 2);
+ * // => 3
+ *
+ * // using `fromIndex`
+ * _.lastIndexOf([1, 2, 1, 2], 2, 2);
+ * // => 1
+ *
+ * // performing a binary search
+ * _.lastIndexOf([1, 1, 2, 2], 2, true);
+ * // => 3
+ */
+function lastIndexOf(array, value, fromIndex) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return -1;
+  }
+  var index = length;
+  if (typeof fromIndex == 'number') {
+    index = (fromIndex < 0 ? nativeMax(length + fromIndex, 0) : nativeMin(fromIndex || 0, length - 1)) + 1;
+  } else if (fromIndex) {
+    index = binaryIndex(array, value, true) - 1;
+    var other = array[index];
+    if (value === value ? (value === other) : (other !== other)) {
+      return index;
+    }
+    return -1;
+  }
+  if (value !== value) {
+    return indexOfNaN(array, index, true);
+  }
+  while (index--) {
+    if (array[index] === value) {
+      return index;
+    }
+  }
+  return -1;
+}
+
+module.exports = lastIndexOf;
diff --git a/node_modules/lodash/array/object.js b/node_modules/lodash/array/object.js
new file mode 100644
index 0000000..f4a3453
--- /dev/null
+++ b/node_modules/lodash/array/object.js
@@ -0,0 +1 @@
+module.exports = require('./zipObject');
diff --git a/node_modules/lodash/array/pull.js b/node_modules/lodash/array/pull.js
new file mode 100644
index 0000000..7bcbb4a
--- /dev/null
+++ b/node_modules/lodash/array/pull.js
@@ -0,0 +1,52 @@
+var baseIndexOf = require('../internal/baseIndexOf');
+
+/** Used for native method references. */
+var arrayProto = Array.prototype;
+
+/** Native method references. */
+var splice = arrayProto.splice;
+
+/**
+ * Removes all provided values from `array` using
+ * [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+ * for equality comparisons.
+ *
+ * **Note:** Unlike `_.without`, this method mutates `array`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to modify.
+ * @param {...*} [values] The values to remove.
+ * @returns {Array} Returns `array`.
+ * @example
+ *
+ * var array = [1, 2, 3, 1, 2, 3];
+ *
+ * _.pull(array, 2, 3);
+ * console.log(array);
+ * // => [1, 1]
+ */
+function pull() {
+  var args = arguments,
+      array = args[0];
+
+  if (!(array && array.length)) {
+    return array;
+  }
+  var index = 0,
+      indexOf = baseIndexOf,
+      length = args.length;
+
+  while (++index < length) {
+    var fromIndex = 0,
+        value = args[index];
+
+    while ((fromIndex = indexOf(array, value, fromIndex)) > -1) {
+      splice.call(array, fromIndex, 1);
+    }
+  }
+  return array;
+}
+
+module.exports = pull;
diff --git a/node_modules/lodash/array/pullAt.js b/node_modules/lodash/array/pullAt.js
new file mode 100644
index 0000000..4ca2476
--- /dev/null
+++ b/node_modules/lodash/array/pullAt.js
@@ -0,0 +1,40 @@
+var baseAt = require('../internal/baseAt'),
+    baseCompareAscending = require('../internal/baseCompareAscending'),
+    baseFlatten = require('../internal/baseFlatten'),
+    basePullAt = require('../internal/basePullAt'),
+    restParam = require('../function/restParam');
+
+/**
+ * Removes elements from `array` corresponding to the given indexes and returns
+ * an array of the removed elements. Indexes may be specified as an array of
+ * indexes or as individual arguments.
+ *
+ * **Note:** Unlike `_.at`, this method mutates `array`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to modify.
+ * @param {...(number|number[])} [indexes] The indexes of elements to remove,
+ *  specified as individual indexes or arrays of indexes.
+ * @returns {Array} Returns the new array of removed elements.
+ * @example
+ *
+ * var array = [5, 10, 15, 20];
+ * var evens = _.pullAt(array, 1, 3);
+ *
+ * console.log(array);
+ * // => [5, 15]
+ *
+ * console.log(evens);
+ * // => [10, 20]
+ */
+var pullAt = restParam(function(array, indexes) {
+  indexes = baseFlatten(indexes);
+
+  var result = baseAt(array, indexes);
+  basePullAt(array, indexes.sort(baseCompareAscending));
+  return result;
+});
+
+module.exports = pullAt;
diff --git a/node_modules/lodash/array/remove.js b/node_modules/lodash/array/remove.js
new file mode 100644
index 0000000..0cf979b
--- /dev/null
+++ b/node_modules/lodash/array/remove.js
@@ -0,0 +1,64 @@
+var baseCallback = require('../internal/baseCallback'),
+    basePullAt = require('../internal/basePullAt');
+
+/**
+ * Removes all elements from `array` that `predicate` returns truthy for
+ * and returns an array of the removed elements. The predicate is bound to
+ * `thisArg` and invoked with three arguments: (value, index, array).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * **Note:** Unlike `_.filter`, this method mutates `array`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to modify.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {Array} Returns the new array of removed elements.
+ * @example
+ *
+ * var array = [1, 2, 3, 4];
+ * var evens = _.remove(array, function(n) {
+ *   return n % 2 == 0;
+ * });
+ *
+ * console.log(array);
+ * // => [1, 3]
+ *
+ * console.log(evens);
+ * // => [2, 4]
+ */
+function remove(array, predicate, thisArg) {
+  var result = [];
+  if (!(array && array.length)) {
+    return result;
+  }
+  var index = -1,
+      indexes = [],
+      length = array.length;
+
+  predicate = baseCallback(predicate, thisArg, 3);
+  while (++index < length) {
+    var value = array[index];
+    if (predicate(value, index, array)) {
+      result.push(value);
+      indexes.push(index);
+    }
+  }
+  basePullAt(array, indexes);
+  return result;
+}
+
+module.exports = remove;
diff --git a/node_modules/lodash/array/rest.js b/node_modules/lodash/array/rest.js
new file mode 100644
index 0000000..9bfb734
--- /dev/null
+++ b/node_modules/lodash/array/rest.js
@@ -0,0 +1,21 @@
+var drop = require('./drop');
+
+/**
+ * Gets all but the first element of `array`.
+ *
+ * @static
+ * @memberOf _
+ * @alias tail
+ * @category Array
+ * @param {Array} array The array to query.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.rest([1, 2, 3]);
+ * // => [2, 3]
+ */
+function rest(array) {
+  return drop(array, 1);
+}
+
+module.exports = rest;
diff --git a/node_modules/lodash/array/slice.js b/node_modules/lodash/array/slice.js
new file mode 100644
index 0000000..48ef1a1
--- /dev/null
+++ b/node_modules/lodash/array/slice.js
@@ -0,0 +1,30 @@
+var baseSlice = require('../internal/baseSlice'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Creates a slice of `array` from `start` up to, but not including, `end`.
+ *
+ * **Note:** This method is used instead of `Array#slice` to support node
+ * lists in IE < 9 and to ensure dense arrays are returned.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to slice.
+ * @param {number} [start=0] The start position.
+ * @param {number} [end=array.length] The end position.
+ * @returns {Array} Returns the slice of `array`.
+ */
+function slice(array, start, end) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return [];
+  }
+  if (end && typeof end != 'number' && isIterateeCall(array, start, end)) {
+    start = 0;
+    end = length;
+  }
+  return baseSlice(array, start, end);
+}
+
+module.exports = slice;
diff --git a/node_modules/lodash/array/sortedIndex.js b/node_modules/lodash/array/sortedIndex.js
new file mode 100644
index 0000000..6903bca
--- /dev/null
+++ b/node_modules/lodash/array/sortedIndex.js
@@ -0,0 +1,53 @@
+var createSortedIndex = require('../internal/createSortedIndex');
+
+/**
+ * Uses a binary search to determine the lowest index at which `value` should
+ * be inserted into `array` in order to maintain its sort order. If an iteratee
+ * function is provided it's invoked for `value` and each element of `array`
+ * to compute their sort ranking. The iteratee is bound to `thisArg` and
+ * invoked with one argument; (value).
+ *
+ * If a property name is provided for `iteratee` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `iteratee` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The sorted array to inspect.
+ * @param {*} value The value to evaluate.
+ * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {number} Returns the index at which `value` should be inserted
+ *  into `array`.
+ * @example
+ *
+ * _.sortedIndex([30, 50], 40);
+ * // => 1
+ *
+ * _.sortedIndex([4, 4, 5, 5], 5);
+ * // => 2
+ *
+ * var dict = { 'data': { 'thirty': 30, 'forty': 40, 'fifty': 50 } };
+ *
+ * // using an iteratee function
+ * _.sortedIndex(['thirty', 'fifty'], 'forty', function(word) {
+ *   return this.data[word];
+ * }, dict);
+ * // => 1
+ *
+ * // using the `_.property` callback shorthand
+ * _.sortedIndex([{ 'x': 30 }, { 'x': 50 }], { 'x': 40 }, 'x');
+ * // => 1
+ */
+var sortedIndex = createSortedIndex();
+
+module.exports = sortedIndex;
diff --git a/node_modules/lodash/array/sortedLastIndex.js b/node_modules/lodash/array/sortedLastIndex.js
new file mode 100644
index 0000000..81a4a86
--- /dev/null
+++ b/node_modules/lodash/array/sortedLastIndex.js
@@ -0,0 +1,25 @@
+var createSortedIndex = require('../internal/createSortedIndex');
+
+/**
+ * This method is like `_.sortedIndex` except that it returns the highest
+ * index at which `value` should be inserted into `array` in order to
+ * maintain its sort order.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The sorted array to inspect.
+ * @param {*} value The value to evaluate.
+ * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {number} Returns the index at which `value` should be inserted
+ *  into `array`.
+ * @example
+ *
+ * _.sortedLastIndex([4, 4, 5, 5], 5);
+ * // => 4
+ */
+var sortedLastIndex = createSortedIndex(true);
+
+module.exports = sortedLastIndex;
diff --git a/node_modules/lodash/array/tail.js b/node_modules/lodash/array/tail.js
new file mode 100644
index 0000000..c5dfe77
--- /dev/null
+++ b/node_modules/lodash/array/tail.js
@@ -0,0 +1 @@
+module.exports = require('./rest');
diff --git a/node_modules/lodash/array/take.js b/node_modules/lodash/array/take.js
new file mode 100644
index 0000000..875917a
--- /dev/null
+++ b/node_modules/lodash/array/take.js
@@ -0,0 +1,39 @@
+var baseSlice = require('../internal/baseSlice'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Creates a slice of `array` with `n` elements taken from the beginning.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @param {number} [n=1] The number of elements to take.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.take([1, 2, 3]);
+ * // => [1]
+ *
+ * _.take([1, 2, 3], 2);
+ * // => [1, 2]
+ *
+ * _.take([1, 2, 3], 5);
+ * // => [1, 2, 3]
+ *
+ * _.take([1, 2, 3], 0);
+ * // => []
+ */
+function take(array, n, guard) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return [];
+  }
+  if (guard ? isIterateeCall(array, n, guard) : n == null) {
+    n = 1;
+  }
+  return baseSlice(array, 0, n < 0 ? 0 : n);
+}
+
+module.exports = take;
diff --git a/node_modules/lodash/array/takeRight.js b/node_modules/lodash/array/takeRight.js
new file mode 100644
index 0000000..6e89c87
--- /dev/null
+++ b/node_modules/lodash/array/takeRight.js
@@ -0,0 +1,40 @@
+var baseSlice = require('../internal/baseSlice'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Creates a slice of `array` with `n` elements taken from the end.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @param {number} [n=1] The number of elements to take.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.takeRight([1, 2, 3]);
+ * // => [3]
+ *
+ * _.takeRight([1, 2, 3], 2);
+ * // => [2, 3]
+ *
+ * _.takeRight([1, 2, 3], 5);
+ * // => [1, 2, 3]
+ *
+ * _.takeRight([1, 2, 3], 0);
+ * // => []
+ */
+function takeRight(array, n, guard) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return [];
+  }
+  if (guard ? isIterateeCall(array, n, guard) : n == null) {
+    n = 1;
+  }
+  n = length - (+n || 0);
+  return baseSlice(array, n < 0 ? 0 : n);
+}
+
+module.exports = takeRight;
diff --git a/node_modules/lodash/array/takeRightWhile.js b/node_modules/lodash/array/takeRightWhile.js
new file mode 100644
index 0000000..5464d13
--- /dev/null
+++ b/node_modules/lodash/array/takeRightWhile.js
@@ -0,0 +1,59 @@
+var baseCallback = require('../internal/baseCallback'),
+    baseWhile = require('../internal/baseWhile');
+
+/**
+ * Creates a slice of `array` with elements taken from the end. Elements are
+ * taken until `predicate` returns falsey. The predicate is bound to `thisArg`
+ * and invoked with three arguments: (value, index, array).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.takeRightWhile([1, 2, 3], function(n) {
+ *   return n > 1;
+ * });
+ * // => [2, 3]
+ *
+ * var users = [
+ *   { 'user': 'barney',  'active': true },
+ *   { 'user': 'fred',    'active': false },
+ *   { 'user': 'pebbles', 'active': false }
+ * ];
+ *
+ * // using the `_.matches` callback shorthand
+ * _.pluck(_.takeRightWhile(users, { 'user': 'pebbles', 'active': false }), 'user');
+ * // => ['pebbles']
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.pluck(_.takeRightWhile(users, 'active', false), 'user');
+ * // => ['fred', 'pebbles']
+ *
+ * // using the `_.property` callback shorthand
+ * _.pluck(_.takeRightWhile(users, 'active'), 'user');
+ * // => []
+ */
+function takeRightWhile(array, predicate, thisArg) {
+  return (array && array.length)
+    ? baseWhile(array, baseCallback(predicate, thisArg, 3), false, true)
+    : [];
+}
+
+module.exports = takeRightWhile;
diff --git a/node_modules/lodash/array/takeWhile.js b/node_modules/lodash/array/takeWhile.js
new file mode 100644
index 0000000..f7e28a1
--- /dev/null
+++ b/node_modules/lodash/array/takeWhile.js
@@ -0,0 +1,59 @@
+var baseCallback = require('../internal/baseCallback'),
+    baseWhile = require('../internal/baseWhile');
+
+/**
+ * Creates a slice of `array` with elements taken from the beginning. Elements
+ * are taken until `predicate` returns falsey. The predicate is bound to
+ * `thisArg` and invoked with three arguments: (value, index, array).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to query.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {Array} Returns the slice of `array`.
+ * @example
+ *
+ * _.takeWhile([1, 2, 3], function(n) {
+ *   return n < 3;
+ * });
+ * // => [1, 2]
+ *
+ * var users = [
+ *   { 'user': 'barney',  'active': false },
+ *   { 'user': 'fred',    'active': false},
+ *   { 'user': 'pebbles', 'active': true }
+ * ];
+ *
+ * // using the `_.matches` callback shorthand
+ * _.pluck(_.takeWhile(users, { 'user': 'barney', 'active': false }), 'user');
+ * // => ['barney']
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.pluck(_.takeWhile(users, 'active', false), 'user');
+ * // => ['barney', 'fred']
+ *
+ * // using the `_.property` callback shorthand
+ * _.pluck(_.takeWhile(users, 'active'), 'user');
+ * // => []
+ */
+function takeWhile(array, predicate, thisArg) {
+  return (array && array.length)
+    ? baseWhile(array, baseCallback(predicate, thisArg, 3))
+    : [];
+}
+
+module.exports = takeWhile;
diff --git a/node_modules/lodash/array/union.js b/node_modules/lodash/array/union.js
new file mode 100644
index 0000000..53cefe4
--- /dev/null
+++ b/node_modules/lodash/array/union.js
@@ -0,0 +1,24 @@
+var baseFlatten = require('../internal/baseFlatten'),
+    baseUniq = require('../internal/baseUniq'),
+    restParam = require('../function/restParam');
+
+/**
+ * Creates an array of unique values, in order, from all of the provided arrays
+ * using [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+ * for equality comparisons.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {...Array} [arrays] The arrays to inspect.
+ * @returns {Array} Returns the new array of combined values.
+ * @example
+ *
+ * _.union([1, 2], [4, 2], [2, 1]);
+ * // => [1, 2, 4]
+ */
+var union = restParam(function(arrays) {
+  return baseUniq(baseFlatten(arrays, false, true));
+});
+
+module.exports = union;
diff --git a/node_modules/lodash/array/uniq.js b/node_modules/lodash/array/uniq.js
new file mode 100644
index 0000000..ae937ef
--- /dev/null
+++ b/node_modules/lodash/array/uniq.js
@@ -0,0 +1,71 @@
+var baseCallback = require('../internal/baseCallback'),
+    baseUniq = require('../internal/baseUniq'),
+    isIterateeCall = require('../internal/isIterateeCall'),
+    sortedUniq = require('../internal/sortedUniq');
+
+/**
+ * Creates a duplicate-free version of an array, using
+ * [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+ * for equality comparisons, in which only the first occurence of each element
+ * is kept. Providing `true` for `isSorted` performs a faster search algorithm
+ * for sorted arrays. If an iteratee function is provided it's invoked for
+ * each element in the array to generate the criterion by which uniqueness
+ * is computed. The `iteratee` is bound to `thisArg` and invoked with three
+ * arguments: (value, index, array).
+ *
+ * If a property name is provided for `iteratee` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `iteratee` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @alias unique
+ * @category Array
+ * @param {Array} array The array to inspect.
+ * @param {boolean} [isSorted] Specify the array is sorted.
+ * @param {Function|Object|string} [iteratee] The function invoked per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Array} Returns the new duplicate-value-free array.
+ * @example
+ *
+ * _.uniq([2, 1, 2]);
+ * // => [2, 1]
+ *
+ * // using `isSorted`
+ * _.uniq([1, 1, 2], true);
+ * // => [1, 2]
+ *
+ * // using an iteratee function
+ * _.uniq([1, 2.5, 1.5, 2], function(n) {
+ *   return this.floor(n);
+ * }, Math);
+ * // => [1, 2.5]
+ *
+ * // using the `_.property` callback shorthand
+ * _.uniq([{ 'x': 1 }, { 'x': 2 }, { 'x': 1 }], 'x');
+ * // => [{ 'x': 1 }, { 'x': 2 }]
+ */
+function uniq(array, isSorted, iteratee, thisArg) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return [];
+  }
+  if (isSorted != null && typeof isSorted != 'boolean') {
+    thisArg = iteratee;
+    iteratee = isIterateeCall(array, isSorted, thisArg) ? undefined : isSorted;
+    isSorted = false;
+  }
+  iteratee = iteratee == null ? iteratee : baseCallback(iteratee, thisArg, 3);
+  return (isSorted)
+    ? sortedUniq(array, iteratee)
+    : baseUniq(array, iteratee);
+}
+
+module.exports = uniq;
diff --git a/node_modules/lodash/array/unique.js b/node_modules/lodash/array/unique.js
new file mode 100644
index 0000000..396de1b
--- /dev/null
+++ b/node_modules/lodash/array/unique.js
@@ -0,0 +1 @@
+module.exports = require('./uniq');
diff --git a/node_modules/lodash/array/unzip.js b/node_modules/lodash/array/unzip.js
new file mode 100644
index 0000000..0a539fa
--- /dev/null
+++ b/node_modules/lodash/array/unzip.js
@@ -0,0 +1,47 @@
+var arrayFilter = require('../internal/arrayFilter'),
+    arrayMap = require('../internal/arrayMap'),
+    baseProperty = require('../internal/baseProperty'),
+    isArrayLike = require('../internal/isArrayLike');
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMax = Math.max;
+
+/**
+ * This method is like `_.zip` except that it accepts an array of grouped
+ * elements and creates an array regrouping the elements to their pre-zip
+ * configuration.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array of grouped elements to process.
+ * @returns {Array} Returns the new array of regrouped elements.
+ * @example
+ *
+ * var zipped = _.zip(['fred', 'barney'], [30, 40], [true, false]);
+ * // => [['fred', 30, true], ['barney', 40, false]]
+ *
+ * _.unzip(zipped);
+ * // => [['fred', 'barney'], [30, 40], [true, false]]
+ */
+function unzip(array) {
+  if (!(array && array.length)) {
+    return [];
+  }
+  var index = -1,
+      length = 0;
+
+  array = arrayFilter(array, function(group) {
+    if (isArrayLike(group)) {
+      length = nativeMax(group.length, length);
+      return true;
+    }
+  });
+  var result = Array(length);
+  while (++index < length) {
+    result[index] = arrayMap(array, baseProperty(index));
+  }
+  return result;
+}
+
+module.exports = unzip;
diff --git a/node_modules/lodash/array/unzipWith.js b/node_modules/lodash/array/unzipWith.js
new file mode 100644
index 0000000..324a2b1
--- /dev/null
+++ b/node_modules/lodash/array/unzipWith.js
@@ -0,0 +1,41 @@
+var arrayMap = require('../internal/arrayMap'),
+    arrayReduce = require('../internal/arrayReduce'),
+    bindCallback = require('../internal/bindCallback'),
+    unzip = require('./unzip');
+
+/**
+ * This method is like `_.unzip` except that it accepts an iteratee to specify
+ * how regrouped values should be combined. The `iteratee` is bound to `thisArg`
+ * and invoked with four arguments: (accumulator, value, index, group).
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array of grouped elements to process.
+ * @param {Function} [iteratee] The function to combine regrouped values.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Array} Returns the new array of regrouped elements.
+ * @example
+ *
+ * var zipped = _.zip([1, 2], [10, 20], [100, 200]);
+ * // => [[1, 10, 100], [2, 20, 200]]
+ *
+ * _.unzipWith(zipped, _.add);
+ * // => [3, 30, 300]
+ */
+function unzipWith(array, iteratee, thisArg) {
+  var length = array ? array.length : 0;
+  if (!length) {
+    return [];
+  }
+  var result = unzip(array);
+  if (iteratee == null) {
+    return result;
+  }
+  iteratee = bindCallback(iteratee, thisArg, 4);
+  return arrayMap(result, function(group) {
+    return arrayReduce(group, iteratee, undefined, true);
+  });
+}
+
+module.exports = unzipWith;
diff --git a/node_modules/lodash/array/without.js b/node_modules/lodash/array/without.js
new file mode 100644
index 0000000..2ac3d11
--- /dev/null
+++ b/node_modules/lodash/array/without.js
@@ -0,0 +1,27 @@
+var baseDifference = require('../internal/baseDifference'),
+    isArrayLike = require('../internal/isArrayLike'),
+    restParam = require('../function/restParam');
+
+/**
+ * Creates an array excluding all provided values using
+ * [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+ * for equality comparisons.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {Array} array The array to filter.
+ * @param {...*} [values] The values to exclude.
+ * @returns {Array} Returns the new array of filtered values.
+ * @example
+ *
+ * _.without([1, 2, 1, 3], 1, 2);
+ * // => [3]
+ */
+var without = restParam(function(array, values) {
+  return isArrayLike(array)
+    ? baseDifference(array, values)
+    : [];
+});
+
+module.exports = without;
diff --git a/node_modules/lodash/array/xor.js b/node_modules/lodash/array/xor.js
new file mode 100644
index 0000000..04ef32a
--- /dev/null
+++ b/node_modules/lodash/array/xor.js
@@ -0,0 +1,35 @@
+var arrayPush = require('../internal/arrayPush'),
+    baseDifference = require('../internal/baseDifference'),
+    baseUniq = require('../internal/baseUniq'),
+    isArrayLike = require('../internal/isArrayLike');
+
+/**
+ * Creates an array of unique values that is the [symmetric difference](https://en.wikipedia.org/wiki/Symmetric_difference)
+ * of the provided arrays.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {...Array} [arrays] The arrays to inspect.
+ * @returns {Array} Returns the new array of values.
+ * @example
+ *
+ * _.xor([1, 2], [4, 2]);
+ * // => [1, 4]
+ */
+function xor() {
+  var index = -1,
+      length = arguments.length;
+
+  while (++index < length) {
+    var array = arguments[index];
+    if (isArrayLike(array)) {
+      var result = result
+        ? arrayPush(baseDifference(result, array), baseDifference(array, result))
+        : array;
+    }
+  }
+  return result ? baseUniq(result) : [];
+}
+
+module.exports = xor;
diff --git a/node_modules/lodash/array/zip.js b/node_modules/lodash/array/zip.js
new file mode 100644
index 0000000..53a6f69
--- /dev/null
+++ b/node_modules/lodash/array/zip.js
@@ -0,0 +1,21 @@
+var restParam = require('../function/restParam'),
+    unzip = require('./unzip');
+
+/**
+ * Creates an array of grouped elements, the first of which contains the first
+ * elements of the given arrays, the second of which contains the second elements
+ * of the given arrays, and so on.
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {...Array} [arrays] The arrays to process.
+ * @returns {Array} Returns the new array of grouped elements.
+ * @example
+ *
+ * _.zip(['fred', 'barney'], [30, 40], [true, false]);
+ * // => [['fred', 30, true], ['barney', 40, false]]
+ */
+var zip = restParam(unzip);
+
+module.exports = zip;
diff --git a/node_modules/lodash/array/zipObject.js b/node_modules/lodash/array/zipObject.js
new file mode 100644
index 0000000..dec7a21
--- /dev/null
+++ b/node_modules/lodash/array/zipObject.js
@@ -0,0 +1,43 @@
+var isArray = require('../lang/isArray');
+
+/**
+ * The inverse of `_.pairs`; this method returns an object composed from arrays
+ * of property names and values. Provide either a single two dimensional array,
+ * e.g. `[[key1, value1], [key2, value2]]` or two arrays, one of property names
+ * and one of corresponding values.
+ *
+ * @static
+ * @memberOf _
+ * @alias object
+ * @category Array
+ * @param {Array} props The property names.
+ * @param {Array} [values=[]] The property values.
+ * @returns {Object} Returns the new object.
+ * @example
+ *
+ * _.zipObject([['fred', 30], ['barney', 40]]);
+ * // => { 'fred': 30, 'barney': 40 }
+ *
+ * _.zipObject(['fred', 'barney'], [30, 40]);
+ * // => { 'fred': 30, 'barney': 40 }
+ */
+function zipObject(props, values) {
+  var index = -1,
+      length = props ? props.length : 0,
+      result = {};
+
+  if (length && !values && !isArray(props[0])) {
+    values = [];
+  }
+  while (++index < length) {
+    var key = props[index];
+    if (values) {
+      result[key] = values[index];
+    } else if (key) {
+      result[key[0]] = key[1];
+    }
+  }
+  return result;
+}
+
+module.exports = zipObject;
diff --git a/node_modules/lodash/array/zipWith.js b/node_modules/lodash/array/zipWith.js
new file mode 100644
index 0000000..ad10374
--- /dev/null
+++ b/node_modules/lodash/array/zipWith.js
@@ -0,0 +1,36 @@
+var restParam = require('../function/restParam'),
+    unzipWith = require('./unzipWith');
+
+/**
+ * This method is like `_.zip` except that it accepts an iteratee to specify
+ * how grouped values should be combined. The `iteratee` is bound to `thisArg`
+ * and invoked with four arguments: (accumulator, value, index, group).
+ *
+ * @static
+ * @memberOf _
+ * @category Array
+ * @param {...Array} [arrays] The arrays to process.
+ * @param {Function} [iteratee] The function to combine grouped values.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Array} Returns the new array of grouped elements.
+ * @example
+ *
+ * _.zipWith([1, 2], [10, 20], [100, 200], _.add);
+ * // => [111, 222]
+ */
+var zipWith = restParam(function(arrays) {
+  var length = arrays.length,
+      iteratee = length > 2 ? arrays[length - 2] : undefined,
+      thisArg = length > 1 ? arrays[length - 1] : undefined;
+
+  if (length > 2 && typeof iteratee == 'function') {
+    length -= 2;
+  } else {
+    iteratee = (length > 1 && typeof thisArg == 'function') ? (--length, thisArg) : undefined;
+    thisArg = undefined;
+  }
+  arrays.length = length;
+  return unzipWith(arrays, iteratee, thisArg);
+});
+
+module.exports = zipWith;
diff --git a/node_modules/lodash/chain.js b/node_modules/lodash/chain.js
new file mode 100644
index 0000000..6439627
--- /dev/null
+++ b/node_modules/lodash/chain.js
@@ -0,0 +1,16 @@
+module.exports = {
+  'chain': require('./chain/chain'),
+  'commit': require('./chain/commit'),
+  'concat': require('./chain/concat'),
+  'lodash': require('./chain/lodash'),
+  'plant': require('./chain/plant'),
+  'reverse': require('./chain/reverse'),
+  'run': require('./chain/run'),
+  'tap': require('./chain/tap'),
+  'thru': require('./chain/thru'),
+  'toJSON': require('./chain/toJSON'),
+  'toString': require('./chain/toString'),
+  'value': require('./chain/value'),
+  'valueOf': require('./chain/valueOf'),
+  'wrapperChain': require('./chain/wrapperChain')
+};
diff --git a/node_modules/lodash/chain/chain.js b/node_modules/lodash/chain/chain.js
new file mode 100644
index 0000000..453ba1e
--- /dev/null
+++ b/node_modules/lodash/chain/chain.js
@@ -0,0 +1,35 @@
+var lodash = require('./lodash');
+
+/**
+ * Creates a `lodash` object that wraps `value` with explicit method
+ * chaining enabled.
+ *
+ * @static
+ * @memberOf _
+ * @category Chain
+ * @param {*} value The value to wrap.
+ * @returns {Object} Returns the new `lodash` wrapper instance.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'barney',  'age': 36 },
+ *   { 'user': 'fred',    'age': 40 },
+ *   { 'user': 'pebbles', 'age': 1 }
+ * ];
+ *
+ * var youngest = _.chain(users)
+ *   .sortBy('age')
+ *   .map(function(chr) {
+ *     return chr.user + ' is ' + chr.age;
+ *   })
+ *   .first()
+ *   .value();
+ * // => 'pebbles is 1'
+ */
+function chain(value) {
+  var result = lodash(value);
+  result.__chain__ = true;
+  return result;
+}
+
+module.exports = chain;
diff --git a/node_modules/lodash/chain/commit.js b/node_modules/lodash/chain/commit.js
new file mode 100644
index 0000000..c732d1b
--- /dev/null
+++ b/node_modules/lodash/chain/commit.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperCommit');
diff --git a/node_modules/lodash/chain/concat.js b/node_modules/lodash/chain/concat.js
new file mode 100644
index 0000000..90607d1
--- /dev/null
+++ b/node_modules/lodash/chain/concat.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperConcat');
diff --git a/node_modules/lodash/chain/lodash.js b/node_modules/lodash/chain/lodash.js
new file mode 100644
index 0000000..1c3467e
--- /dev/null
+++ b/node_modules/lodash/chain/lodash.js
@@ -0,0 +1,125 @@
+var LazyWrapper = require('../internal/LazyWrapper'),
+    LodashWrapper = require('../internal/LodashWrapper'),
+    baseLodash = require('../internal/baseLodash'),
+    isArray = require('../lang/isArray'),
+    isObjectLike = require('../internal/isObjectLike'),
+    wrapperClone = require('../internal/wrapperClone');
+
+/** Used for native method references. */
+var objectProto = Object.prototype;
+
+/** Used to check objects for own properties. */
+var hasOwnProperty = objectProto.hasOwnProperty;
+
+/**
+ * Creates a `lodash` object which wraps `value` to enable implicit chaining.
+ * Methods that operate on and return arrays, collections, and functions can
+ * be chained together. Methods that retrieve a single value or may return a
+ * primitive value will automatically end the chain returning the unwrapped
+ * value. Explicit chaining may be enabled using `_.chain`. The execution of
+ * chained methods is lazy, that is, execution is deferred until `_#value`
+ * is implicitly or explicitly called.
+ *
+ * Lazy evaluation allows several methods to support shortcut fusion. Shortcut
+ * fusion is an optimization strategy which merge iteratee calls; this can help
+ * to avoid the creation of intermediate data structures and greatly reduce the
+ * number of iteratee executions.
+ *
+ * Chaining is supported in custom builds as long as the `_#value` method is
+ * directly or indirectly included in the build.
+ *
+ * In addition to lodash methods, wrappers have `Array` and `String` methods.
+ *
+ * The wrapper `Array` methods are:
+ * `concat`, `join`, `pop`, `push`, `reverse`, `shift`, `slice`, `sort`,
+ * `splice`, and `unshift`
+ *
+ * The wrapper `String` methods are:
+ * `replace` and `split`
+ *
+ * The wrapper methods that support shortcut fusion are:
+ * `compact`, `drop`, `dropRight`, `dropRightWhile`, `dropWhile`, `filter`,
+ * `first`, `initial`, `last`, `map`, `pluck`, `reject`, `rest`, `reverse`,
+ * `slice`, `take`, `takeRight`, `takeRightWhile`, `takeWhile`, `toArray`,
+ * and `where`
+ *
+ * The chainable wrapper methods are:
+ * `after`, `ary`, `assign`, `at`, `before`, `bind`, `bindAll`, `bindKey`,
+ * `callback`, `chain`, `chunk`, `commit`, `compact`, `concat`, `constant`,
+ * `countBy`, `create`, `curry`, `debounce`, `defaults`, `defaultsDeep`,
+ * `defer`, `delay`, `difference`, `drop`, `dropRight`, `dropRightWhile`,
+ * `dropWhile`, `fill`, `filter`, `flatten`, `flattenDeep`, `flow`, `flowRight`,
+ * `forEach`, `forEachRight`, `forIn`, `forInRight`, `forOwn`, `forOwnRight`,
+ * `functions`, `groupBy`, `indexBy`, `initial`, `intersection`, `invert`,
+ * `invoke`, `keys`, `keysIn`, `map`, `mapKeys`, `mapValues`, `matches`,
+ * `matchesProperty`, `memoize`, `merge`, `method`, `methodOf`, `mixin`,
+ * `modArgs`, `negate`, `omit`, `once`, `pairs`, `partial`, `partialRight`,
+ * `partition`, `pick`, `plant`, `pluck`, `property`, `propertyOf`, `pull`,
+ * `pullAt`, `push`, `range`, `rearg`, `reject`, `remove`, `rest`, `restParam`,
+ * `reverse`, `set`, `shuffle`, `slice`, `sort`, `sortBy`, `sortByAll`,
+ * `sortByOrder`, `splice`, `spread`, `take`, `takeRight`, `takeRightWhile`,
+ * `takeWhile`, `tap`, `throttle`, `thru`, `times`, `toArray`, `toPlainObject`,
+ * `transform`, `union`, `uniq`, `unshift`, `unzip`, `unzipWith`, `values`,
+ * `valuesIn`, `where`, `without`, `wrap`, `xor`, `zip`, `zipObject`, `zipWith`
+ *
+ * The wrapper methods that are **not** chainable by default are:
+ * `add`, `attempt`, `camelCase`, `capitalize`, `ceil`, `clone`, `cloneDeep`,
+ * `deburr`, `endsWith`, `escape`, `escapeRegExp`, `every`, `find`, `findIndex`,
+ * `findKey`, `findLast`, `findLastIndex`, `findLastKey`, `findWhere`, `first`,
+ * `floor`, `get`, `gt`, `gte`, `has`, `identity`, `includes`, `indexOf`,
+ * `inRange`, `isArguments`, `isArray`, `isBoolean`, `isDate`, `isElement`,
+ * `isEmpty`, `isEqual`, `isError`, `isFinite` `isFunction`, `isMatch`,
+ * `isNative`, `isNaN`, `isNull`, `isNumber`, `isObject`, `isPlainObject`,
+ * `isRegExp`, `isString`, `isUndefined`, `isTypedArray`, `join`, `kebabCase`,
+ * `last`, `lastIndexOf`, `lt`, `lte`, `max`, `min`, `noConflict`, `noop`,
+ * `now`, `pad`, `padLeft`, `padRight`, `parseInt`, `pop`, `random`, `reduce`,
+ * `reduceRight`, `repeat`, `result`, `round`, `runInContext`, `shift`, `size`,
+ * `snakeCase`, `some`, `sortedIndex`, `sortedLastIndex`, `startCase`,
+ * `startsWith`, `sum`, `template`, `trim`, `trimLeft`, `trimRight`, `trunc`,
+ * `unescape`, `uniqueId`, `value`, and `words`
+ *
+ * The wrapper method `sample` will return a wrapped value when `n` is provided,
+ * otherwise an unwrapped value is returned.
+ *
+ * @name _
+ * @constructor
+ * @category Chain
+ * @param {*} value The value to wrap in a `lodash` instance.
+ * @returns {Object} Returns the new `lodash` wrapper instance.
+ * @example
+ *
+ * var wrapped = _([1, 2, 3]);
+ *
+ * // returns an unwrapped value
+ * wrapped.reduce(function(total, n) {
+ *   return total + n;
+ * });
+ * // => 6
+ *
+ * // returns a wrapped value
+ * var squares = wrapped.map(function(n) {
+ *   return n * n;
+ * });
+ *
+ * _.isArray(squares);
+ * // => false
+ *
+ * _.isArray(squares.value());
+ * // => true
+ */
+function lodash(value) {
+  if (isObjectLike(value) && !isArray(value) && !(value instanceof LazyWrapper)) {
+    if (value instanceof LodashWrapper) {
+      return value;
+    }
+    if (hasOwnProperty.call(value, '__chain__') && hasOwnProperty.call(value, '__wrapped__')) {
+      return wrapperClone(value);
+    }
+  }
+  return new LodashWrapper(value);
+}
+
+// Ensure wrappers are instances of `baseLodash`.
+lodash.prototype = baseLodash.prototype;
+
+module.exports = lodash;
diff --git a/node_modules/lodash/chain/plant.js b/node_modules/lodash/chain/plant.js
new file mode 100644
index 0000000..04099f2
--- /dev/null
+++ b/node_modules/lodash/chain/plant.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperPlant');
diff --git a/node_modules/lodash/chain/reverse.js b/node_modules/lodash/chain/reverse.js
new file mode 100644
index 0000000..f72a64a
--- /dev/null
+++ b/node_modules/lodash/chain/reverse.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperReverse');
diff --git a/node_modules/lodash/chain/run.js b/node_modules/lodash/chain/run.js
new file mode 100644
index 0000000..5e751a2
--- /dev/null
+++ b/node_modules/lodash/chain/run.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperValue');
diff --git a/node_modules/lodash/chain/tap.js b/node_modules/lodash/chain/tap.js
new file mode 100644
index 0000000..3d0257e
--- /dev/null
+++ b/node_modules/lodash/chain/tap.js
@@ -0,0 +1,29 @@
+/**
+ * This method invokes `interceptor` and returns `value`. The interceptor is
+ * bound to `thisArg` and invoked with one argument; (value). The purpose of
+ * this method is to "tap into" a method chain in order to perform operations
+ * on intermediate results within the chain.
+ *
+ * @static
+ * @memberOf _
+ * @category Chain
+ * @param {*} value The value to provide to `interceptor`.
+ * @param {Function} interceptor The function to invoke.
+ * @param {*} [thisArg] The `this` binding of `interceptor`.
+ * @returns {*} Returns `value`.
+ * @example
+ *
+ * _([1, 2, 3])
+ *  .tap(function(array) {
+ *    array.pop();
+ *  })
+ *  .reverse()
+ *  .value();
+ * // => [2, 1]
+ */
+function tap(value, interceptor, thisArg) {
+  interceptor.call(thisArg, value);
+  return value;
+}
+
+module.exports = tap;
diff --git a/node_modules/lodash/chain/thru.js b/node_modules/lodash/chain/thru.js
new file mode 100644
index 0000000..a715780
--- /dev/null
+++ b/node_modules/lodash/chain/thru.js
@@ -0,0 +1,26 @@
+/**
+ * This method is like `_.tap` except that it returns the result of `interceptor`.
+ *
+ * @static
+ * @memberOf _
+ * @category Chain
+ * @param {*} value The value to provide to `interceptor`.
+ * @param {Function} interceptor The function to invoke.
+ * @param {*} [thisArg] The `this` binding of `interceptor`.
+ * @returns {*} Returns the result of `interceptor`.
+ * @example
+ *
+ * _('  abc  ')
+ *  .chain()
+ *  .trim()
+ *  .thru(function(value) {
+ *    return [value];
+ *  })
+ *  .value();
+ * // => ['abc']
+ */
+function thru(value, interceptor, thisArg) {
+  return interceptor.call(thisArg, value);
+}
+
+module.exports = thru;
diff --git a/node_modules/lodash/chain/toJSON.js b/node_modules/lodash/chain/toJSON.js
new file mode 100644
index 0000000..5e751a2
--- /dev/null
+++ b/node_modules/lodash/chain/toJSON.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperValue');
diff --git a/node_modules/lodash/chain/toString.js b/node_modules/lodash/chain/toString.js
new file mode 100644
index 0000000..c7bcbf9
--- /dev/null
+++ b/node_modules/lodash/chain/toString.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperToString');
diff --git a/node_modules/lodash/chain/value.js b/node_modules/lodash/chain/value.js
new file mode 100644
index 0000000..5e751a2
--- /dev/null
+++ b/node_modules/lodash/chain/value.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperValue');
diff --git a/node_modules/lodash/chain/valueOf.js b/node_modules/lodash/chain/valueOf.js
new file mode 100644
index 0000000..5e751a2
--- /dev/null
+++ b/node_modules/lodash/chain/valueOf.js
@@ -0,0 +1 @@
+module.exports = require('./wrapperValue');
diff --git a/node_modules/lodash/chain/wrapperChain.js b/node_modules/lodash/chain/wrapperChain.js
new file mode 100644
index 0000000..3823481
--- /dev/null
+++ b/node_modules/lodash/chain/wrapperChain.js
@@ -0,0 +1,32 @@
+var chain = require('./chain');
+
+/**
+ * Enables explicit method chaining on the wrapper object.
+ *
+ * @name chain
+ * @memberOf _
+ * @category Chain
+ * @returns {Object} Returns the new `lodash` wrapper instance.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'barney', 'age': 36 },
+ *   { 'user': 'fred',   'age': 40 }
+ * ];
+ *
+ * // without explicit chaining
+ * _(users).first();
+ * // => { 'user': 'barney', 'age': 36 }
+ *
+ * // with explicit chaining
+ * _(users).chain()
+ *   .first()
+ *   .pick('user')
+ *   .value();
+ * // => { 'user': 'barney' }
+ */
+function wrapperChain() {
+  return chain(this);
+}
+
+module.exports = wrapperChain;
diff --git a/node_modules/lodash/chain/wrapperCommit.js b/node_modules/lodash/chain/wrapperCommit.js
new file mode 100644
index 0000000..c3d2898
--- /dev/null
+++ b/node_modules/lodash/chain/wrapperCommit.js
@@ -0,0 +1,32 @@
+var LodashWrapper = require('../internal/LodashWrapper');
+
+/**
+ * Executes the chained sequence and returns the wrapped result.
+ *
+ * @name commit
+ * @memberOf _
+ * @category Chain
+ * @returns {Object} Returns the new `lodash` wrapper instance.
+ * @example
+ *
+ * var array = [1, 2];
+ * var wrapped = _(array).push(3);
+ *
+ * console.log(array);
+ * // => [1, 2]
+ *
+ * wrapped = wrapped.commit();
+ * console.log(array);
+ * // => [1, 2, 3]
+ *
+ * wrapped.last();
+ * // => 3
+ *
+ * console.log(array);
+ * // => [1, 2, 3]
+ */
+function wrapperCommit() {
+  return new LodashWrapper(this.value(), this.__chain__);
+}
+
+module.exports = wrapperCommit;
diff --git a/node_modules/lodash/chain/wrapperConcat.js b/node_modules/lodash/chain/wrapperConcat.js
new file mode 100644
index 0000000..799156c
--- /dev/null
+++ b/node_modules/lodash/chain/wrapperConcat.js
@@ -0,0 +1,34 @@
+var arrayConcat = require('../internal/arrayConcat'),
+    baseFlatten = require('../internal/baseFlatten'),
+    isArray = require('../lang/isArray'),
+    restParam = require('../function/restParam'),
+    toObject = require('../internal/toObject');
+
+/**
+ * Creates a new array joining a wrapped array with any additional arrays
+ * and/or values.
+ *
+ * @name concat
+ * @memberOf _
+ * @category Chain
+ * @param {...*} [values] The values to concatenate.
+ * @returns {Array} Returns the new concatenated array.
+ * @example
+ *
+ * var array = [1];
+ * var wrapped = _(array).concat(2, [3], [[4]]);
+ *
+ * console.log(wrapped.value());
+ * // => [1, 2, 3, [4]]
+ *
+ * console.log(array);
+ * // => [1]
+ */
+var wrapperConcat = restParam(function(values) {
+  values = baseFlatten(values);
+  return this.thru(function(array) {
+    return arrayConcat(isArray(array) ? array : [toObject(array)], values);
+  });
+});
+
+module.exports = wrapperConcat;
diff --git a/node_modules/lodash/chain/wrapperPlant.js b/node_modules/lodash/chain/wrapperPlant.js
new file mode 100644
index 0000000..234fe41
--- /dev/null
+++ b/node_modules/lodash/chain/wrapperPlant.js
@@ -0,0 +1,45 @@
+var baseLodash = require('../internal/baseLodash'),
+    wrapperClone = require('../internal/wrapperClone');
+
+/**
+ * Creates a clone of the chained sequence planting `value` as the wrapped value.
+ *
+ * @name plant
+ * @memberOf _
+ * @category Chain
+ * @returns {Object} Returns the new `lodash` wrapper instance.
+ * @example
+ *
+ * var array = [1, 2];
+ * var wrapped = _(array).map(function(value) {
+ *   return Math.pow(value, 2);
+ * });
+ *
+ * var other = [3, 4];
+ * var otherWrapped = wrapped.plant(other);
+ *
+ * otherWrapped.value();
+ * // => [9, 16]
+ *
+ * wrapped.value();
+ * // => [1, 4]
+ */
+function wrapperPlant(value) {
+  var result,
+      parent = this;
+
+  while (parent instanceof baseLodash) {
+    var clone = wrapperClone(parent);
+    if (result) {
+      previous.__wrapped__ = clone;
+    } else {
+      result = clone;
+    }
+    var previous = clone;
+    parent = parent.__wrapped__;
+  }
+  previous.__wrapped__ = value;
+  return result;
+}
+
+module.exports = wrapperPlant;
diff --git a/node_modules/lodash/chain/wrapperReverse.js b/node_modules/lodash/chain/wrapperReverse.js
new file mode 100644
index 0000000..6ba546d
--- /dev/null
+++ b/node_modules/lodash/chain/wrapperReverse.js
@@ -0,0 +1,43 @@
+var LazyWrapper = require('../internal/LazyWrapper'),
+    LodashWrapper = require('../internal/LodashWrapper'),
+    thru = require('./thru');
+
+/**
+ * Reverses the wrapped array so the first element becomes the last, the
+ * second element becomes the second to last, and so on.
+ *
+ * **Note:** This method mutates the wrapped array.
+ *
+ * @name reverse
+ * @memberOf _
+ * @category Chain
+ * @returns {Object} Returns the new reversed `lodash` wrapper instance.
+ * @example
+ *
+ * var array = [1, 2, 3];
+ *
+ * _(array).reverse().value()
+ * // => [3, 2, 1]
+ *
+ * console.log(array);
+ * // => [3, 2, 1]
+ */
+function wrapperReverse() {
+  var value = this.__wrapped__;
+
+  var interceptor = function(value) {
+    return value.reverse();
+  };
+  if (value instanceof LazyWrapper) {
+    var wrapped = value;
+    if (this.__actions__.length) {
+      wrapped = new LazyWrapper(this);
+    }
+    wrapped = wrapped.reverse();
+    wrapped.__actions__.push({ 'func': thru, 'args': [interceptor], 'thisArg': undefined });
+    return new LodashWrapper(wrapped, this.__chain__);
+  }
+  return this.thru(interceptor);
+}
+
+module.exports = wrapperReverse;
diff --git a/node_modules/lodash/chain/wrapperToString.js b/node_modules/lodash/chain/wrapperToString.js
new file mode 100644
index 0000000..db975a5
--- /dev/null
+++ b/node_modules/lodash/chain/wrapperToString.js
@@ -0,0 +1,17 @@
+/**
+ * Produces the result of coercing the unwrapped value to a string.
+ *
+ * @name toString
+ * @memberOf _
+ * @category Chain
+ * @returns {string} Returns the coerced string value.
+ * @example
+ *
+ * _([1, 2, 3]).toString();
+ * // => '1,2,3'
+ */
+function wrapperToString() {
+  return (this.value() + '');
+}
+
+module.exports = wrapperToString;
diff --git a/node_modules/lodash/chain/wrapperValue.js b/node_modules/lodash/chain/wrapperValue.js
new file mode 100644
index 0000000..2734e41
--- /dev/null
+++ b/node_modules/lodash/chain/wrapperValue.js
@@ -0,0 +1,20 @@
+var baseWrapperValue = require('../internal/baseWrapperValue');
+
+/**
+ * Executes the chained sequence to extract the unwrapped value.
+ *
+ * @name value
+ * @memberOf _
+ * @alias run, toJSON, valueOf
+ * @category Chain
+ * @returns {*} Returns the resolved unwrapped value.
+ * @example
+ *
+ * _([1, 2, 3]).value();
+ * // => [1, 2, 3]
+ */
+function wrapperValue() {
+  return baseWrapperValue(this.__wrapped__, this.__actions__);
+}
+
+module.exports = wrapperValue;
diff --git a/node_modules/lodash/collection.js b/node_modules/lodash/collection.js
new file mode 100644
index 0000000..0338857
--- /dev/null
+++ b/node_modules/lodash/collection.js
@@ -0,0 +1,44 @@
+module.exports = {
+  'all': require('./collection/all'),
+  'any': require('./collection/any'),
+  'at': require('./collection/at'),
+  'collect': require('./collection/collect'),
+  'contains': require('./collection/contains'),
+  'countBy': require('./collection/countBy'),
+  'detect': require('./collection/detect'),
+  'each': require('./collection/each'),
+  'eachRight': require('./collection/eachRight'),
+  'every': require('./collection/every'),
+  'filter': require('./collection/filter'),
+  'find': require('./collection/find'),
+  'findLast': require('./collection/findLast'),
+  'findWhere': require('./collection/findWhere'),
+  'foldl': require('./collection/foldl'),
+  'foldr': require('./collection/foldr'),
+  'forEach': require('./collection/forEach'),
+  'forEachRight': require('./collection/forEachRight'),
+  'groupBy': require('./collection/groupBy'),
+  'include': require('./collection/include'),
+  'includes': require('./collection/includes'),
+  'indexBy': require('./collection/indexBy'),
+  'inject': require('./collection/inject'),
+  'invoke': require('./collection/invoke'),
+  'map': require('./collection/map'),
+  'max': require('./math/max'),
+  'min': require('./math/min'),
+  'partition': require('./collection/partition'),
+  'pluck': require('./collection/pluck'),
+  'reduce': require('./collection/reduce'),
+  'reduceRight': require('./collection/reduceRight'),
+  'reject': require('./collection/reject'),
+  'sample': require('./collection/sample'),
+  'select': require('./collection/select'),
+  'shuffle': require('./collection/shuffle'),
+  'size': require('./collection/size'),
+  'some': require('./collection/some'),
+  'sortBy': require('./collection/sortBy'),
+  'sortByAll': require('./collection/sortByAll'),
+  'sortByOrder': require('./collection/sortByOrder'),
+  'sum': require('./math/sum'),
+  'where': require('./collection/where')
+};
diff --git a/node_modules/lodash/collection/all.js b/node_modules/lodash/collection/all.js
new file mode 100644
index 0000000..d0839f7
--- /dev/null
+++ b/node_modules/lodash/collection/all.js
@@ -0,0 +1 @@
+module.exports = require('./every');
diff --git a/node_modules/lodash/collection/any.js b/node_modules/lodash/collection/any.js
new file mode 100644
index 0000000..900ac25
--- /dev/null
+++ b/node_modules/lodash/collection/any.js
@@ -0,0 +1 @@
+module.exports = require('./some');
diff --git a/node_modules/lodash/collection/at.js b/node_modules/lodash/collection/at.js
new file mode 100644
index 0000000..29236e5
--- /dev/null
+++ b/node_modules/lodash/collection/at.js
@@ -0,0 +1,29 @@
+var baseAt = require('../internal/baseAt'),
+    baseFlatten = require('../internal/baseFlatten'),
+    restParam = require('../function/restParam');
+
+/**
+ * Creates an array of elements corresponding to the given keys, or indexes,
+ * of `collection`. Keys may be specified as individual arguments or as arrays
+ * of keys.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {...(number|number[]|string|string[])} [props] The property names
+ *  or indexes of elements to pick, specified individually or in arrays.
+ * @returns {Array} Returns the new array of picked elements.
+ * @example
+ *
+ * _.at(['a', 'b', 'c'], [0, 2]);
+ * // => ['a', 'c']
+ *
+ * _.at(['barney', 'fred', 'pebbles'], 0, 2);
+ * // => ['barney', 'pebbles']
+ */
+var at = restParam(function(collection, props) {
+  return baseAt(collection, baseFlatten(props));
+});
+
+module.exports = at;
diff --git a/node_modules/lodash/collection/collect.js b/node_modules/lodash/collection/collect.js
new file mode 100644
index 0000000..0d1e1ab
--- /dev/null
+++ b/node_modules/lodash/collection/collect.js
@@ -0,0 +1 @@
+module.exports = require('./map');
diff --git a/node_modules/lodash/collection/contains.js b/node_modules/lodash/collection/contains.js
new file mode 100644
index 0000000..594722a
--- /dev/null
+++ b/node_modules/lodash/collection/contains.js
@@ -0,0 +1 @@
+module.exports = require('./includes');
diff --git a/node_modules/lodash/collection/countBy.js b/node_modules/lodash/collection/countBy.js
new file mode 100644
index 0000000..e97dbb7
--- /dev/null
+++ b/node_modules/lodash/collection/countBy.js
@@ -0,0 +1,54 @@
+var createAggregator = require('../internal/createAggregator');
+
+/** Used for native method references. */
+var objectProto = Object.prototype;
+
+/** Used to check objects for own properties. */
+var hasOwnProperty = objectProto.hasOwnProperty;
+
+/**
+ * Creates an object composed of keys generated from the results of running
+ * each element of `collection` through `iteratee`. The corresponding value
+ * of each key is the number of times the key was returned by `iteratee`.
+ * The `iteratee` is bound to `thisArg` and invoked with three arguments:
+ * (value, index|key, collection).
+ *
+ * If a property name is provided for `iteratee` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `iteratee` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Object} Returns the composed aggregate object.
+ * @example
+ *
+ * _.countBy([4.3, 6.1, 6.4], function(n) {
+ *   return Math.floor(n);
+ * });
+ * // => { '4': 1, '6': 2 }
+ *
+ * _.countBy([4.3, 6.1, 6.4], function(n) {
+ *   return this.floor(n);
+ * }, Math);
+ * // => { '4': 1, '6': 2 }
+ *
+ * _.countBy(['one', 'two', 'three'], 'length');
+ * // => { '3': 2, '5': 1 }
+ */
+var countBy = createAggregator(function(result, value, key) {
+  hasOwnProperty.call(result, key) ? ++result[key] : (result[key] = 1);
+});
+
+module.exports = countBy;
diff --git a/node_modules/lodash/collection/detect.js b/node_modules/lodash/collection/detect.js
new file mode 100644
index 0000000..2fb6303
--- /dev/null
+++ b/node_modules/lodash/collection/detect.js
@@ -0,0 +1 @@
+module.exports = require('./find');
diff --git a/node_modules/lodash/collection/each.js b/node_modules/lodash/collection/each.js
new file mode 100644
index 0000000..8800f42
--- /dev/null
+++ b/node_modules/lodash/collection/each.js
@@ -0,0 +1 @@
+module.exports = require('./forEach');
diff --git a/node_modules/lodash/collection/eachRight.js b/node_modules/lodash/collection/eachRight.js
new file mode 100644
index 0000000..3252b2a
--- /dev/null
+++ b/node_modules/lodash/collection/eachRight.js
@@ -0,0 +1 @@
+module.exports = require('./forEachRight');
diff --git a/node_modules/lodash/collection/every.js b/node_modules/lodash/collection/every.js
new file mode 100644
index 0000000..5a2d0f5
--- /dev/null
+++ b/node_modules/lodash/collection/every.js
@@ -0,0 +1,66 @@
+var arrayEvery = require('../internal/arrayEvery'),
+    baseCallback = require('../internal/baseCallback'),
+    baseEvery = require('../internal/baseEvery'),
+    isArray = require('../lang/isArray'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Checks if `predicate` returns truthy for **all** elements of `collection`.
+ * The predicate is bound to `thisArg` and invoked with three arguments:
+ * (value, index|key, collection).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @alias all
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {boolean} Returns `true` if all elements pass the predicate check,
+ *  else `false`.
+ * @example
+ *
+ * _.every([true, 1, null, 'yes'], Boolean);
+ * // => false
+ *
+ * var users = [
+ *   { 'user': 'barney', 'active': false },
+ *   { 'user': 'fred',   'active': false }
+ * ];
+ *
+ * // using the `_.matches` callback shorthand
+ * _.every(users, { 'user': 'barney', 'active': false });
+ * // => false
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.every(users, 'active', false);
+ * // => true
+ *
+ * // using the `_.property` callback shorthand
+ * _.every(users, 'active');
+ * // => false
+ */
+function every(collection, predicate, thisArg) {
+  var func = isArray(collection) ? arrayEvery : baseEvery;
+  if (thisArg && isIterateeCall(collection, predicate, thisArg)) {
+    predicate = undefined;
+  }
+  if (typeof predicate != 'function' || thisArg !== undefined) {
+    predicate = baseCallback(predicate, thisArg, 3);
+  }
+  return func(collection, predicate);
+}
+
+module.exports = every;
diff --git a/node_modules/lodash/collection/filter.js b/node_modules/lodash/collection/filter.js
new file mode 100644
index 0000000..7620aa7
--- /dev/null
+++ b/node_modules/lodash/collection/filter.js
@@ -0,0 +1,61 @@
+var arrayFilter = require('../internal/arrayFilter'),
+    baseCallback = require('../internal/baseCallback'),
+    baseFilter = require('../internal/baseFilter'),
+    isArray = require('../lang/isArray');
+
+/**
+ * Iterates over elements of `collection`, returning an array of all elements
+ * `predicate` returns truthy for. The predicate is bound to `thisArg` and
+ * invoked with three arguments: (value, index|key, collection).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @alias select
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {Array} Returns the new filtered array.
+ * @example
+ *
+ * _.filter([4, 5, 6], function(n) {
+ *   return n % 2 == 0;
+ * });
+ * // => [4, 6]
+ *
+ * var users = [
+ *   { 'user': 'barney', 'age': 36, 'active': true },
+ *   { 'user': 'fred',   'age': 40, 'active': false }
+ * ];
+ *
+ * // using the `_.matches` callback shorthand
+ * _.pluck(_.filter(users, { 'age': 36, 'active': true }), 'user');
+ * // => ['barney']
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.pluck(_.filter(users, 'active', false), 'user');
+ * // => ['fred']
+ *
+ * // using the `_.property` callback shorthand
+ * _.pluck(_.filter(users, 'active'), 'user');
+ * // => ['barney']
+ */
+function filter(collection, predicate, thisArg) {
+  var func = isArray(collection) ? arrayFilter : baseFilter;
+  predicate = baseCallback(predicate, thisArg, 3);
+  return func(collection, predicate);
+}
+
+module.exports = filter;
diff --git a/node_modules/lodash/collection/find.js b/node_modules/lodash/collection/find.js
new file mode 100644
index 0000000..7358cfe
--- /dev/null
+++ b/node_modules/lodash/collection/find.js
@@ -0,0 +1,56 @@
+var baseEach = require('../internal/baseEach'),
+    createFind = require('../internal/createFind');
+
+/**
+ * Iterates over elements of `collection`, returning the first element
+ * `predicate` returns truthy for. The predicate is bound to `thisArg` and
+ * invoked with three arguments: (value, index|key, collection).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @alias detect
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to search.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {*} Returns the matched element, else `undefined`.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'barney',  'age': 36, 'active': true },
+ *   { 'user': 'fred',    'age': 40, 'active': false },
+ *   { 'user': 'pebbles', 'age': 1,  'active': true }
+ * ];
+ *
+ * _.result(_.find(users, function(chr) {
+ *   return chr.age < 40;
+ * }), 'user');
+ * // => 'barney'
+ *
+ * // using the `_.matches` callback shorthand
+ * _.result(_.find(users, { 'age': 1, 'active': true }), 'user');
+ * // => 'pebbles'
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.result(_.find(users, 'active', false), 'user');
+ * // => 'fred'
+ *
+ * // using the `_.property` callback shorthand
+ * _.result(_.find(users, 'active'), 'user');
+ * // => 'barney'
+ */
+var find = createFind(baseEach);
+
+module.exports = find;
diff --git a/node_modules/lodash/collection/findLast.js b/node_modules/lodash/collection/findLast.js
new file mode 100644
index 0000000..75dbadc
--- /dev/null
+++ b/node_modules/lodash/collection/findLast.js
@@ -0,0 +1,25 @@
+var baseEachRight = require('../internal/baseEachRight'),
+    createFind = require('../internal/createFind');
+
+/**
+ * This method is like `_.find` except that it iterates over elements of
+ * `collection` from right to left.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to search.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {*} Returns the matched element, else `undefined`.
+ * @example
+ *
+ * _.findLast([1, 2, 3, 4], function(n) {
+ *   return n % 2 == 1;
+ * });
+ * // => 3
+ */
+var findLast = createFind(baseEachRight, true);
+
+module.exports = findLast;
diff --git a/node_modules/lodash/collection/findWhere.js b/node_modules/lodash/collection/findWhere.js
new file mode 100644
index 0000000..2d62065
--- /dev/null
+++ b/node_modules/lodash/collection/findWhere.js
@@ -0,0 +1,37 @@
+var baseMatches = require('../internal/baseMatches'),
+    find = require('./find');
+
+/**
+ * Performs a deep comparison between each element in `collection` and the
+ * source object, returning the first element that has equivalent property
+ * values.
+ *
+ * **Note:** This method supports comparing arrays, booleans, `Date` objects,
+ * numbers, `Object` objects, regexes, and strings. Objects are compared by
+ * their own, not inherited, enumerable properties. For comparing a single
+ * own or inherited property value see `_.matchesProperty`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to search.
+ * @param {Object} source The object of property values to match.
+ * @returns {*} Returns the matched element, else `undefined`.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'barney', 'age': 36, 'active': true },
+ *   { 'user': 'fred',   'age': 40, 'active': false }
+ * ];
+ *
+ * _.result(_.findWhere(users, { 'age': 36, 'active': true }), 'user');
+ * // => 'barney'
+ *
+ * _.result(_.findWhere(users, { 'age': 40, 'active': false }), 'user');
+ * // => 'fred'
+ */
+function findWhere(collection, source) {
+  return find(collection, baseMatches(source));
+}
+
+module.exports = findWhere;
diff --git a/node_modules/lodash/collection/foldl.js b/node_modules/lodash/collection/foldl.js
new file mode 100644
index 0000000..26f53cf
--- /dev/null
+++ b/node_modules/lodash/collection/foldl.js
@@ -0,0 +1 @@
+module.exports = require('./reduce');
diff --git a/node_modules/lodash/collection/foldr.js b/node_modules/lodash/collection/foldr.js
new file mode 100644
index 0000000..8fb199e
--- /dev/null
+++ b/node_modules/lodash/collection/foldr.js
@@ -0,0 +1 @@
+module.exports = require('./reduceRight');
diff --git a/node_modules/lodash/collection/forEach.js b/node_modules/lodash/collection/forEach.js
new file mode 100644
index 0000000..05a8e21
--- /dev/null
+++ b/node_modules/lodash/collection/forEach.js
@@ -0,0 +1,37 @@
+var arrayEach = require('../internal/arrayEach'),
+    baseEach = require('../internal/baseEach'),
+    createForEach = require('../internal/createForEach');
+
+/**
+ * Iterates over elements of `collection` invoking `iteratee` for each element.
+ * The `iteratee` is bound to `thisArg` and invoked with three arguments:
+ * (value, index|key, collection). Iteratee functions may exit iteration early
+ * by explicitly returning `false`.
+ *
+ * **Note:** As with other "Collections" methods, objects with a "length" property
+ * are iterated like arrays. To avoid this behavior `_.forIn` or `_.forOwn`
+ * may be used for object iteration.
+ *
+ * @static
+ * @memberOf _
+ * @alias each
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Array|Object|string} Returns `collection`.
+ * @example
+ *
+ * _([1, 2]).forEach(function(n) {
+ *   console.log(n);
+ * }).value();
+ * // => logs each value from left to right and returns the array
+ *
+ * _.forEach({ 'a': 1, 'b': 2 }, function(n, key) {
+ *   console.log(n, key);
+ * });
+ * // => logs each value-key pair and returns the object (iteration order is not guaranteed)
+ */
+var forEach = createForEach(arrayEach, baseEach);
+
+module.exports = forEach;
diff --git a/node_modules/lodash/collection/forEachRight.js b/node_modules/lodash/collection/forEachRight.js
new file mode 100644
index 0000000..3499711
--- /dev/null
+++ b/node_modules/lodash/collection/forEachRight.js
@@ -0,0 +1,26 @@
+var arrayEachRight = require('../internal/arrayEachRight'),
+    baseEachRight = require('../internal/baseEachRight'),
+    createForEach = require('../internal/createForEach');
+
+/**
+ * This method is like `_.forEach` except that it iterates over elements of
+ * `collection` from right to left.
+ *
+ * @static
+ * @memberOf _
+ * @alias eachRight
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Array|Object|string} Returns `collection`.
+ * @example
+ *
+ * _([1, 2]).forEachRight(function(n) {
+ *   console.log(n);
+ * }).value();
+ * // => logs each value from right to left and returns the array
+ */
+var forEachRight = createForEach(arrayEachRight, baseEachRight);
+
+module.exports = forEachRight;
diff --git a/node_modules/lodash/collection/groupBy.js b/node_modules/lodash/collection/groupBy.js
new file mode 100644
index 0000000..a925c89
--- /dev/null
+++ b/node_modules/lodash/collection/groupBy.js
@@ -0,0 +1,59 @@
+var createAggregator = require('../internal/createAggregator');
+
+/** Used for native method references. */
+var objectProto = Object.prototype;
+
+/** Used to check objects for own properties. */
+var hasOwnProperty = objectProto.hasOwnProperty;
+
+/**
+ * Creates an object composed of keys generated from the results of running
+ * each element of `collection` through `iteratee`. The corresponding value
+ * of each key is an array of the elements responsible for generating the key.
+ * The `iteratee` is bound to `thisArg` and invoked with three arguments:
+ * (value, index|key, collection).
+ *
+ * If a property name is provided for `iteratee` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `iteratee` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Object} Returns the composed aggregate object.
+ * @example
+ *
+ * _.groupBy([4.2, 6.1, 6.4], function(n) {
+ *   return Math.floor(n);
+ * });
+ * // => { '4': [4.2], '6': [6.1, 6.4] }
+ *
+ * _.groupBy([4.2, 6.1, 6.4], function(n) {
+ *   return this.floor(n);
+ * }, Math);
+ * // => { '4': [4.2], '6': [6.1, 6.4] }
+ *
+ * // using the `_.property` callback shorthand
+ * _.groupBy(['one', 'two', 'three'], 'length');
+ * // => { '3': ['one', 'two'], '5': ['three'] }
+ */
+var groupBy = createAggregator(function(result, value, key) {
+  if (hasOwnProperty.call(result, key)) {
+    result[key].push(value);
+  } else {
+    result[key] = [value];
+  }
+});
+
+module.exports = groupBy;
diff --git a/node_modules/lodash/collection/include.js b/node_modules/lodash/collection/include.js
new file mode 100644
index 0000000..594722a
--- /dev/null
+++ b/node_modules/lodash/collection/include.js
@@ -0,0 +1 @@
+module.exports = require('./includes');
diff --git a/node_modules/lodash/collection/includes.js b/node_modules/lodash/collection/includes.js
new file mode 100644
index 0000000..329486a
--- /dev/null
+++ b/node_modules/lodash/collection/includes.js
@@ -0,0 +1,57 @@
+var baseIndexOf = require('../internal/baseIndexOf'),
+    getLength = require('../internal/getLength'),
+    isArray = require('../lang/isArray'),
+    isIterateeCall = require('../internal/isIterateeCall'),
+    isLength = require('../internal/isLength'),
+    isString = require('../lang/isString'),
+    values = require('../object/values');
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMax = Math.max;
+
+/**
+ * Checks if `target` is in `collection` using
+ * [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+ * for equality comparisons. If `fromIndex` is negative, it's used as the offset
+ * from the end of `collection`.
+ *
+ * @static
+ * @memberOf _
+ * @alias contains, include
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to search.
+ * @param {*} target The value to search for.
+ * @param {number} [fromIndex=0] The index to search from.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.reduce`.
+ * @returns {boolean} Returns `true` if a matching element is found, else `false`.
+ * @example
+ *
+ * _.includes([1, 2, 3], 1);
+ * // => true
+ *
+ * _.includes([1, 2, 3], 1, 2);
+ * // => false
+ *
+ * _.includes({ 'user': 'fred', 'age': 40 }, 'fred');
+ * // => true
+ *
+ * _.includes('pebbles', 'eb');
+ * // => true
+ */
+function includes(collection, target, fromIndex, guard) {
+  var length = collection ? getLength(collection) : 0;
+  if (!isLength(length)) {
+    collection = values(collection);
+    length = collection.length;
+  }
+  if (typeof fromIndex != 'number' || (guard && isIterateeCall(target, fromIndex, guard))) {
+    fromIndex = 0;
+  } else {
+    fromIndex = fromIndex < 0 ? nativeMax(length + fromIndex, 0) : (fromIndex || 0);
+  }
+  return (typeof collection == 'string' || !isArray(collection) && isString(collection))
+    ? (fromIndex <= length && collection.indexOf(target, fromIndex) > -1)
+    : (!!length && baseIndexOf(collection, target, fromIndex) > -1);
+}
+
+module.exports = includes;
diff --git a/node_modules/lodash/collection/indexBy.js b/node_modules/lodash/collection/indexBy.js
new file mode 100644
index 0000000..34a941e
--- /dev/null
+++ b/node_modules/lodash/collection/indexBy.js
@@ -0,0 +1,53 @@
+var createAggregator = require('../internal/createAggregator');
+
+/**
+ * Creates an object composed of keys generated from the results of running
+ * each element of `collection` through `iteratee`. The corresponding value
+ * of each key is the last element responsible for generating the key. The
+ * iteratee function is bound to `thisArg` and invoked with three arguments:
+ * (value, index|key, collection).
+ *
+ * If a property name is provided for `iteratee` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `iteratee` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Object} Returns the composed aggregate object.
+ * @example
+ *
+ * var keyData = [
+ *   { 'dir': 'left', 'code': 97 },
+ *   { 'dir': 'right', 'code': 100 }
+ * ];
+ *
+ * _.indexBy(keyData, 'dir');
+ * // => { 'left': { 'dir': 'left', 'code': 97 }, 'right': { 'dir': 'right', 'code': 100 } }
+ *
+ * _.indexBy(keyData, function(object) {
+ *   return String.fromCharCode(object.code);
+ * });
+ * // => { 'a': { 'dir': 'left', 'code': 97 }, 'd': { 'dir': 'right', 'code': 100 } }
+ *
+ * _.indexBy(keyData, function(object) {
+ *   return this.fromCharCode(object.code);
+ * }, String);
+ * // => { 'a': { 'dir': 'left', 'code': 97 }, 'd': { 'dir': 'right', 'code': 100 } }
+ */
+var indexBy = createAggregator(function(result, value, key) {
+  result[key] = value;
+});
+
+module.exports = indexBy;
diff --git a/node_modules/lodash/collection/inject.js b/node_modules/lodash/collection/inject.js
new file mode 100644
index 0000000..26f53cf
--- /dev/null
+++ b/node_modules/lodash/collection/inject.js
@@ -0,0 +1 @@
+module.exports = require('./reduce');
diff --git a/node_modules/lodash/collection/invoke.js b/node_modules/lodash/collection/invoke.js
new file mode 100644
index 0000000..6e71721
--- /dev/null
+++ b/node_modules/lodash/collection/invoke.js
@@ -0,0 +1,42 @@
+var baseEach = require('../internal/baseEach'),
+    invokePath = require('../internal/invokePath'),
+    isArrayLike = require('../internal/isArrayLike'),
+    isKey = require('../internal/isKey'),
+    restParam = require('../function/restParam');
+
+/**
+ * Invokes the method at `path` of each element in `collection`, returning
+ * an array of the results of each invoked method. Any additional arguments
+ * are provided to each invoked method. If `methodName` is a function it's
+ * invoked for, and `this` bound to, each element in `collection`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Array|Function|string} path The path of the method to invoke or
+ *  the function invoked per iteration.
+ * @param {...*} [args] The arguments to invoke the method with.
+ * @returns {Array} Returns the array of results.
+ * @example
+ *
+ * _.invoke([[5, 1, 7], [3, 2, 1]], 'sort');
+ * // => [[1, 5, 7], [1, 2, 3]]
+ *
+ * _.invoke([123, 456], String.prototype.split, '');
+ * // => [['1', '2', '3'], ['4', '5', '6']]
+ */
+var invoke = restParam(function(collection, path, args) {
+  var index = -1,
+      isFunc = typeof path == 'function',
+      isProp = isKey(path),
+      result = isArrayLike(collection) ? Array(collection.length) : [];
+
+  baseEach(collection, function(value) {
+    var func = isFunc ? path : ((isProp && value != null) ? value[path] : undefined);
+    result[++index] = func ? func.apply(value, args) : invokePath(value, path, args);
+  });
+  return result;
+});
+
+module.exports = invoke;
diff --git a/node_modules/lodash/collection/map.js b/node_modules/lodash/collection/map.js
new file mode 100644
index 0000000..5381110
--- /dev/null
+++ b/node_modules/lodash/collection/map.js
@@ -0,0 +1,68 @@
+var arrayMap = require('../internal/arrayMap'),
+    baseCallback = require('../internal/baseCallback'),
+    baseMap = require('../internal/baseMap'),
+    isArray = require('../lang/isArray');
+
+/**
+ * Creates an array of values by running each element in `collection` through
+ * `iteratee`. The `iteratee` is bound to `thisArg` and invoked with three
+ * arguments: (value, index|key, collection).
+ *
+ * If a property name is provided for `iteratee` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `iteratee` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * Many lodash methods are guarded to work as iteratees for methods like
+ * `_.every`, `_.filter`, `_.map`, `_.mapValues`, `_.reject`, and `_.some`.
+ *
+ * The guarded methods are:
+ * `ary`, `callback`, `chunk`, `clone`, `create`, `curry`, `curryRight`,
+ * `drop`, `dropRight`, `every`, `fill`, `flatten`, `invert`, `max`, `min`,
+ * `parseInt`, `slice`, `sortBy`, `take`, `takeRight`, `template`, `trim`,
+ * `trimLeft`, `trimRight`, `trunc`, `random`, `range`, `sample`, `some`,
+ * `sum`, `uniq`, and `words`
+ *
+ * @static
+ * @memberOf _
+ * @alias collect
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Array} Returns the new mapped array.
+ * @example
+ *
+ * function timesThree(n) {
+ *   return n * 3;
+ * }
+ *
+ * _.map([1, 2], timesThree);
+ * // => [3, 6]
+ *
+ * _.map({ 'a': 1, 'b': 2 }, timesThree);
+ * // => [3, 6] (iteration order is not guaranteed)
+ *
+ * var users = [
+ *   { 'user': 'barney' },
+ *   { 'user': 'fred' }
+ * ];
+ *
+ * // using the `_.property` callback shorthand
+ * _.map(users, 'user');
+ * // => ['barney', 'fred']
+ */
+function map(collection, iteratee, thisArg) {
+  var func = isArray(collection) ? arrayMap : baseMap;
+  iteratee = baseCallback(iteratee, thisArg, 3);
+  return func(collection, iteratee);
+}
+
+module.exports = map;
diff --git a/node_modules/lodash/collection/max.js b/node_modules/lodash/collection/max.js
new file mode 100644
index 0000000..bb1d213
--- /dev/null
+++ b/node_modules/lodash/collection/max.js
@@ -0,0 +1 @@
+module.exports = require('../math/max');
diff --git a/node_modules/lodash/collection/min.js b/node_modules/lodash/collection/min.js
new file mode 100644
index 0000000..eef13d0
--- /dev/null
+++ b/node_modules/lodash/collection/min.js
@@ -0,0 +1 @@
+module.exports = require('../math/min');
diff --git a/node_modules/lodash/collection/partition.js b/node_modules/lodash/collection/partition.js
new file mode 100644
index 0000000..ee35f27
--- /dev/null
+++ b/node_modules/lodash/collection/partition.js
@@ -0,0 +1,66 @@
+var createAggregator = require('../internal/createAggregator');
+
+/**
+ * Creates an array of elements split into two groups, the first of which
+ * contains elements `predicate` returns truthy for, while the second of which
+ * contains elements `predicate` returns falsey for. The predicate is bound
+ * to `thisArg` and invoked with three arguments: (value, index|key, collection).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {Array} Returns the array of grouped elements.
+ * @example
+ *
+ * _.partition([1, 2, 3], function(n) {
+ *   return n % 2;
+ * });
+ * // => [[1, 3], [2]]
+ *
+ * _.partition([1.2, 2.3, 3.4], function(n) {
+ *   return this.floor(n) % 2;
+ * }, Math);
+ * // => [[1.2, 3.4], [2.3]]
+ *
+ * var users = [
+ *   { 'user': 'barney',  'age': 36, 'active': false },
+ *   { 'user': 'fred',    'age': 40, 'active': true },
+ *   { 'user': 'pebbles', 'age': 1,  'active': false }
+ * ];
+ *
+ * var mapper = function(array) {
+ *   return _.pluck(array, 'user');
+ * };
+ *
+ * // using the `_.matches` callback shorthand
+ * _.map(_.partition(users, { 'age': 1, 'active': false }), mapper);
+ * // => [['pebbles'], ['barney', 'fred']]
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.map(_.partition(users, 'active', false), mapper);
+ * // => [['barney', 'pebbles'], ['fred']]
+ *
+ * // using the `_.property` callback shorthand
+ * _.map(_.partition(users, 'active'), mapper);
+ * // => [['fred'], ['barney', 'pebbles']]
+ */
+var partition = createAggregator(function(result, value, key) {
+  result[key ? 0 : 1].push(value);
+}, function() { return [[], []]; });
+
+module.exports = partition;
diff --git a/node_modules/lodash/collection/pluck.js b/node_modules/lodash/collection/pluck.js
new file mode 100644
index 0000000..5ee1ec8
--- /dev/null
+++ b/node_modules/lodash/collection/pluck.js
@@ -0,0 +1,31 @@
+var map = require('./map'),
+    property = require('../utility/property');
+
+/**
+ * Gets the property value of `path` from all elements in `collection`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Array|string} path The path of the property to pluck.
+ * @returns {Array} Returns the property values.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'barney', 'age': 36 },
+ *   { 'user': 'fred',   'age': 40 }
+ * ];
+ *
+ * _.pluck(users, 'user');
+ * // => ['barney', 'fred']
+ *
+ * var userIndex = _.indexBy(users, 'user');
+ * _.pluck(userIndex, 'age');
+ * // => [36, 40] (iteration order is not guaranteed)
+ */
+function pluck(collection, path) {
+  return map(collection, property(path));
+}
+
+module.exports = pluck;
diff --git a/node_modules/lodash/collection/reduce.js b/node_modules/lodash/collection/reduce.js
new file mode 100644
index 0000000..5d5e8c9
--- /dev/null
+++ b/node_modules/lodash/collection/reduce.js
@@ -0,0 +1,44 @@
+var arrayReduce = require('../internal/arrayReduce'),
+    baseEach = require('../internal/baseEach'),
+    createReduce = require('../internal/createReduce');
+
+/**
+ * Reduces `collection` to a value which is the accumulated result of running
+ * each element in `collection` through `iteratee`, where each successive
+ * invocation is supplied the return value of the previous. If `accumulator`
+ * is not provided the first element of `collection` is used as the initial
+ * value. The `iteratee` is bound to `thisArg` and invoked with four arguments:
+ * (accumulator, value, index|key, collection).
+ *
+ * Many lodash methods are guarded to work as iteratees for methods like
+ * `_.reduce`, `_.reduceRight`, and `_.transform`.
+ *
+ * The guarded methods are:
+ * `assign`, `defaults`, `defaultsDeep`, `includes`, `merge`, `sortByAll`,
+ * and `sortByOrder`
+ *
+ * @static
+ * @memberOf _
+ * @alias foldl, inject
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+ * @param {*} [accumulator] The initial value.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {*} Returns the accumulated value.
+ * @example
+ *
+ * _.reduce([1, 2], function(total, n) {
+ *   return total + n;
+ * });
+ * // => 3
+ *
+ * _.reduce({ 'a': 1, 'b': 2 }, function(result, n, key) {
+ *   result[key] = n * 3;
+ *   return result;
+ * }, {});
+ * // => { 'a': 3, 'b': 6 } (iteration order is not guaranteed)
+ */
+var reduce = createReduce(arrayReduce, baseEach);
+
+module.exports = reduce;
diff --git a/node_modules/lodash/collection/reduceRight.js b/node_modules/lodash/collection/reduceRight.js
new file mode 100644
index 0000000..5a5753b
--- /dev/null
+++ b/node_modules/lodash/collection/reduceRight.js
@@ -0,0 +1,29 @@
+var arrayReduceRight = require('../internal/arrayReduceRight'),
+    baseEachRight = require('../internal/baseEachRight'),
+    createReduce = require('../internal/createReduce');
+
+/**
+ * This method is like `_.reduce` except that it iterates over elements of
+ * `collection` from right to left.
+ *
+ * @static
+ * @memberOf _
+ * @alias foldr
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+ * @param {*} [accumulator] The initial value.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {*} Returns the accumulated value.
+ * @example
+ *
+ * var array = [[0, 1], [2, 3], [4, 5]];
+ *
+ * _.reduceRight(array, function(flattened, other) {
+ *   return flattened.concat(other);
+ * }, []);
+ * // => [4, 5, 2, 3, 0, 1]
+ */
+var reduceRight = createReduce(arrayReduceRight, baseEachRight);
+
+module.exports = reduceRight;
diff --git a/node_modules/lodash/collection/reject.js b/node_modules/lodash/collection/reject.js
new file mode 100644
index 0000000..5592453
--- /dev/null
+++ b/node_modules/lodash/collection/reject.js
@@ -0,0 +1,50 @@
+var arrayFilter = require('../internal/arrayFilter'),
+    baseCallback = require('../internal/baseCallback'),
+    baseFilter = require('../internal/baseFilter'),
+    isArray = require('../lang/isArray');
+
+/**
+ * The opposite of `_.filter`; this method returns the elements of `collection`
+ * that `predicate` does **not** return truthy for.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {Array} Returns the new filtered array.
+ * @example
+ *
+ * _.reject([1, 2, 3, 4], function(n) {
+ *   return n % 2 == 0;
+ * });
+ * // => [1, 3]
+ *
+ * var users = [
+ *   { 'user': 'barney', 'age': 36, 'active': false },
+ *   { 'user': 'fred',   'age': 40, 'active': true }
+ * ];
+ *
+ * // using the `_.matches` callback shorthand
+ * _.pluck(_.reject(users, { 'age': 40, 'active': true }), 'user');
+ * // => ['barney']
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.pluck(_.reject(users, 'active', false), 'user');
+ * // => ['fred']
+ *
+ * // using the `_.property` callback shorthand
+ * _.pluck(_.reject(users, 'active'), 'user');
+ * // => ['barney']
+ */
+function reject(collection, predicate, thisArg) {
+  var func = isArray(collection) ? arrayFilter : baseFilter;
+  predicate = baseCallback(predicate, thisArg, 3);
+  return func(collection, function(value, index, collection) {
+    return !predicate(value, index, collection);
+  });
+}
+
+module.exports = reject;
diff --git a/node_modules/lodash/collection/sample.js b/node_modules/lodash/collection/sample.js
new file mode 100644
index 0000000..8e01533
--- /dev/null
+++ b/node_modules/lodash/collection/sample.js
@@ -0,0 +1,50 @@
+var baseRandom = require('../internal/baseRandom'),
+    isIterateeCall = require('../internal/isIterateeCall'),
+    toArray = require('../lang/toArray'),
+    toIterable = require('../internal/toIterable');
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMin = Math.min;
+
+/**
+ * Gets a random element or `n` random elements from a collection.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to sample.
+ * @param {number} [n] The number of elements to sample.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {*} Returns the random sample(s).
+ * @example
+ *
+ * _.sample([1, 2, 3, 4]);
+ * // => 2
+ *
+ * _.sample([1, 2, 3, 4], 2);
+ * // => [3, 1]
+ */
+function sample(collection, n, guard) {
+  if (guard ? isIterateeCall(collection, n, guard) : n == null) {
+    collection = toIterable(collection);
+    var length = collection.length;
+    return length > 0 ? collection[baseRandom(0, length - 1)] : undefined;
+  }
+  var index = -1,
+      result = toArray(collection),
+      length = result.length,
+      lastIndex = length - 1;
+
+  n = nativeMin(n < 0 ? 0 : (+n || 0), length);
+  while (++index < n) {
+    var rand = baseRandom(index, lastIndex),
+        value = result[rand];
+
+    result[rand] = result[index];
+    result[index] = value;
+  }
+  result.length = n;
+  return result;
+}
+
+module.exports = sample;
diff --git a/node_modules/lodash/collection/select.js b/node_modules/lodash/collection/select.js
new file mode 100644
index 0000000..ade80f6
--- /dev/null
+++ b/node_modules/lodash/collection/select.js
@@ -0,0 +1 @@
+module.exports = require('./filter');
diff --git a/node_modules/lodash/collection/shuffle.js b/node_modules/lodash/collection/shuffle.js
new file mode 100644
index 0000000..949689c
--- /dev/null
+++ b/node_modules/lodash/collection/shuffle.js
@@ -0,0 +1,24 @@
+var sample = require('./sample');
+
+/** Used as references for `-Infinity` and `Infinity`. */
+var POSITIVE_INFINITY = Number.POSITIVE_INFINITY;
+
+/**
+ * Creates an array of shuffled values, using a version of the
+ * [Fisher-Yates shuffle](https://en.wikipedia.org/wiki/Fisher-Yates_shuffle).
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to shuffle.
+ * @returns {Array} Returns the new shuffled array.
+ * @example
+ *
+ * _.shuffle([1, 2, 3, 4]);
+ * // => [4, 1, 3, 2]
+ */
+function shuffle(collection) {
+  return sample(collection, POSITIVE_INFINITY);
+}
+
+module.exports = shuffle;
diff --git a/node_modules/lodash/collection/size.js b/node_modules/lodash/collection/size.js
new file mode 100644
index 0000000..78dcf4c
--- /dev/null
+++ b/node_modules/lodash/collection/size.js
@@ -0,0 +1,30 @@
+var getLength = require('../internal/getLength'),
+    isLength = require('../internal/isLength'),
+    keys = require('../object/keys');
+
+/**
+ * Gets the size of `collection` by returning its length for array-like
+ * values or the number of own enumerable properties for objects.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to inspect.
+ * @returns {number} Returns the size of `collection`.
+ * @example
+ *
+ * _.size([1, 2, 3]);
+ * // => 3
+ *
+ * _.size({ 'a': 1, 'b': 2 });
+ * // => 2
+ *
+ * _.size('pebbles');
+ * // => 7
+ */
+function size(collection) {
+  var length = collection ? getLength(collection) : 0;
+  return isLength(length) ? length : keys(collection).length;
+}
+
+module.exports = size;
diff --git a/node_modules/lodash/collection/some.js b/node_modules/lodash/collection/some.js
new file mode 100644
index 0000000..d0b09a4
--- /dev/null
+++ b/node_modules/lodash/collection/some.js
@@ -0,0 +1,67 @@
+var arraySome = require('../internal/arraySome'),
+    baseCallback = require('../internal/baseCallback'),
+    baseSome = require('../internal/baseSome'),
+    isArray = require('../lang/isArray'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Checks if `predicate` returns truthy for **any** element of `collection`.
+ * The function returns as soon as it finds a passing value and does not iterate
+ * over the entire collection. The predicate is bound to `thisArg` and invoked
+ * with three arguments: (value, index|key, collection).
+ *
+ * If a property name is provided for `predicate` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `predicate` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @alias any
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [predicate=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `predicate`.
+ * @returns {boolean} Returns `true` if any element passes the predicate check,
+ *  else `false`.
+ * @example
+ *
+ * _.some([null, 0, 'yes', false], Boolean);
+ * // => true
+ *
+ * var users = [
+ *   { 'user': 'barney', 'active': true },
+ *   { 'user': 'fred',   'active': false }
+ * ];
+ *
+ * // using the `_.matches` callback shorthand
+ * _.some(users, { 'user': 'barney', 'active': false });
+ * // => false
+ *
+ * // using the `_.matchesProperty` callback shorthand
+ * _.some(users, 'active', false);
+ * // => true
+ *
+ * // using the `_.property` callback shorthand
+ * _.some(users, 'active');
+ * // => true
+ */
+function some(collection, predicate, thisArg) {
+  var func = isArray(collection) ? arraySome : baseSome;
+  if (thisArg && isIterateeCall(collection, predicate, thisArg)) {
+    predicate = undefined;
+  }
+  if (typeof predicate != 'function' || thisArg !== undefined) {
+    predicate = baseCallback(predicate, thisArg, 3);
+  }
+  return func(collection, predicate);
+}
+
+module.exports = some;
diff --git a/node_modules/lodash/collection/sortBy.js b/node_modules/lodash/collection/sortBy.js
new file mode 100644
index 0000000..4401c77
--- /dev/null
+++ b/node_modules/lodash/collection/sortBy.js
@@ -0,0 +1,71 @@
+var baseCallback = require('../internal/baseCallback'),
+    baseMap = require('../internal/baseMap'),
+    baseSortBy = require('../internal/baseSortBy'),
+    compareAscending = require('../internal/compareAscending'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * Creates an array of elements, sorted in ascending order by the results of
+ * running each element in a collection through `iteratee`. This method performs
+ * a stable sort, that is, it preserves the original sort order of equal elements.
+ * The `iteratee` is bound to `thisArg` and invoked with three arguments:
+ * (value, index|key, collection).
+ *
+ * If a property name is provided for `iteratee` the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If a value is also provided for `thisArg` the created `_.matchesProperty`
+ * style callback returns `true` for elements that have a matching property
+ * value, else `false`.
+ *
+ * If an object is provided for `iteratee` the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+ *  per iteration.
+ * @param {*} [thisArg] The `this` binding of `iteratee`.
+ * @returns {Array} Returns the new sorted array.
+ * @example
+ *
+ * _.sortBy([1, 2, 3], function(n) {
+ *   return Math.sin(n);
+ * });
+ * // => [3, 1, 2]
+ *
+ * _.sortBy([1, 2, 3], function(n) {
+ *   return this.sin(n);
+ * }, Math);
+ * // => [3, 1, 2]
+ *
+ * var users = [
+ *   { 'user': 'fred' },
+ *   { 'user': 'pebbles' },
+ *   { 'user': 'barney' }
+ * ];
+ *
+ * // using the `_.property` callback shorthand
+ * _.pluck(_.sortBy(users, 'user'), 'user');
+ * // => ['barney', 'fred', 'pebbles']
+ */
+function sortBy(collection, iteratee, thisArg) {
+  if (collection == null) {
+    return [];
+  }
+  if (thisArg && isIterateeCall(collection, iteratee, thisArg)) {
+    iteratee = undefined;
+  }
+  var index = -1;
+  iteratee = baseCallback(iteratee, thisArg, 3);
+
+  var result = baseMap(collection, function(value, key, collection) {
+    return { 'criteria': iteratee(value, key, collection), 'index': ++index, 'value': value };
+  });
+  return baseSortBy(result, compareAscending);
+}
+
+module.exports = sortBy;
diff --git a/node_modules/lodash/collection/sortByAll.js b/node_modules/lodash/collection/sortByAll.js
new file mode 100644
index 0000000..4766c20
--- /dev/null
+++ b/node_modules/lodash/collection/sortByAll.js
@@ -0,0 +1,52 @@
+var baseFlatten = require('../internal/baseFlatten'),
+    baseSortByOrder = require('../internal/baseSortByOrder'),
+    isIterateeCall = require('../internal/isIterateeCall'),
+    restParam = require('../function/restParam');
+
+/**
+ * This method is like `_.sortBy` except that it can sort by multiple iteratees
+ * or property names.
+ *
+ * If a property name is provided for an iteratee the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If an object is provided for an iteratee the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {...(Function|Function[]|Object|Object[]|string|string[])} iteratees
+ *  The iteratees to sort by, specified as individual values or arrays of values.
+ * @returns {Array} Returns the new sorted array.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'fred',   'age': 48 },
+ *   { 'user': 'barney', 'age': 36 },
+ *   { 'user': 'fred',   'age': 42 },
+ *   { 'user': 'barney', 'age': 34 }
+ * ];
+ *
+ * _.map(_.sortByAll(users, ['user', 'age']), _.values);
+ * // => [['barney', 34], ['barney', 36], ['fred', 42], ['fred', 48]]
+ *
+ * _.map(_.sortByAll(users, 'user', function(chr) {
+ *   return Math.floor(chr.age / 10);
+ * }), _.values);
+ * // => [['barney', 36], ['barney', 34], ['fred', 48], ['fred', 42]]
+ */
+var sortByAll = restParam(function(collection, iteratees) {
+  if (collection == null) {
+    return [];
+  }
+  var guard = iteratees[2];
+  if (guard && isIterateeCall(iteratees[0], iteratees[1], guard)) {
+    iteratees.length = 1;
+  }
+  return baseSortByOrder(collection, baseFlatten(iteratees), []);
+});
+
+module.exports = sortByAll;
diff --git a/node_modules/lodash/collection/sortByOrder.js b/node_modules/lodash/collection/sortByOrder.js
new file mode 100644
index 0000000..8b4fc19
--- /dev/null
+++ b/node_modules/lodash/collection/sortByOrder.js
@@ -0,0 +1,55 @@
+var baseSortByOrder = require('../internal/baseSortByOrder'),
+    isArray = require('../lang/isArray'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/**
+ * This method is like `_.sortByAll` except that it allows specifying the
+ * sort orders of the iteratees to sort by. If `orders` is unspecified, all
+ * values are sorted in ascending order. Otherwise, a value is sorted in
+ * ascending order if its corresponding order is "asc", and descending if "desc".
+ *
+ * If a property name is provided for an iteratee the created `_.property`
+ * style callback returns the property value of the given element.
+ *
+ * If an object is provided for an iteratee the created `_.matches` style
+ * callback returns `true` for elements that have the properties of the given
+ * object, else `false`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to iterate over.
+ * @param {Function[]|Object[]|string[]} iteratees The iteratees to sort by.
+ * @param {boolean[]} [orders] The sort orders of `iteratees`.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.reduce`.
+ * @returns {Array} Returns the new sorted array.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'fred',   'age': 48 },
+ *   { 'user': 'barney', 'age': 34 },
+ *   { 'user': 'fred',   'age': 42 },
+ *   { 'user': 'barney', 'age': 36 }
+ * ];
+ *
+ * // sort by `user` in ascending order and by `age` in descending order
+ * _.map(_.sortByOrder(users, ['user', 'age'], ['asc', 'desc']), _.values);
+ * // => [['barney', 36], ['barney', 34], ['fred', 48], ['fred', 42]]
+ */
+function sortByOrder(collection, iteratees, orders, guard) {
+  if (collection == null) {
+    return [];
+  }
+  if (guard && isIterateeCall(iteratees, orders, guard)) {
+    orders = undefined;
+  }
+  if (!isArray(iteratees)) {
+    iteratees = iteratees == null ? [] : [iteratees];
+  }
+  if (!isArray(orders)) {
+    orders = orders == null ? [] : [orders];
+  }
+  return baseSortByOrder(collection, iteratees, orders);
+}
+
+module.exports = sortByOrder;
diff --git a/node_modules/lodash/collection/sum.js b/node_modules/lodash/collection/sum.js
new file mode 100644
index 0000000..a2e9380
--- /dev/null
+++ b/node_modules/lodash/collection/sum.js
@@ -0,0 +1 @@
+module.exports = require('../math/sum');
diff --git a/node_modules/lodash/collection/where.js b/node_modules/lodash/collection/where.js
new file mode 100644
index 0000000..f603bf8
--- /dev/null
+++ b/node_modules/lodash/collection/where.js
@@ -0,0 +1,37 @@
+var baseMatches = require('../internal/baseMatches'),
+    filter = require('./filter');
+
+/**
+ * Performs a deep comparison between each element in `collection` and the
+ * source object, returning an array of all elements that have equivalent
+ * property values.
+ *
+ * **Note:** This method supports comparing arrays, booleans, `Date` objects,
+ * numbers, `Object` objects, regexes, and strings. Objects are compared by
+ * their own, not inherited, enumerable properties. For comparing a single
+ * own or inherited property value see `_.matchesProperty`.
+ *
+ * @static
+ * @memberOf _
+ * @category Collection
+ * @param {Array|Object|string} collection The collection to search.
+ * @param {Object} source The object of property values to match.
+ * @returns {Array} Returns the new filtered array.
+ * @example
+ *
+ * var users = [
+ *   { 'user': 'barney', 'age': 36, 'active': false, 'pets': ['hoppy'] },
+ *   { 'user': 'fred',   'age': 40, 'active': true, 'pets': ['baby puss', 'dino'] }
+ * ];
+ *
+ * _.pluck(_.where(users, { 'age': 36, 'active': false }), 'user');
+ * // => ['barney']
+ *
+ * _.pluck(_.where(users, { 'pets': ['dino'] }), 'user');
+ * // => ['fred']
+ */
+function where(collection, source) {
+  return filter(collection, baseMatches(source));
+}
+
+module.exports = where;
diff --git a/node_modules/lodash/date.js b/node_modules/lodash/date.js
new file mode 100644
index 0000000..195366e
--- /dev/null
+++ b/node_modules/lodash/date.js
@@ -0,0 +1,3 @@
+module.exports = {
+  'now': require('./date/now')
+};
diff --git a/node_modules/lodash/date/now.js b/node_modules/lodash/date/now.js
new file mode 100644
index 0000000..ffe3060
--- /dev/null
+++ b/node_modules/lodash/date/now.js
@@ -0,0 +1,24 @@
+var getNative = require('../internal/getNative');
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeNow = getNative(Date, 'now');
+
+/**
+ * Gets the number of milliseconds that have elapsed since the Unix epoch
+ * (1 January 1970 00:00:00 UTC).
+ *
+ * @static
+ * @memberOf _
+ * @category Date
+ * @example
+ *
+ * _.defer(function(stamp) {
+ *   console.log(_.now() - stamp);
+ * }, _.now());
+ * // => logs the number of milliseconds it took for the deferred function to be invoked
+ */
+var now = nativeNow || function() {
+  return new Date().getTime();
+};
+
+module.exports = now;
diff --git a/node_modules/lodash/function.js b/node_modules/lodash/function.js
new file mode 100644
index 0000000..71f8ebe
--- /dev/null
+++ b/node_modules/lodash/function.js
@@ -0,0 +1,28 @@
+module.exports = {
+  'after': require('./function/after'),
+  'ary': require('./function/ary'),
+  'backflow': require('./function/backflow'),
+  'before': require('./function/before'),
+  'bind': require('./function/bind'),
+  'bindAll': require('./function/bindAll'),
+  'bindKey': require('./function/bindKey'),
+  'compose': require('./function/compose'),
+  'curry': require('./function/curry'),
+  'curryRight': require('./function/curryRight'),
+  'debounce': require('./function/debounce'),
+  'defer': require('./function/defer'),
+  'delay': require('./function/delay'),
+  'flow': require('./function/flow'),
+  'flowRight': require('./function/flowRight'),
+  'memoize': require('./function/memoize'),
+  'modArgs': require('./function/modArgs'),
+  'negate': require('./function/negate'),
+  'once': require('./function/once'),
+  'partial': require('./function/partial'),
+  'partialRight': require('./function/partialRight'),
+  'rearg': require('./function/rearg'),
+  'restParam': require('./function/restParam'),
+  'spread': require('./function/spread'),
+  'throttle': require('./function/throttle'),
+  'wrap': require('./function/wrap')
+};
diff --git a/node_modules/lodash/function/after.js b/node_modules/lodash/function/after.js
new file mode 100644
index 0000000..96a51fd
--- /dev/null
+++ b/node_modules/lodash/function/after.js
@@ -0,0 +1,48 @@
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeIsFinite = global.isFinite;
+
+/**
+ * The opposite of `_.before`; this method creates a function that invokes
+ * `func` once it's called `n` or more times.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {number} n The number of calls before `func` is invoked.
+ * @param {Function} func The function to restrict.
+ * @returns {Function} Returns the new restricted function.
+ * @example
+ *
+ * var saves = ['profile', 'settings'];
+ *
+ * var done = _.after(saves.length, function() {
+ *   console.log('done saving!');
+ * });
+ *
+ * _.forEach(saves, function(type) {
+ *   asyncSave({ 'type': type, 'complete': done });
+ * });
+ * // => logs 'done saving!' after the two async saves have completed
+ */
+function after(n, func) {
+  if (typeof func != 'function') {
+    if (typeof n == 'function') {
+      var temp = n;
+      n = func;
+      func = temp;
+    } else {
+      throw new TypeError(FUNC_ERROR_TEXT);
+    }
+  }
+  n = nativeIsFinite(n = +n) ? n : 0;
+  return function() {
+    if (--n < 1) {
+      return func.apply(this, arguments);
+    }
+  };
+}
+
+module.exports = after;
diff --git a/node_modules/lodash/function/ary.js b/node_modules/lodash/function/ary.js
new file mode 100644
index 0000000..53a6913
--- /dev/null
+++ b/node_modules/lodash/function/ary.js
@@ -0,0 +1,34 @@
+var createWrapper = require('../internal/createWrapper'),
+    isIterateeCall = require('../internal/isIterateeCall');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var ARY_FLAG = 128;
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMax = Math.max;
+
+/**
+ * Creates a function that accepts up to `n` arguments ignoring any
+ * additional arguments.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to cap arguments for.
+ * @param {number} [n=func.length] The arity cap.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * _.map(['6', '8', '10'], _.ary(parseInt, 1));
+ * // => [6, 8, 10]
+ */
+function ary(func, n, guard) {
+  if (guard && isIterateeCall(func, n, guard)) {
+    n = undefined;
+  }
+  n = (func && n == null) ? func.length : nativeMax(+n || 0, 0);
+  return createWrapper(func, ARY_FLAG, undefined, undefined, undefined, undefined, n);
+}
+
+module.exports = ary;
diff --git a/node_modules/lodash/function/backflow.js b/node_modules/lodash/function/backflow.js
new file mode 100644
index 0000000..1954e94
--- /dev/null
+++ b/node_modules/lodash/function/backflow.js
@@ -0,0 +1 @@
+module.exports = require('./flowRight');
diff --git a/node_modules/lodash/function/before.js b/node_modules/lodash/function/before.js
new file mode 100644
index 0000000..3d94216
--- /dev/null
+++ b/node_modules/lodash/function/before.js
@@ -0,0 +1,42 @@
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/**
+ * Creates a function that invokes `func`, with the `this` binding and arguments
+ * of the created function, while it's called less than `n` times. Subsequent
+ * calls to the created function return the result of the last `func` invocation.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {number} n The number of calls at which `func` is no longer invoked.
+ * @param {Function} func The function to restrict.
+ * @returns {Function} Returns the new restricted function.
+ * @example
+ *
+ * jQuery('#add').on('click', _.before(5, addContactToList));
+ * // => allows adding up to 4 contacts to the list
+ */
+function before(n, func) {
+  var result;
+  if (typeof func != 'function') {
+    if (typeof n == 'function') {
+      var temp = n;
+      n = func;
+      func = temp;
+    } else {
+      throw new TypeError(FUNC_ERROR_TEXT);
+    }
+  }
+  return function() {
+    if (--n > 0) {
+      result = func.apply(this, arguments);
+    }
+    if (n <= 1) {
+      func = undefined;
+    }
+    return result;
+  };
+}
+
+module.exports = before;
diff --git a/node_modules/lodash/function/bind.js b/node_modules/lodash/function/bind.js
new file mode 100644
index 0000000..0de126a
--- /dev/null
+++ b/node_modules/lodash/function/bind.js
@@ -0,0 +1,56 @@
+var createWrapper = require('../internal/createWrapper'),
+    replaceHolders = require('../internal/replaceHolders'),
+    restParam = require('./restParam');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var BIND_FLAG = 1,
+    PARTIAL_FLAG = 32;
+
+/**
+ * Creates a function that invokes `func` with the `this` binding of `thisArg`
+ * and prepends any additional `_.bind` arguments to those provided to the
+ * bound function.
+ *
+ * The `_.bind.placeholder` value, which defaults to `_` in monolithic builds,
+ * may be used as a placeholder for partially applied arguments.
+ *
+ * **Note:** Unlike native `Function#bind` this method does not set the "length"
+ * property of bound functions.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to bind.
+ * @param {*} thisArg The `this` binding of `func`.
+ * @param {...*} [partials] The arguments to be partially applied.
+ * @returns {Function} Returns the new bound function.
+ * @example
+ *
+ * var greet = function(greeting, punctuation) {
+ *   return greeting + ' ' + this.user + punctuation;
+ * };
+ *
+ * var object = { 'user': 'fred' };
+ *
+ * var bound = _.bind(greet, object, 'hi');
+ * bound('!');
+ * // => 'hi fred!'
+ *
+ * // using placeholders
+ * var bound = _.bind(greet, object, _, '!');
+ * bound('hi');
+ * // => 'hi fred!'
+ */
+var bind = restParam(function(func, thisArg, partials) {
+  var bitmask = BIND_FLAG;
+  if (partials.length) {
+    var holders = replaceHolders(partials, bind.placeholder);
+    bitmask |= PARTIAL_FLAG;
+  }
+  return createWrapper(func, bitmask, thisArg, partials, holders);
+});
+
+// Assign default placeholders.
+bind.placeholder = {};
+
+module.exports = bind;
diff --git a/node_modules/lodash/function/bindAll.js b/node_modules/lodash/function/bindAll.js
new file mode 100644
index 0000000..a09e948
--- /dev/null
+++ b/node_modules/lodash/function/bindAll.js
@@ -0,0 +1,50 @@
+var baseFlatten = require('../internal/baseFlatten'),
+    createWrapper = require('../internal/createWrapper'),
+    functions = require('../object/functions'),
+    restParam = require('./restParam');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var BIND_FLAG = 1;
+
+/**
+ * Binds methods of an object to the object itself, overwriting the existing
+ * method. Method names may be specified as individual arguments or as arrays
+ * of method names. If no method names are provided all enumerable function
+ * properties, own and inherited, of `object` are bound.
+ *
+ * **Note:** This method does not set the "length" property of bound functions.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Object} object The object to bind and assign the bound methods to.
+ * @param {...(string|string[])} [methodNames] The object method names to bind,
+ *  specified as individual method names or arrays of method names.
+ * @returns {Object} Returns `object`.
+ * @example
+ *
+ * var view = {
+ *   'label': 'docs',
+ *   'onClick': function() {
+ *     console.log('clicked ' + this.label);
+ *   }
+ * };
+ *
+ * _.bindAll(view);
+ * jQuery('#docs').on('click', view.onClick);
+ * // => logs 'clicked docs' when the element is clicked
+ */
+var bindAll = restParam(function(object, methodNames) {
+  methodNames = methodNames.length ? baseFlatten(methodNames) : functions(object);
+
+  var index = -1,
+      length = methodNames.length;
+
+  while (++index < length) {
+    var key = methodNames[index];
+    object[key] = createWrapper(object[key], BIND_FLAG, object);
+  }
+  return object;
+});
+
+module.exports = bindAll;
diff --git a/node_modules/lodash/function/bindKey.js b/node_modules/lodash/function/bindKey.js
new file mode 100644
index 0000000..b787fe7
--- /dev/null
+++ b/node_modules/lodash/function/bindKey.js
@@ -0,0 +1,66 @@
+var createWrapper = require('../internal/createWrapper'),
+    replaceHolders = require('../internal/replaceHolders'),
+    restParam = require('./restParam');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var BIND_FLAG = 1,
+    BIND_KEY_FLAG = 2,
+    PARTIAL_FLAG = 32;
+
+/**
+ * Creates a function that invokes the method at `object[key]` and prepends
+ * any additional `_.bindKey` arguments to those provided to the bound function.
+ *
+ * This method differs from `_.bind` by allowing bound functions to reference
+ * methods that may be redefined or don't yet exist.
+ * See [Peter Michaux's article](http://peter.michaux.ca/articles/lazy-function-definition-pattern)
+ * for more details.
+ *
+ * The `_.bindKey.placeholder` value, which defaults to `_` in monolithic
+ * builds, may be used as a placeholder for partially applied arguments.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Object} object The object the method belongs to.
+ * @param {string} key The key of the method.
+ * @param {...*} [partials] The arguments to be partially applied.
+ * @returns {Function} Returns the new bound function.
+ * @example
+ *
+ * var object = {
+ *   'user': 'fred',
+ *   'greet': function(greeting, punctuation) {
+ *     return greeting + ' ' + this.user + punctuation;
+ *   }
+ * };
+ *
+ * var bound = _.bindKey(object, 'greet', 'hi');
+ * bound('!');
+ * // => 'hi fred!'
+ *
+ * object.greet = function(greeting, punctuation) {
+ *   return greeting + 'ya ' + this.user + punctuation;
+ * };
+ *
+ * bound('!');
+ * // => 'hiya fred!'
+ *
+ * // using placeholders
+ * var bound = _.bindKey(object, 'greet', _, '!');
+ * bound('hi');
+ * // => 'hiya fred!'
+ */
+var bindKey = restParam(function(object, key, partials) {
+  var bitmask = BIND_FLAG | BIND_KEY_FLAG;
+  if (partials.length) {
+    var holders = replaceHolders(partials, bindKey.placeholder);
+    bitmask |= PARTIAL_FLAG;
+  }
+  return createWrapper(key, bitmask, object, partials, holders);
+});
+
+// Assign default placeholders.
+bindKey.placeholder = {};
+
+module.exports = bindKey;
diff --git a/node_modules/lodash/function/compose.js b/node_modules/lodash/function/compose.js
new file mode 100644
index 0000000..1954e94
--- /dev/null
+++ b/node_modules/lodash/function/compose.js
@@ -0,0 +1 @@
+module.exports = require('./flowRight');
diff --git a/node_modules/lodash/function/curry.js b/node_modules/lodash/function/curry.js
new file mode 100644
index 0000000..b7db3fd
--- /dev/null
+++ b/node_modules/lodash/function/curry.js
@@ -0,0 +1,51 @@
+var createCurry = require('../internal/createCurry');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var CURRY_FLAG = 8;
+
+/**
+ * Creates a function that accepts one or more arguments of `func` that when
+ * called either invokes `func` returning its result, if all `func` arguments
+ * have been provided, or returns a function that accepts one or more of the
+ * remaining `func` arguments, and so on. The arity of `func` may be specified
+ * if `func.length` is not sufficient.
+ *
+ * The `_.curry.placeholder` value, which defaults to `_` in monolithic builds,
+ * may be used as a placeholder for provided arguments.
+ *
+ * **Note:** This method does not set the "length" property of curried functions.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to curry.
+ * @param {number} [arity=func.length] The arity of `func`.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Function} Returns the new curried function.
+ * @example
+ *
+ * var abc = function(a, b, c) {
+ *   return [a, b, c];
+ * };
+ *
+ * var curried = _.curry(abc);
+ *
+ * curried(1)(2)(3);
+ * // => [1, 2, 3]
+ *
+ * curried(1, 2)(3);
+ * // => [1, 2, 3]
+ *
+ * curried(1, 2, 3);
+ * // => [1, 2, 3]
+ *
+ * // using placeholders
+ * curried(1)(_, 3)(2);
+ * // => [1, 2, 3]
+ */
+var curry = createCurry(CURRY_FLAG);
+
+// Assign default placeholders.
+curry.placeholder = {};
+
+module.exports = curry;
diff --git a/node_modules/lodash/function/curryRight.js b/node_modules/lodash/function/curryRight.js
new file mode 100644
index 0000000..11c5403
--- /dev/null
+++ b/node_modules/lodash/function/curryRight.js
@@ -0,0 +1,48 @@
+var createCurry = require('../internal/createCurry');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var CURRY_RIGHT_FLAG = 16;
+
+/**
+ * This method is like `_.curry` except that arguments are applied to `func`
+ * in the manner of `_.partialRight` instead of `_.partial`.
+ *
+ * The `_.curryRight.placeholder` value, which defaults to `_` in monolithic
+ * builds, may be used as a placeholder for provided arguments.
+ *
+ * **Note:** This method does not set the "length" property of curried functions.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to curry.
+ * @param {number} [arity=func.length] The arity of `func`.
+ * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+ * @returns {Function} Returns the new curried function.
+ * @example
+ *
+ * var abc = function(a, b, c) {
+ *   return [a, b, c];
+ * };
+ *
+ * var curried = _.curryRight(abc);
+ *
+ * curried(3)(2)(1);
+ * // => [1, 2, 3]
+ *
+ * curried(2, 3)(1);
+ * // => [1, 2, 3]
+ *
+ * curried(1, 2, 3);
+ * // => [1, 2, 3]
+ *
+ * // using placeholders
+ * curried(3)(1, _)(2);
+ * // => [1, 2, 3]
+ */
+var curryRight = createCurry(CURRY_RIGHT_FLAG);
+
+// Assign default placeholders.
+curryRight.placeholder = {};
+
+module.exports = curryRight;
diff --git a/node_modules/lodash/function/debounce.js b/node_modules/lodash/function/debounce.js
new file mode 100644
index 0000000..163af90
--- /dev/null
+++ b/node_modules/lodash/function/debounce.js
@@ -0,0 +1,181 @@
+var isObject = require('../lang/isObject'),
+    now = require('../date/now');
+
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMax = Math.max;
+
+/**
+ * Creates a debounced function that delays invoking `func` until after `wait`
+ * milliseconds have elapsed since the last time the debounced function was
+ * invoked. The debounced function comes with a `cancel` method to cancel
+ * delayed invocations. Provide an options object to indicate that `func`
+ * should be invoked on the leading and/or trailing edge of the `wait` timeout.
+ * Subsequent calls to the debounced function return the result of the last
+ * `func` invocation.
+ *
+ * **Note:** If `leading` and `trailing` options are `true`, `func` is invoked
+ * on the trailing edge of the timeout only if the the debounced function is
+ * invoked more than once during the `wait` timeout.
+ *
+ * See [David Corbacho's article](http://drupalmotion.com/article/debounce-and-throttle-visual-explanation)
+ * for details over the differences between `_.debounce` and `_.throttle`.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to debounce.
+ * @param {number} [wait=0] The number of milliseconds to delay.
+ * @param {Object} [options] The options object.
+ * @param {boolean} [options.leading=false] Specify invoking on the leading
+ *  edge of the timeout.
+ * @param {number} [options.maxWait] The maximum time `func` is allowed to be
+ *  delayed before it's invoked.
+ * @param {boolean} [options.trailing=true] Specify invoking on the trailing
+ *  edge of the timeout.
+ * @returns {Function} Returns the new debounced function.
+ * @example
+ *
+ * // avoid costly calculations while the window size is in flux
+ * jQuery(window).on('resize', _.debounce(calculateLayout, 150));
+ *
+ * // invoke `sendMail` when the click event is fired, debouncing subsequent calls
+ * jQuery('#postbox').on('click', _.debounce(sendMail, 300, {
+ *   'leading': true,
+ *   'trailing': false
+ * }));
+ *
+ * // ensure `batchLog` is invoked once after 1 second of debounced calls
+ * var source = new EventSource('/stream');
+ * jQuery(source).on('message', _.debounce(batchLog, 250, {
+ *   'maxWait': 1000
+ * }));
+ *
+ * // cancel a debounced call
+ * var todoChanges = _.debounce(batchLog, 1000);
+ * Object.observe(models.todo, todoChanges);
+ *
+ * Object.observe(models, function(changes) {
+ *   if (_.find(changes, { 'user': 'todo', 'type': 'delete'})) {
+ *     todoChanges.cancel();
+ *   }
+ * }, ['delete']);
+ *
+ * // ...at some point `models.todo` is changed
+ * models.todo.completed = true;
+ *
+ * // ...before 1 second has passed `models.todo` is deleted
+ * // which cancels the debounced `todoChanges` call
+ * delete models.todo;
+ */
+function debounce(func, wait, options) {
+  var args,
+      maxTimeoutId,
+      result,
+      stamp,
+      thisArg,
+      timeoutId,
+      trailingCall,
+      lastCalled = 0,
+      maxWait = false,
+      trailing = true;
+
+  if (typeof func != 'function') {
+    throw new TypeError(FUNC_ERROR_TEXT);
+  }
+  wait = wait < 0 ? 0 : (+wait || 0);
+  if (options === true) {
+    var leading = true;
+    trailing = false;
+  } else if (isObject(options)) {
+    leading = !!options.leading;
+    maxWait = 'maxWait' in options && nativeMax(+options.maxWait || 0, wait);
+    trailing = 'trailing' in options ? !!options.trailing : trailing;
+  }
+
+  function cancel() {
+    if (timeoutId) {
+      clearTimeout(timeoutId);
+    }
+    if (maxTimeoutId) {
+      clearTimeout(maxTimeoutId);
+    }
+    lastCalled = 0;
+    maxTimeoutId = timeoutId = trailingCall = undefined;
+  }
+
+  function complete(isCalled, id) {
+    if (id) {
+      clearTimeout(id);
+    }
+    maxTimeoutId = timeoutId = trailingCall = undefined;
+    if (isCalled) {
+      lastCalled = now();
+      result = func.apply(thisArg, args);
+      if (!timeoutId && !maxTimeoutId) {
+        args = thisArg = undefined;
+      }
+    }
+  }
+
+  function delayed() {
+    var remaining = wait - (now() - stamp);
+    if (remaining <= 0 || remaining > wait) {
+      complete(trailingCall, maxTimeoutId);
+    } else {
+      timeoutId = setTimeout(delayed, remaining);
+    }
+  }
+
+  function maxDelayed() {
+    complete(trailing, timeoutId);
+  }
+
+  function debounced() {
+    args = arguments;
+    stamp = now();
+    thisArg = this;
+    trailingCall = trailing && (timeoutId || !leading);
+
+    if (maxWait === false) {
+      var leadingCall = leading && !timeoutId;
+    } else {
+      if (!maxTimeoutId && !leading) {
+        lastCalled = stamp;
+      }
+      var remaining = maxWait - (stamp - lastCalled),
+          isCalled = remaining <= 0 || remaining > maxWait;
+
+      if (isCalled) {
+        if (maxTimeoutId) {
+          maxTimeoutId = clearTimeout(maxTimeoutId);
+        }
+        lastCalled = stamp;
+        result = func.apply(thisArg, args);
+      }
+      else if (!maxTimeoutId) {
+        maxTimeoutId = setTimeout(maxDelayed, remaining);
+      }
+    }
+    if (isCalled && timeoutId) {
+      timeoutId = clearTimeout(timeoutId);
+    }
+    else if (!timeoutId && wait !== maxWait) {
+      timeoutId = setTimeout(delayed, wait);
+    }
+    if (leadingCall) {
+      isCalled = true;
+      result = func.apply(thisArg, args);
+    }
+    if (isCalled && !timeoutId && !maxTimeoutId) {
+      args = thisArg = undefined;
+    }
+    return result;
+  }
+  debounced.cancel = cancel;
+  return debounced;
+}
+
+module.exports = debounce;
diff --git a/node_modules/lodash/function/defer.js b/node_modules/lodash/function/defer.js
new file mode 100644
index 0000000..3accbf9
--- /dev/null
+++ b/node_modules/lodash/function/defer.js
@@ -0,0 +1,25 @@
+var baseDelay = require('../internal/baseDelay'),
+    restParam = require('./restParam');
+
+/**
+ * Defers invoking the `func` until the current call stack has cleared. Any
+ * additional arguments are provided to `func` when it's invoked.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to defer.
+ * @param {...*} [args] The arguments to invoke the function with.
+ * @returns {number} Returns the timer id.
+ * @example
+ *
+ * _.defer(function(text) {
+ *   console.log(text);
+ * }, 'deferred');
+ * // logs 'deferred' after one or more milliseconds
+ */
+var defer = restParam(function(func, args) {
+  return baseDelay(func, 1, args);
+});
+
+module.exports = defer;
diff --git a/node_modules/lodash/function/delay.js b/node_modules/lodash/function/delay.js
new file mode 100644
index 0000000..d5eef27
--- /dev/null
+++ b/node_modules/lodash/function/delay.js
@@ -0,0 +1,26 @@
+var baseDelay = require('../internal/baseDelay'),
+    restParam = require('./restParam');
+
+/**
+ * Invokes `func` after `wait` milliseconds. Any additional arguments are
+ * provided to `func` when it's invoked.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to delay.
+ * @param {number} wait The number of milliseconds to delay invocation.
+ * @param {...*} [args] The arguments to invoke the function with.
+ * @returns {number} Returns the timer id.
+ * @example
+ *
+ * _.delay(function(text) {
+ *   console.log(text);
+ * }, 1000, 'later');
+ * // => logs 'later' after one second
+ */
+var delay = restParam(function(func, wait, args) {
+  return baseDelay(func, wait, args);
+});
+
+module.exports = delay;
diff --git a/node_modules/lodash/function/flow.js b/node_modules/lodash/function/flow.js
new file mode 100644
index 0000000..a435a3d
--- /dev/null
+++ b/node_modules/lodash/function/flow.js
@@ -0,0 +1,25 @@
+var createFlow = require('../internal/createFlow');
+
+/**
+ * Creates a function that returns the result of invoking the provided
+ * functions with the `this` binding of the created function, where each
+ * successive invocation is supplied the return value of the previous.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {...Function} [funcs] Functions to invoke.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * function square(n) {
+ *   return n * n;
+ * }
+ *
+ * var addSquare = _.flow(_.add, square);
+ * addSquare(1, 2);
+ * // => 9
+ */
+var flow = createFlow();
+
+module.exports = flow;
diff --git a/node_modules/lodash/function/flowRight.js b/node_modules/lodash/function/flowRight.js
new file mode 100644
index 0000000..23b9d76
--- /dev/null
+++ b/node_modules/lodash/function/flowRight.js
@@ -0,0 +1,25 @@
+var createFlow = require('../internal/createFlow');
+
+/**
+ * This method is like `_.flow` except that it creates a function that
+ * invokes the provided functions from right to left.
+ *
+ * @static
+ * @memberOf _
+ * @alias backflow, compose
+ * @category Function
+ * @param {...Function} [funcs] Functions to invoke.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * function square(n) {
+ *   return n * n;
+ * }
+ *
+ * var addSquare = _.flowRight(square, _.add);
+ * addSquare(1, 2);
+ * // => 9
+ */
+var flowRight = createFlow(true);
+
+module.exports = flowRight;
diff --git a/node_modules/lodash/function/memoize.js b/node_modules/lodash/function/memoize.js
new file mode 100644
index 0000000..f3b8d69
--- /dev/null
+++ b/node_modules/lodash/function/memoize.js
@@ -0,0 +1,80 @@
+var MapCache = require('../internal/MapCache');
+
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/**
+ * Creates a function that memoizes the result of `func`. If `resolver` is
+ * provided it determines the cache key for storing the result based on the
+ * arguments provided to the memoized function. By default, the first argument
+ * provided to the memoized function is coerced to a string and used as the
+ * cache key. The `func` is invoked with the `this` binding of the memoized
+ * function.
+ *
+ * **Note:** The cache is exposed as the `cache` property on the memoized
+ * function. Its creation may be customized by replacing the `_.memoize.Cache`
+ * constructor with one whose instances implement the [`Map`](http://ecma-international.org/ecma-262/6.0/#sec-properties-of-the-map-prototype-object)
+ * method interface of `get`, `has`, and `set`.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to have its output memoized.
+ * @param {Function} [resolver] The function to resolve the cache key.
+ * @returns {Function} Returns the new memoizing function.
+ * @example
+ *
+ * var upperCase = _.memoize(function(string) {
+ *   return string.toUpperCase();
+ * });
+ *
+ * upperCase('fred');
+ * // => 'FRED'
+ *
+ * // modifying the result cache
+ * upperCase.cache.set('fred', 'BARNEY');
+ * upperCase('fred');
+ * // => 'BARNEY'
+ *
+ * // replacing `_.memoize.Cache`
+ * var object = { 'user': 'fred' };
+ * var other = { 'user': 'barney' };
+ * var identity = _.memoize(_.identity);
+ *
+ * identity(object);
+ * // => { 'user': 'fred' }
+ * identity(other);
+ * // => { 'user': 'fred' }
+ *
+ * _.memoize.Cache = WeakMap;
+ * var identity = _.memoize(_.identity);
+ *
+ * identity(object);
+ * // => { 'user': 'fred' }
+ * identity(other);
+ * // => { 'user': 'barney' }
+ */
+function memoize(func, resolver) {
+  if (typeof func != 'function' || (resolver && typeof resolver != 'function')) {
+    throw new TypeError(FUNC_ERROR_TEXT);
+  }
+  var memoized = function() {
+    var args = arguments,
+        key = resolver ? resolver.apply(this, args) : args[0],
+        cache = memoized.cache;
+
+    if (cache.has(key)) {
+      return cache.get(key);
+    }
+    var result = func.apply(this, args);
+    memoized.cache = cache.set(key, result);
+    return result;
+  };
+  memoized.cache = new memoize.Cache;
+  return memoized;
+}
+
+// Assign cache to `_.memoize`.
+memoize.Cache = MapCache;
+
+module.exports = memoize;
diff --git a/node_modules/lodash/function/modArgs.js b/node_modules/lodash/function/modArgs.js
new file mode 100644
index 0000000..49b9b5e
--- /dev/null
+++ b/node_modules/lodash/function/modArgs.js
@@ -0,0 +1,58 @@
+var arrayEvery = require('../internal/arrayEvery'),
+    baseFlatten = require('../internal/baseFlatten'),
+    baseIsFunction = require('../internal/baseIsFunction'),
+    restParam = require('./restParam');
+
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMin = Math.min;
+
+/**
+ * Creates a function that runs each argument through a corresponding
+ * transform function.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to wrap.
+ * @param {...(Function|Function[])} [transforms] The functions to transform
+ * arguments, specified as individual functions or arrays of functions.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * function doubled(n) {
+ *   return n * 2;
+ * }
+ *
+ * function square(n) {
+ *   return n * n;
+ * }
+ *
+ * var modded = _.modArgs(function(x, y) {
+ *   return [x, y];
+ * }, square, doubled);
+ *
+ * modded(1, 2);
+ * // => [1, 4]
+ *
+ * modded(5, 10);
+ * // => [25, 20]
+ */
+var modArgs = restParam(function(func, transforms) {
+  transforms = baseFlatten(transforms);
+  if (typeof func != 'function' || !arrayEvery(transforms, baseIsFunction)) {
+    throw new TypeError(FUNC_ERROR_TEXT);
+  }
+  var length = transforms.length;
+  return restParam(function(args) {
+    var index = nativeMin(args.length, length);
+    while (index--) {
+      args[index] = transforms[index](args[index]);
+    }
+    return func.apply(this, args);
+  });
+});
+
+module.exports = modArgs;
diff --git a/node_modules/lodash/function/negate.js b/node_modules/lodash/function/negate.js
new file mode 100644
index 0000000..8247939
--- /dev/null
+++ b/node_modules/lodash/function/negate.js
@@ -0,0 +1,32 @@
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/**
+ * Creates a function that negates the result of the predicate `func`. The
+ * `func` predicate is invoked with the `this` binding and arguments of the
+ * created function.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} predicate The predicate to negate.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * function isEven(n) {
+ *   return n % 2 == 0;
+ * }
+ *
+ * _.filter([1, 2, 3, 4, 5, 6], _.negate(isEven));
+ * // => [1, 3, 5]
+ */
+function negate(predicate) {
+  if (typeof predicate != 'function') {
+    throw new TypeError(FUNC_ERROR_TEXT);
+  }
+  return function() {
+    return !predicate.apply(this, arguments);
+  };
+}
+
+module.exports = negate;
diff --git a/node_modules/lodash/function/once.js b/node_modules/lodash/function/once.js
new file mode 100644
index 0000000..0b5bd85
--- /dev/null
+++ b/node_modules/lodash/function/once.js
@@ -0,0 +1,24 @@
+var before = require('./before');
+
+/**
+ * Creates a function that is restricted to invoking `func` once. Repeat calls
+ * to the function return the value of the first call. The `func` is invoked
+ * with the `this` binding and arguments of the created function.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to restrict.
+ * @returns {Function} Returns the new restricted function.
+ * @example
+ *
+ * var initialize = _.once(createApplication);
+ * initialize();
+ * initialize();
+ * // `initialize` invokes `createApplication` once
+ */
+function once(func) {
+  return before(2, func);
+}
+
+module.exports = once;
diff --git a/node_modules/lodash/function/partial.js b/node_modules/lodash/function/partial.js
new file mode 100644
index 0000000..fb1d04f
--- /dev/null
+++ b/node_modules/lodash/function/partial.js
@@ -0,0 +1,43 @@
+var createPartial = require('../internal/createPartial');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var PARTIAL_FLAG = 32;
+
+/**
+ * Creates a function that invokes `func` with `partial` arguments prepended
+ * to those provided to the new function. This method is like `_.bind` except
+ * it does **not** alter the `this` binding.
+ *
+ * The `_.partial.placeholder` value, which defaults to `_` in monolithic
+ * builds, may be used as a placeholder for partially applied arguments.
+ *
+ * **Note:** This method does not set the "length" property of partially
+ * applied functions.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to partially apply arguments to.
+ * @param {...*} [partials] The arguments to be partially applied.
+ * @returns {Function} Returns the new partially applied function.
+ * @example
+ *
+ * var greet = function(greeting, name) {
+ *   return greeting + ' ' + name;
+ * };
+ *
+ * var sayHelloTo = _.partial(greet, 'hello');
+ * sayHelloTo('fred');
+ * // => 'hello fred'
+ *
+ * // using placeholders
+ * var greetFred = _.partial(greet, _, 'fred');
+ * greetFred('hi');
+ * // => 'hi fred'
+ */
+var partial = createPartial(PARTIAL_FLAG);
+
+// Assign default placeholders.
+partial.placeholder = {};
+
+module.exports = partial;
diff --git a/node_modules/lodash/function/partialRight.js b/node_modules/lodash/function/partialRight.js
new file mode 100644
index 0000000..634e6a4
--- /dev/null
+++ b/node_modules/lodash/function/partialRight.js
@@ -0,0 +1,42 @@
+var createPartial = require('../internal/createPartial');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var PARTIAL_RIGHT_FLAG = 64;
+
+/**
+ * This method is like `_.partial` except that partially applied arguments
+ * are appended to those provided to the new function.
+ *
+ * The `_.partialRight.placeholder` value, which defaults to `_` in monolithic
+ * builds, may be used as a placeholder for partially applied arguments.
+ *
+ * **Note:** This method does not set the "length" property of partially
+ * applied functions.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to partially apply arguments to.
+ * @param {...*} [partials] The arguments to be partially applied.
+ * @returns {Function} Returns the new partially applied function.
+ * @example
+ *
+ * var greet = function(greeting, name) {
+ *   return greeting + ' ' + name;
+ * };
+ *
+ * var greetFred = _.partialRight(greet, 'fred');
+ * greetFred('hi');
+ * // => 'hi fred'
+ *
+ * // using placeholders
+ * var sayHelloTo = _.partialRight(greet, 'hello', _);
+ * sayHelloTo('fred');
+ * // => 'hello fred'
+ */
+var partialRight = createPartial(PARTIAL_RIGHT_FLAG);
+
+// Assign default placeholders.
+partialRight.placeholder = {};
+
+module.exports = partialRight;
diff --git a/node_modules/lodash/function/rearg.js b/node_modules/lodash/function/rearg.js
new file mode 100644
index 0000000..f2bd9c4
--- /dev/null
+++ b/node_modules/lodash/function/rearg.js
@@ -0,0 +1,40 @@
+var baseFlatten = require('../internal/baseFlatten'),
+    createWrapper = require('../internal/createWrapper'),
+    restParam = require('./restParam');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var REARG_FLAG = 256;
+
+/**
+ * Creates a function that invokes `func` with arguments arranged according
+ * to the specified indexes where the argument value at the first index is
+ * provided as the first argument, the argument value at the second index is
+ * provided as the second argument, and so on.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to rearrange arguments for.
+ * @param {...(number|number[])} indexes The arranged argument indexes,
+ *  specified as individual indexes or arrays of indexes.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * var rearged = _.rearg(function(a, b, c) {
+ *   return [a, b, c];
+ * }, 2, 0, 1);
+ *
+ * rearged('b', 'c', 'a')
+ * // => ['a', 'b', 'c']
+ *
+ * var map = _.rearg(_.map, [1, 0]);
+ * map(function(n) {
+ *   return n * 3;
+ * }, [1, 2, 3]);
+ * // => [3, 6, 9]
+ */
+var rearg = restParam(function(func, indexes) {
+  return createWrapper(func, REARG_FLAG, undefined, undefined, undefined, baseFlatten(indexes));
+});
+
+module.exports = rearg;
diff --git a/node_modules/lodash/function/restParam.js b/node_modules/lodash/function/restParam.js
new file mode 100644
index 0000000..8852286
--- /dev/null
+++ b/node_modules/lodash/function/restParam.js
@@ -0,0 +1,58 @@
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/* Native method references for those with the same name as other `lodash` methods. */
+var nativeMax = Math.max;
+
+/**
+ * Creates a function that invokes `func` with the `this` binding of the
+ * created function and arguments from `start` and beyond provided as an array.
+ *
+ * **Note:** This method is based on the [rest parameter](https://developer.mozilla.org/Web/JavaScript/Reference/Functions/rest_parameters).
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to apply a rest parameter to.
+ * @param {number} [start=func.length-1] The start position of the rest parameter.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * var say = _.restParam(function(what, names) {
+ *   return what + ' ' + _.initial(names).join(', ') +
+ *     (_.size(names) > 1 ? ', & ' : '') + _.last(names);
+ * });
+ *
+ * say('hello', 'fred', 'barney', 'pebbles');
+ * // => 'hello fred, barney, & pebbles'
+ */
+function restParam(func, start) {
+  if (typeof func != 'function') {
+    throw new TypeError(FUNC_ERROR_TEXT);
+  }
+  start = nativeMax(start === undefined ? (func.length - 1) : (+start || 0), 0);
+  return function() {
+    var args = arguments,
+        index = -1,
+        length = nativeMax(args.length - start, 0),
+        rest = Array(length);
+
+    while (++index < length) {
+      rest[index] = args[start + index];
+    }
+    switch (start) {
+      case 0: return func.call(this, rest);
+      case 1: return func.call(this, args[0], rest);
+      case 2: return func.call(this, args[0], args[1], rest);
+    }
+    var otherArgs = Array(start + 1);
+    index = -1;
+    while (++index < start) {
+      otherArgs[index] = args[index];
+    }
+    otherArgs[start] = rest;
+    return func.apply(this, otherArgs);
+  };
+}
+
+module.exports = restParam;
diff --git a/node_modules/lodash/function/spread.js b/node_modules/lodash/function/spread.js
new file mode 100644
index 0000000..780f504
--- /dev/null
+++ b/node_modules/lodash/function/spread.js
@@ -0,0 +1,44 @@
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/**
+ * Creates a function that invokes `func` with the `this` binding of the created
+ * function and an array of arguments much like [`Function#apply`](https://es5.github.io/#x15.3.4.3).
+ *
+ * **Note:** This method is based on the [spread operator](https://developer.mozilla.org/Web/JavaScript/Reference/Operators/Spread_operator).
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to spread arguments over.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * var say = _.spread(function(who, what) {
+ *   return who + ' says ' + what;
+ * });
+ *
+ * say(['fred', 'hello']);
+ * // => 'fred says hello'
+ *
+ * // with a Promise
+ * var numbers = Promise.all([
+ *   Promise.resolve(40),
+ *   Promise.resolve(36)
+ * ]);
+ *
+ * numbers.then(_.spread(function(x, y) {
+ *   return x + y;
+ * }));
+ * // => a Promise of 76
+ */
+function spread(func) {
+  if (typeof func != 'function') {
+    throw new TypeError(FUNC_ERROR_TEXT);
+  }
+  return function(array) {
+    return func.apply(this, array);
+  };
+}
+
+module.exports = spread;
diff --git a/node_modules/lodash/function/throttle.js b/node_modules/lodash/function/throttle.js
new file mode 100644
index 0000000..1dd00ea
--- /dev/null
+++ b/node_modules/lodash/function/throttle.js
@@ -0,0 +1,62 @@
+var debounce = require('./debounce'),
+    isObject = require('../lang/isObject');
+
+/** Used as the `TypeError` message for "Functions" methods. */
+var FUNC_ERROR_TEXT = 'Expected a function';
+
+/**
+ * Creates a throttled function that only invokes `func` at most once per
+ * every `wait` milliseconds. The throttled function comes with a `cancel`
+ * method to cancel delayed invocations. Provide an options object to indicate
+ * that `func` should be invoked on the leading and/or trailing edge of the
+ * `wait` timeout. Subsequent calls to the throttled function return the
+ * result of the last `func` call.
+ *
+ * **Note:** If `leading` and `trailing` options are `true`, `func` is invoked
+ * on the trailing edge of the timeout only if the the throttled function is
+ * invoked more than once during the `wait` timeout.
+ *
+ * See [David Corbacho's article](http://drupalmotion.com/article/debounce-and-throttle-visual-explanation)
+ * for details over the differences between `_.throttle` and `_.debounce`.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {Function} func The function to throttle.
+ * @param {number} [wait=0] The number of milliseconds to throttle invocations to.
+ * @param {Object} [options] The options object.
+ * @param {boolean} [options.leading=true] Specify invoking on the leading
+ *  edge of the timeout.
+ * @param {boolean} [options.trailing=true] Specify invoking on the trailing
+ *  edge of the timeout.
+ * @returns {Function} Returns the new throttled function.
+ * @example
+ *
+ * // avoid excessively updating the position while scrolling
+ * jQuery(window).on('scroll', _.throttle(updatePosition, 100));
+ *
+ * // invoke `renewToken` when the click event is fired, but not more than once every 5 minutes
+ * jQuery('.interactive').on('click', _.throttle(renewToken, 300000, {
+ *   'trailing': false
+ * }));
+ *
+ * // cancel a trailing throttled call
+ * jQuery(window).on('popstate', throttled.cancel);
+ */
+function throttle(func, wait, options) {
+  var leading = true,
+      trailing = true;
+
+  if (typeof func != 'function') {
+    throw new TypeError(FUNC_ERROR_TEXT);
+  }
+  if (options === false) {
+    leading = false;
+  } else if (isObject(options)) {
+    leading = 'leading' in options ? !!options.leading : leading;
+    trailing = 'trailing' in options ? !!options.trailing : trailing;
+  }
+  return debounce(func, wait, { 'leading': leading, 'maxWait': +wait, 'trailing': trailing });
+}
+
+module.exports = throttle;
diff --git a/node_modules/lodash/function/wrap.js b/node_modules/lodash/function/wrap.js
new file mode 100644
index 0000000..6a33c5e
--- /dev/null
+++ b/node_modules/lodash/function/wrap.js
@@ -0,0 +1,33 @@
+var createWrapper = require('../internal/createWrapper'),
+    identity = require('../utility/identity');
+
+/** Used to compose bitmasks for wrapper metadata. */
+var PARTIAL_FLAG = 32;
+
+/**
+ * Creates a function that provides `value` to the wrapper function as its
+ * first argument. Any additional arguments provided to the function are
+ * appended to those provided to the wrapper function. The wrapper is invoked
+ * with the `this` binding of the created function.
+ *
+ * @static
+ * @memberOf _
+ * @category Function
+ * @param {*} value The value to wrap.
+ * @param {Function} wrapper The wrapper function.
+ * @returns {Function} Returns the new function.
+ * @example
+ *
+ * var p = _.wrap(_.escape, function(func, text) {
+ *   return '
                                                                                                                            ' + func(text) + '
                                                                                                                            ';
+ * });
+ *
+ * p('fred, barney, & pebbles');
+ * // => '
                                                                                                                            fred, barney, & pebbles
                                                                                                                            '
+ */
+function wrap(value, wrapper) {
+  wrapper = wrapper == null ? identity : wrapper;
+  return createWrapper(wrapper, PARTIAL_FLAG, undefined, [value], []);
+}
+
+module.exports = wrap;
diff --git a/node_modules/lodash/index.js b/node_modules/lodash/index.js
new file mode 100644
index 0000000..5f17319
--- /dev/null
+++ b/node_modules/lodash/index.js
@@ -0,0 +1,12351 @@
+/**
+ * @license
+ * lodash 3.10.1 (Custom Build) 
+ * Build: `lodash modern -d -o ./index.js`
+ * Copyright 2012-2015 The Dojo Foundation 
+ * Based on Underscore.js 1.8.3 
+ * Copyright 2009-2015 Jeremy Ashkenas, DocumentCloud and Investigative Reporters & Editors
+ * Available under MIT license 
+ */
+;(function() {
+
+  /** Used as a safe reference for `undefined` in pre-ES5 environments. */
+  var undefined;
+
+  /** Used as the semantic version number. */
+  var VERSION = '3.10.1';
+
+  /** Used to compose bitmasks for wrapper metadata. */
+  var BIND_FLAG = 1,
+      BIND_KEY_FLAG = 2,
+      CURRY_BOUND_FLAG = 4,
+      CURRY_FLAG = 8,
+      CURRY_RIGHT_FLAG = 16,
+      PARTIAL_FLAG = 32,
+      PARTIAL_RIGHT_FLAG = 64,
+      ARY_FLAG = 128,
+      REARG_FLAG = 256;
+
+  /** Used as default options for `_.trunc`. */
+  var DEFAULT_TRUNC_LENGTH = 30,
+      DEFAULT_TRUNC_OMISSION = '...';
+
+  /** Used to detect when a function becomes hot. */
+  var HOT_COUNT = 150,
+      HOT_SPAN = 16;
+
+  /** Used as the size to enable large array optimizations. */
+  var LARGE_ARRAY_SIZE = 200;
+
+  /** Used to indicate the type of lazy iteratees. */
+  var LAZY_FILTER_FLAG = 1,
+      LAZY_MAP_FLAG = 2;
+
+  /** Used as the `TypeError` message for "Functions" methods. */
+  var FUNC_ERROR_TEXT = 'Expected a function';
+
+  /** Used as the internal argument placeholder. */
+  var PLACEHOLDER = '__lodash_placeholder__';
+
+  /** `Object#toString` result references. */
+  var argsTag = '[object Arguments]',
+      arrayTag = '[object Array]',
+      boolTag = '[object Boolean]',
+      dateTag = '[object Date]',
+      errorTag = '[object Error]',
+      funcTag = '[object Function]',
+      mapTag = '[object Map]',
+      numberTag = '[object Number]',
+      objectTag = '[object Object]',
+      regexpTag = '[object RegExp]',
+      setTag = '[object Set]',
+      stringTag = '[object String]',
+      weakMapTag = '[object WeakMap]';
+
+  var arrayBufferTag = '[object ArrayBuffer]',
+      float32Tag = '[object Float32Array]',
+      float64Tag = '[object Float64Array]',
+      int8Tag = '[object Int8Array]',
+      int16Tag = '[object Int16Array]',
+      int32Tag = '[object Int32Array]',
+      uint8Tag = '[object Uint8Array]',
+      uint8ClampedTag = '[object Uint8ClampedArray]',
+      uint16Tag = '[object Uint16Array]',
+      uint32Tag = '[object Uint32Array]';
+
+  /** Used to match empty string literals in compiled template source. */
+  var reEmptyStringLeading = /\b__p \+= '';/g,
+      reEmptyStringMiddle = /\b(__p \+=) '' \+/g,
+      reEmptyStringTrailing = /(__e\(.*?\)|\b__t\)) \+\n'';/g;
+
+  /** Used to match HTML entities and HTML characters. */
+  var reEscapedHtml = /&(?:amp|lt|gt|quot|#39|#96);/g,
+      reUnescapedHtml = /[&<>"'`]/g,
+      reHasEscapedHtml = RegExp(reEscapedHtml.source),
+      reHasUnescapedHtml = RegExp(reUnescapedHtml.source);
+
+  /** Used to match template delimiters. */
+  var reEscape = /<%-([\s\S]+?)%>/g,
+      reEvaluate = /<%([\s\S]+?)%>/g,
+      reInterpolate = /<%=([\s\S]+?)%>/g;
+
+  /** Used to match property names within property paths. */
+  var reIsDeepProp = /\.|\[(?:[^[\]]*|(["'])(?:(?!\1)[^\n\\]|\\.)*?\1)\]/,
+      reIsPlainProp = /^\w*$/,
+      rePropName = /[^.[\]]+|\[(?:(-?\d+(?:\.\d+)?)|(["'])((?:(?!\2)[^\n\\]|\\.)*?)\2)\]/g;
+
+  /**
+   * Used to match `RegExp` [syntax characters](http://ecma-international.org/ecma-262/6.0/#sec-patterns)
+   * and those outlined by [`EscapeRegExpPattern`](http://ecma-international.org/ecma-262/6.0/#sec-escaperegexppattern).
+   */
+  var reRegExpChars = /^[:!,]|[\\^$.*+?()[\]{}|\/]|(^[0-9a-fA-Fnrtuvx])|([\n\r\u2028\u2029])/g,
+      reHasRegExpChars = RegExp(reRegExpChars.source);
+
+  /** Used to match [combining diacritical marks](https://en.wikipedia.org/wiki/Combining_Diacritical_Marks). */
+  var reComboMark = /[\u0300-\u036f\ufe20-\ufe23]/g;
+
+  /** Used to match backslashes in property paths. */
+  var reEscapeChar = /\\(\\)?/g;
+
+  /** Used to match [ES template delimiters](http://ecma-international.org/ecma-262/6.0/#sec-template-literal-lexical-components). */
+  var reEsTemplate = /\$\{([^\\}]*(?:\\.[^\\}]*)*)\}/g;
+
+  /** Used to match `RegExp` flags from their coerced string values. */
+  var reFlags = /\w*$/;
+
+  /** Used to detect hexadecimal string values. */
+  var reHasHexPrefix = /^0[xX]/;
+
+  /** Used to detect host constructors (Safari > 5). */
+  var reIsHostCtor = /^\[object .+?Constructor\]$/;
+
+  /** Used to detect unsigned integer values. */
+  var reIsUint = /^\d+$/;
+
+  /** Used to match latin-1 supplementary letters (excluding mathematical operators). */
+  var reLatin1 = /[\xc0-\xd6\xd8-\xde\xdf-\xf6\xf8-\xff]/g;
+
+  /** Used to ensure capturing order of template delimiters. */
+  var reNoMatch = /($^)/;
+
+  /** Used to match unescaped characters in compiled string literals. */
+  var reUnescapedString = /['\n\r\u2028\u2029\\]/g;
+
+  /** Used to match words to create compound words. */
+  var reWords = (function() {
+    var upper = '[A-Z\\xc0-\\xd6\\xd8-\\xde]',
+        lower = '[a-z\\xdf-\\xf6\\xf8-\\xff]+';
+
+    return RegExp(upper + '+(?=' + upper + lower + ')|' + upper + '?' + lower + '|' + upper + '+|[0-9]+', 'g');
+  }());
+
+  /** Used to assign default `context` object properties. */
+  var contextProps = [
+    'Array', 'ArrayBuffer', 'Date', 'Error', 'Float32Array', 'Float64Array',
+    'Function', 'Int8Array', 'Int16Array', 'Int32Array', 'Math', 'Number',
+    'Object', 'RegExp', 'Set', 'String', '_', 'clearTimeout', 'isFinite',
+    'parseFloat', 'parseInt', 'setTimeout', 'TypeError', 'Uint8Array',
+    'Uint8ClampedArray', 'Uint16Array', 'Uint32Array', 'WeakMap'
+  ];
+
+  /** Used to make template sourceURLs easier to identify. */
+  var templateCounter = -1;
+
+  /** Used to identify `toStringTag` values of typed arrays. */
+  var typedArrayTags = {};
+  typedArrayTags[float32Tag] = typedArrayTags[float64Tag] =
+  typedArrayTags[int8Tag] = typedArrayTags[int16Tag] =
+  typedArrayTags[int32Tag] = typedArrayTags[uint8Tag] =
+  typedArrayTags[uint8ClampedTag] = typedArrayTags[uint16Tag] =
+  typedArrayTags[uint32Tag] = true;
+  typedArrayTags[argsTag] = typedArrayTags[arrayTag] =
+  typedArrayTags[arrayBufferTag] = typedArrayTags[boolTag] =
+  typedArrayTags[dateTag] = typedArrayTags[errorTag] =
+  typedArrayTags[funcTag] = typedArrayTags[mapTag] =
+  typedArrayTags[numberTag] = typedArrayTags[objectTag] =
+  typedArrayTags[regexpTag] = typedArrayTags[setTag] =
+  typedArrayTags[stringTag] = typedArrayTags[weakMapTag] = false;
+
+  /** Used to identify `toStringTag` values supported by `_.clone`. */
+  var cloneableTags = {};
+  cloneableTags[argsTag] = cloneableTags[arrayTag] =
+  cloneableTags[arrayBufferTag] = cloneableTags[boolTag] =
+  cloneableTags[dateTag] = cloneableTags[float32Tag] =
+  cloneableTags[float64Tag] = cloneableTags[int8Tag] =
+  cloneableTags[int16Tag] = cloneableTags[int32Tag] =
+  cloneableTags[numberTag] = cloneableTags[objectTag] =
+  cloneableTags[regexpTag] = cloneableTags[stringTag] =
+  cloneableTags[uint8Tag] = cloneableTags[uint8ClampedTag] =
+  cloneableTags[uint16Tag] = cloneableTags[uint32Tag] = true;
+  cloneableTags[errorTag] = cloneableTags[funcTag] =
+  cloneableTags[mapTag] = cloneableTags[setTag] =
+  cloneableTags[weakMapTag] = false;
+
+  /** Used to map latin-1 supplementary letters to basic latin letters. */
+  var deburredLetters = {
+    '\xc0': 'A',  '\xc1': 'A', '\xc2': 'A', '\xc3': 'A', '\xc4': 'A', '\xc5': 'A',
+    '\xe0': 'a',  '\xe1': 'a', '\xe2': 'a', '\xe3': 'a', '\xe4': 'a', '\xe5': 'a',
+    '\xc7': 'C',  '\xe7': 'c',
+    '\xd0': 'D',  '\xf0': 'd',
+    '\xc8': 'E',  '\xc9': 'E', '\xca': 'E', '\xcb': 'E',
+    '\xe8': 'e',  '\xe9': 'e', '\xea': 'e', '\xeb': 'e',
+    '\xcC': 'I',  '\xcd': 'I', '\xce': 'I', '\xcf': 'I',
+    '\xeC': 'i',  '\xed': 'i', '\xee': 'i', '\xef': 'i',
+    '\xd1': 'N',  '\xf1': 'n',
+    '\xd2': 'O',  '\xd3': 'O', '\xd4': 'O', '\xd5': 'O', '\xd6': 'O', '\xd8': 'O',
+    '\xf2': 'o',  '\xf3': 'o', '\xf4': 'o', '\xf5': 'o', '\xf6': 'o', '\xf8': 'o',
+    '\xd9': 'U',  '\xda': 'U', '\xdb': 'U', '\xdc': 'U',
+    '\xf9': 'u',  '\xfa': 'u', '\xfb': 'u', '\xfc': 'u',
+    '\xdd': 'Y',  '\xfd': 'y', '\xff': 'y',
+    '\xc6': 'Ae', '\xe6': 'ae',
+    '\xde': 'Th', '\xfe': 'th',
+    '\xdf': 'ss'
+  };
+
+  /** Used to map characters to HTML entities. */
+  var htmlEscapes = {
+    '&': '&',
+    '<': '<',
+    '>': '>',
+    '"': '"',
+    "'": ''',
+    '`': '`'
+  };
+
+  /** Used to map HTML entities to characters. */
+  var htmlUnescapes = {
+    '&': '&',
+    '<': '<',
+    '>': '>',
+    '"': '"',
+    ''': "'",
+    '`': '`'
+  };
+
+  /** Used to determine if values are of the language type `Object`. */
+  var objectTypes = {
+    'function': true,
+    'object': true
+  };
+
+  /** Used to escape characters for inclusion in compiled regexes. */
+  var regexpEscapes = {
+    '0': 'x30', '1': 'x31', '2': 'x32', '3': 'x33', '4': 'x34',
+    '5': 'x35', '6': 'x36', '7': 'x37', '8': 'x38', '9': 'x39',
+    'A': 'x41', 'B': 'x42', 'C': 'x43', 'D': 'x44', 'E': 'x45', 'F': 'x46',
+    'a': 'x61', 'b': 'x62', 'c': 'x63', 'd': 'x64', 'e': 'x65', 'f': 'x66',
+    'n': 'x6e', 'r': 'x72', 't': 'x74', 'u': 'x75', 'v': 'x76', 'x': 'x78'
+  };
+
+  /** Used to escape characters for inclusion in compiled string literals. */
+  var stringEscapes = {
+    '\\': '\\',
+    "'": "'",
+    '\n': 'n',
+    '\r': 'r',
+    '\u2028': 'u2028',
+    '\u2029': 'u2029'
+  };
+
+  /** Detect free variable `exports`. */
+  var freeExports = objectTypes[typeof exports] && exports && !exports.nodeType && exports;
+
+  /** Detect free variable `module`. */
+  var freeModule = objectTypes[typeof module] && module && !module.nodeType && module;
+
+  /** Detect free variable `global` from Node.js. */
+  var freeGlobal = freeExports && freeModule && typeof global == 'object' && global && global.Object && global;
+
+  /** Detect free variable `self`. */
+  var freeSelf = objectTypes[typeof self] && self && self.Object && self;
+
+  /** Detect free variable `window`. */
+  var freeWindow = objectTypes[typeof window] && window && window.Object && window;
+
+  /** Detect the popular CommonJS extension `module.exports`. */
+  var moduleExports = freeModule && freeModule.exports === freeExports && freeExports;
+
+  /**
+   * Used as a reference to the global object.
+   *
+   * The `this` value is used if it's the global object to avoid Greasemonkey's
+   * restricted `window` object, otherwise the `window` object is used.
+   */
+  var root = freeGlobal || ((freeWindow !== (this && this.window)) && freeWindow) || freeSelf || this;
+
+  /*--------------------------------------------------------------------------*/
+
+  /**
+   * The base implementation of `compareAscending` which compares values and
+   * sorts them in ascending order without guaranteeing a stable sort.
+   *
+   * @private
+   * @param {*} value The value to compare.
+   * @param {*} other The other value to compare.
+   * @returns {number} Returns the sort order indicator for `value`.
+   */
+  function baseCompareAscending(value, other) {
+    if (value !== other) {
+      var valIsNull = value === null,
+          valIsUndef = value === undefined,
+          valIsReflexive = value === value;
+
+      var othIsNull = other === null,
+          othIsUndef = other === undefined,
+          othIsReflexive = other === other;
+
+      if ((value > other && !othIsNull) || !valIsReflexive ||
+          (valIsNull && !othIsUndef && othIsReflexive) ||
+          (valIsUndef && othIsReflexive)) {
+        return 1;
+      }
+      if ((value < other && !valIsNull) || !othIsReflexive ||
+          (othIsNull && !valIsUndef && valIsReflexive) ||
+          (othIsUndef && valIsReflexive)) {
+        return -1;
+      }
+    }
+    return 0;
+  }
+
+  /**
+   * The base implementation of `_.findIndex` and `_.findLastIndex` without
+   * support for callback shorthands and `this` binding.
+   *
+   * @private
+   * @param {Array} array The array to search.
+   * @param {Function} predicate The function invoked per iteration.
+   * @param {boolean} [fromRight] Specify iterating from right to left.
+   * @returns {number} Returns the index of the matched value, else `-1`.
+   */
+  function baseFindIndex(array, predicate, fromRight) {
+    var length = array.length,
+        index = fromRight ? length : -1;
+
+    while ((fromRight ? index-- : ++index < length)) {
+      if (predicate(array[index], index, array)) {
+        return index;
+      }
+    }
+    return -1;
+  }
+
+  /**
+   * The base implementation of `_.indexOf` without support for binary searches.
+   *
+   * @private
+   * @param {Array} array The array to search.
+   * @param {*} value The value to search for.
+   * @param {number} fromIndex The index to search from.
+   * @returns {number} Returns the index of the matched value, else `-1`.
+   */
+  function baseIndexOf(array, value, fromIndex) {
+    if (value !== value) {
+      return indexOfNaN(array, fromIndex);
+    }
+    var index = fromIndex - 1,
+        length = array.length;
+
+    while (++index < length) {
+      if (array[index] === value) {
+        return index;
+      }
+    }
+    return -1;
+  }
+
+  /**
+   * The base implementation of `_.isFunction` without support for environments
+   * with incorrect `typeof` results.
+   *
+   * @private
+   * @param {*} value The value to check.
+   * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+   */
+  function baseIsFunction(value) {
+    // Avoid a Chakra JIT bug in compatibility modes of IE 11.
+    // See https://github.com/jashkenas/underscore/issues/1621 for more details.
+    return typeof value == 'function' || false;
+  }
+
+  /**
+   * Converts `value` to a string if it's not one. An empty string is returned
+   * for `null` or `undefined` values.
+   *
+   * @private
+   * @param {*} value The value to process.
+   * @returns {string} Returns the string.
+   */
+  function baseToString(value) {
+    return value == null ? '' : (value + '');
+  }
+
+  /**
+   * Used by `_.trim` and `_.trimLeft` to get the index of the first character
+   * of `string` that is not found in `chars`.
+   *
+   * @private
+   * @param {string} string The string to inspect.
+   * @param {string} chars The characters to find.
+   * @returns {number} Returns the index of the first character not found in `chars`.
+   */
+  function charsLeftIndex(string, chars) {
+    var index = -1,
+        length = string.length;
+
+    while (++index < length && chars.indexOf(string.charAt(index)) > -1) {}
+    return index;
+  }
+
+  /**
+   * Used by `_.trim` and `_.trimRight` to get the index of the last character
+   * of `string` that is not found in `chars`.
+   *
+   * @private
+   * @param {string} string The string to inspect.
+   * @param {string} chars The characters to find.
+   * @returns {number} Returns the index of the last character not found in `chars`.
+   */
+  function charsRightIndex(string, chars) {
+    var index = string.length;
+
+    while (index-- && chars.indexOf(string.charAt(index)) > -1) {}
+    return index;
+  }
+
+  /**
+   * Used by `_.sortBy` to compare transformed elements of a collection and stable
+   * sort them in ascending order.
+   *
+   * @private
+   * @param {Object} object The object to compare.
+   * @param {Object} other The other object to compare.
+   * @returns {number} Returns the sort order indicator for `object`.
+   */
+  function compareAscending(object, other) {
+    return baseCompareAscending(object.criteria, other.criteria) || (object.index - other.index);
+  }
+
+  /**
+   * Used by `_.sortByOrder` to compare multiple properties of a value to another
+   * and stable sort them.
+   *
+   * If `orders` is unspecified, all valuess are sorted in ascending order. Otherwise,
+   * a value is sorted in ascending order if its corresponding order is "asc", and
+   * descending if "desc".
+   *
+   * @private
+   * @param {Object} object The object to compare.
+   * @param {Object} other The other object to compare.
+   * @param {boolean[]} orders The order to sort by for each property.
+   * @returns {number} Returns the sort order indicator for `object`.
+   */
+  function compareMultiple(object, other, orders) {
+    var index = -1,
+        objCriteria = object.criteria,
+        othCriteria = other.criteria,
+        length = objCriteria.length,
+        ordersLength = orders.length;
+
+    while (++index < length) {
+      var result = baseCompareAscending(objCriteria[index], othCriteria[index]);
+      if (result) {
+        if (index >= ordersLength) {
+          return result;
+        }
+        var order = orders[index];
+        return result * ((order === 'asc' || order === true) ? 1 : -1);
+      }
+    }
+    // Fixes an `Array#sort` bug in the JS engine embedded in Adobe applications
+    // that causes it, under certain circumstances, to provide the same value for
+    // `object` and `other`. See https://github.com/jashkenas/underscore/pull/1247
+    // for more details.
+    //
+    // This also ensures a stable sort in V8 and other engines.
+    // See https://code.google.com/p/v8/issues/detail?id=90 for more details.
+    return object.index - other.index;
+  }
+
+  /**
+   * Used by `_.deburr` to convert latin-1 supplementary letters to basic latin letters.
+   *
+   * @private
+   * @param {string} letter The matched letter to deburr.
+   * @returns {string} Returns the deburred letter.
+   */
+  function deburrLetter(letter) {
+    return deburredLetters[letter];
+  }
+
+  /**
+   * Used by `_.escape` to convert characters to HTML entities.
+   *
+   * @private
+   * @param {string} chr The matched character to escape.
+   * @returns {string} Returns the escaped character.
+   */
+  function escapeHtmlChar(chr) {
+    return htmlEscapes[chr];
+  }
+
+  /**
+   * Used by `_.escapeRegExp` to escape characters for inclusion in compiled regexes.
+   *
+   * @private
+   * @param {string} chr The matched character to escape.
+   * @param {string} leadingChar The capture group for a leading character.
+   * @param {string} whitespaceChar The capture group for a whitespace character.
+   * @returns {string} Returns the escaped character.
+   */
+  function escapeRegExpChar(chr, leadingChar, whitespaceChar) {
+    if (leadingChar) {
+      chr = regexpEscapes[chr];
+    } else if (whitespaceChar) {
+      chr = stringEscapes[chr];
+    }
+    return '\\' + chr;
+  }
+
+  /**
+   * Used by `_.template` to escape characters for inclusion in compiled string literals.
+   *
+   * @private
+   * @param {string} chr The matched character to escape.
+   * @returns {string} Returns the escaped character.
+   */
+  function escapeStringChar(chr) {
+    return '\\' + stringEscapes[chr];
+  }
+
+  /**
+   * Gets the index at which the first occurrence of `NaN` is found in `array`.
+   *
+   * @private
+   * @param {Array} array The array to search.
+   * @param {number} fromIndex The index to search from.
+   * @param {boolean} [fromRight] Specify iterating from right to left.
+   * @returns {number} Returns the index of the matched `NaN`, else `-1`.
+   */
+  function indexOfNaN(array, fromIndex, fromRight) {
+    var length = array.length,
+        index = fromIndex + (fromRight ? 0 : -1);
+
+    while ((fromRight ? index-- : ++index < length)) {
+      var other = array[index];
+      if (other !== other) {
+        return index;
+      }
+    }
+    return -1;
+  }
+
+  /**
+   * Checks if `value` is object-like.
+   *
+   * @private
+   * @param {*} value The value to check.
+   * @returns {boolean} Returns `true` if `value` is object-like, else `false`.
+   */
+  function isObjectLike(value) {
+    return !!value && typeof value == 'object';
+  }
+
+  /**
+   * Used by `trimmedLeftIndex` and `trimmedRightIndex` to determine if a
+   * character code is whitespace.
+   *
+   * @private
+   * @param {number} charCode The character code to inspect.
+   * @returns {boolean} Returns `true` if `charCode` is whitespace, else `false`.
+   */
+  function isSpace(charCode) {
+    return ((charCode <= 160 && (charCode >= 9 && charCode <= 13) || charCode == 32 || charCode == 160) || charCode == 5760 || charCode == 6158 ||
+      (charCode >= 8192 && (charCode <= 8202 || charCode == 8232 || charCode == 8233 || charCode == 8239 || charCode == 8287 || charCode == 12288 || charCode == 65279)));
+  }
+
+  /**
+   * Replaces all `placeholder` elements in `array` with an internal placeholder
+   * and returns an array of their indexes.
+   *
+   * @private
+   * @param {Array} array The array to modify.
+   * @param {*} placeholder The placeholder to replace.
+   * @returns {Array} Returns the new array of placeholder indexes.
+   */
+  function replaceHolders(array, placeholder) {
+    var index = -1,
+        length = array.length,
+        resIndex = -1,
+        result = [];
+
+    while (++index < length) {
+      if (array[index] === placeholder) {
+        array[index] = PLACEHOLDER;
+        result[++resIndex] = index;
+      }
+    }
+    return result;
+  }
+
+  /**
+   * An implementation of `_.uniq` optimized for sorted arrays without support
+   * for callback shorthands and `this` binding.
+   *
+   * @private
+   * @param {Array} array The array to inspect.
+   * @param {Function} [iteratee] The function invoked per iteration.
+   * @returns {Array} Returns the new duplicate-value-free array.
+   */
+  function sortedUniq(array, iteratee) {
+    var seen,
+        index = -1,
+        length = array.length,
+        resIndex = -1,
+        result = [];
+
+    while (++index < length) {
+      var value = array[index],
+          computed = iteratee ? iteratee(value, index, array) : value;
+
+      if (!index || seen !== computed) {
+        seen = computed;
+        result[++resIndex] = value;
+      }
+    }
+    return result;
+  }
+
+  /**
+   * Used by `_.trim` and `_.trimLeft` to get the index of the first non-whitespace
+   * character of `string`.
+   *
+   * @private
+   * @param {string} string The string to inspect.
+   * @returns {number} Returns the index of the first non-whitespace character.
+   */
+  function trimmedLeftIndex(string) {
+    var index = -1,
+        length = string.length;
+
+    while (++index < length && isSpace(string.charCodeAt(index))) {}
+    return index;
+  }
+
+  /**
+   * Used by `_.trim` and `_.trimRight` to get the index of the last non-whitespace
+   * character of `string`.
+   *
+   * @private
+   * @param {string} string The string to inspect.
+   * @returns {number} Returns the index of the last non-whitespace character.
+   */
+  function trimmedRightIndex(string) {
+    var index = string.length;
+
+    while (index-- && isSpace(string.charCodeAt(index))) {}
+    return index;
+  }
+
+  /**
+   * Used by `_.unescape` to convert HTML entities to characters.
+   *
+   * @private
+   * @param {string} chr The matched character to unescape.
+   * @returns {string} Returns the unescaped character.
+   */
+  function unescapeHtmlChar(chr) {
+    return htmlUnescapes[chr];
+  }
+
+  /*--------------------------------------------------------------------------*/
+
+  /**
+   * Create a new pristine `lodash` function using the given `context` object.
+   *
+   * @static
+   * @memberOf _
+   * @category Utility
+   * @param {Object} [context=root] The context object.
+   * @returns {Function} Returns a new `lodash` function.
+   * @example
+   *
+   * _.mixin({ 'foo': _.constant('foo') });
+   *
+   * var lodash = _.runInContext();
+   * lodash.mixin({ 'bar': lodash.constant('bar') });
+   *
+   * _.isFunction(_.foo);
+   * // => true
+   * _.isFunction(_.bar);
+   * // => false
+   *
+   * lodash.isFunction(lodash.foo);
+   * // => false
+   * lodash.isFunction(lodash.bar);
+   * // => true
+   *
+   * // using `context` to mock `Date#getTime` use in `_.now`
+   * var mock = _.runInContext({
+   *   'Date': function() {
+   *     return { 'getTime': getTimeMock };
+   *   }
+   * });
+   *
+   * // or creating a suped-up `defer` in Node.js
+   * var defer = _.runInContext({ 'setTimeout': setImmediate }).defer;
+   */
+  function runInContext(context) {
+    // Avoid issues with some ES3 environments that attempt to use values, named
+    // after built-in constructors like `Object`, for the creation of literals.
+    // ES5 clears this up by stating that literals must use built-in constructors.
+    // See https://es5.github.io/#x11.1.5 for more details.
+    context = context ? _.defaults(root.Object(), context, _.pick(root, contextProps)) : root;
+
+    /** Native constructor references. */
+    var Array = context.Array,
+        Date = context.Date,
+        Error = context.Error,
+        Function = context.Function,
+        Math = context.Math,
+        Number = context.Number,
+        Object = context.Object,
+        RegExp = context.RegExp,
+        String = context.String,
+        TypeError = context.TypeError;
+
+    /** Used for native method references. */
+    var arrayProto = Array.prototype,
+        objectProto = Object.prototype,
+        stringProto = String.prototype;
+
+    /** Used to resolve the decompiled source of functions. */
+    var fnToString = Function.prototype.toString;
+
+    /** Used to check objects for own properties. */
+    var hasOwnProperty = objectProto.hasOwnProperty;
+
+    /** Used to generate unique IDs. */
+    var idCounter = 0;
+
+    /**
+     * Used to resolve the [`toStringTag`](http://ecma-international.org/ecma-262/6.0/#sec-object.prototype.tostring)
+     * of values.
+     */
+    var objToString = objectProto.toString;
+
+    /** Used to restore the original `_` reference in `_.noConflict`. */
+    var oldDash = root._;
+
+    /** Used to detect if a method is native. */
+    var reIsNative = RegExp('^' +
+      fnToString.call(hasOwnProperty).replace(/[\\^$.*+?()[\]{}|]/g, '\\$&')
+      .replace(/hasOwnProperty|(function).*?(?=\\\()| for .+?(?=\\\])/g, '$1.*?') + '$'
+    );
+
+    /** Native method references. */
+    var ArrayBuffer = context.ArrayBuffer,
+        clearTimeout = context.clearTimeout,
+        parseFloat = context.parseFloat,
+        pow = Math.pow,
+        propertyIsEnumerable = objectProto.propertyIsEnumerable,
+        Set = getNative(context, 'Set'),
+        setTimeout = context.setTimeout,
+        splice = arrayProto.splice,
+        Uint8Array = context.Uint8Array,
+        WeakMap = getNative(context, 'WeakMap');
+
+    /* Native method references for those with the same name as other `lodash` methods. */
+    var nativeCeil = Math.ceil,
+        nativeCreate = getNative(Object, 'create'),
+        nativeFloor = Math.floor,
+        nativeIsArray = getNative(Array, 'isArray'),
+        nativeIsFinite = context.isFinite,
+        nativeKeys = getNative(Object, 'keys'),
+        nativeMax = Math.max,
+        nativeMin = Math.min,
+        nativeNow = getNative(Date, 'now'),
+        nativeParseInt = context.parseInt,
+        nativeRandom = Math.random;
+
+    /** Used as references for `-Infinity` and `Infinity`. */
+    var NEGATIVE_INFINITY = Number.NEGATIVE_INFINITY,
+        POSITIVE_INFINITY = Number.POSITIVE_INFINITY;
+
+    /** Used as references for the maximum length and index of an array. */
+    var MAX_ARRAY_LENGTH = 4294967295,
+        MAX_ARRAY_INDEX = MAX_ARRAY_LENGTH - 1,
+        HALF_MAX_ARRAY_LENGTH = MAX_ARRAY_LENGTH >>> 1;
+
+    /**
+     * Used as the [maximum length](http://ecma-international.org/ecma-262/6.0/#sec-number.max_safe_integer)
+     * of an array-like value.
+     */
+    var MAX_SAFE_INTEGER = 9007199254740991;
+
+    /** Used to store function metadata. */
+    var metaMap = WeakMap && new WeakMap;
+
+    /** Used to lookup unminified function names. */
+    var realNames = {};
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Creates a `lodash` object which wraps `value` to enable implicit chaining.
+     * Methods that operate on and return arrays, collections, and functions can
+     * be chained together. Methods that retrieve a single value or may return a
+     * primitive value will automatically end the chain returning the unwrapped
+     * value. Explicit chaining may be enabled using `_.chain`. The execution of
+     * chained methods is lazy, that is, execution is deferred until `_#value`
+     * is implicitly or explicitly called.
+     *
+     * Lazy evaluation allows several methods to support shortcut fusion. Shortcut
+     * fusion is an optimization strategy which merge iteratee calls; this can help
+     * to avoid the creation of intermediate data structures and greatly reduce the
+     * number of iteratee executions.
+     *
+     * Chaining is supported in custom builds as long as the `_#value` method is
+     * directly or indirectly included in the build.
+     *
+     * In addition to lodash methods, wrappers have `Array` and `String` methods.
+     *
+     * The wrapper `Array` methods are:
+     * `concat`, `join`, `pop`, `push`, `reverse`, `shift`, `slice`, `sort`,
+     * `splice`, and `unshift`
+     *
+     * The wrapper `String` methods are:
+     * `replace` and `split`
+     *
+     * The wrapper methods that support shortcut fusion are:
+     * `compact`, `drop`, `dropRight`, `dropRightWhile`, `dropWhile`, `filter`,
+     * `first`, `initial`, `last`, `map`, `pluck`, `reject`, `rest`, `reverse`,
+     * `slice`, `take`, `takeRight`, `takeRightWhile`, `takeWhile`, `toArray`,
+     * and `where`
+     *
+     * The chainable wrapper methods are:
+     * `after`, `ary`, `assign`, `at`, `before`, `bind`, `bindAll`, `bindKey`,
+     * `callback`, `chain`, `chunk`, `commit`, `compact`, `concat`, `constant`,
+     * `countBy`, `create`, `curry`, `debounce`, `defaults`, `defaultsDeep`,
+     * `defer`, `delay`, `difference`, `drop`, `dropRight`, `dropRightWhile`,
+     * `dropWhile`, `fill`, `filter`, `flatten`, `flattenDeep`, `flow`, `flowRight`,
+     * `forEach`, `forEachRight`, `forIn`, `forInRight`, `forOwn`, `forOwnRight`,
+     * `functions`, `groupBy`, `indexBy`, `initial`, `intersection`, `invert`,
+     * `invoke`, `keys`, `keysIn`, `map`, `mapKeys`, `mapValues`, `matches`,
+     * `matchesProperty`, `memoize`, `merge`, `method`, `methodOf`, `mixin`,
+     * `modArgs`, `negate`, `omit`, `once`, `pairs`, `partial`, `partialRight`,
+     * `partition`, `pick`, `plant`, `pluck`, `property`, `propertyOf`, `pull`,
+     * `pullAt`, `push`, `range`, `rearg`, `reject`, `remove`, `rest`, `restParam`,
+     * `reverse`, `set`, `shuffle`, `slice`, `sort`, `sortBy`, `sortByAll`,
+     * `sortByOrder`, `splice`, `spread`, `take`, `takeRight`, `takeRightWhile`,
+     * `takeWhile`, `tap`, `throttle`, `thru`, `times`, `toArray`, `toPlainObject`,
+     * `transform`, `union`, `uniq`, `unshift`, `unzip`, `unzipWith`, `values`,
+     * `valuesIn`, `where`, `without`, `wrap`, `xor`, `zip`, `zipObject`, `zipWith`
+     *
+     * The wrapper methods that are **not** chainable by default are:
+     * `add`, `attempt`, `camelCase`, `capitalize`, `ceil`, `clone`, `cloneDeep`,
+     * `deburr`, `endsWith`, `escape`, `escapeRegExp`, `every`, `find`, `findIndex`,
+     * `findKey`, `findLast`, `findLastIndex`, `findLastKey`, `findWhere`, `first`,
+     * `floor`, `get`, `gt`, `gte`, `has`, `identity`, `includes`, `indexOf`,
+     * `inRange`, `isArguments`, `isArray`, `isBoolean`, `isDate`, `isElement`,
+     * `isEmpty`, `isEqual`, `isError`, `isFinite` `isFunction`, `isMatch`,
+     * `isNative`, `isNaN`, `isNull`, `isNumber`, `isObject`, `isPlainObject`,
+     * `isRegExp`, `isString`, `isUndefined`, `isTypedArray`, `join`, `kebabCase`,
+     * `last`, `lastIndexOf`, `lt`, `lte`, `max`, `min`, `noConflict`, `noop`,
+     * `now`, `pad`, `padLeft`, `padRight`, `parseInt`, `pop`, `random`, `reduce`,
+     * `reduceRight`, `repeat`, `result`, `round`, `runInContext`, `shift`, `size`,
+     * `snakeCase`, `some`, `sortedIndex`, `sortedLastIndex`, `startCase`,
+     * `startsWith`, `sum`, `template`, `trim`, `trimLeft`, `trimRight`, `trunc`,
+     * `unescape`, `uniqueId`, `value`, and `words`
+     *
+     * The wrapper method `sample` will return a wrapped value when `n` is provided,
+     * otherwise an unwrapped value is returned.
+     *
+     * @name _
+     * @constructor
+     * @category Chain
+     * @param {*} value The value to wrap in a `lodash` instance.
+     * @returns {Object} Returns the new `lodash` wrapper instance.
+     * @example
+     *
+     * var wrapped = _([1, 2, 3]);
+     *
+     * // returns an unwrapped value
+     * wrapped.reduce(function(total, n) {
+     *   return total + n;
+     * });
+     * // => 6
+     *
+     * // returns a wrapped value
+     * var squares = wrapped.map(function(n) {
+     *   return n * n;
+     * });
+     *
+     * _.isArray(squares);
+     * // => false
+     *
+     * _.isArray(squares.value());
+     * // => true
+     */
+    function lodash(value) {
+      if (isObjectLike(value) && !isArray(value) && !(value instanceof LazyWrapper)) {
+        if (value instanceof LodashWrapper) {
+          return value;
+        }
+        if (hasOwnProperty.call(value, '__chain__') && hasOwnProperty.call(value, '__wrapped__')) {
+          return wrapperClone(value);
+        }
+      }
+      return new LodashWrapper(value);
+    }
+
+    /**
+     * The function whose prototype all chaining wrappers inherit from.
+     *
+     * @private
+     */
+    function baseLodash() {
+      // No operation performed.
+    }
+
+    /**
+     * The base constructor for creating `lodash` wrapper objects.
+     *
+     * @private
+     * @param {*} value The value to wrap.
+     * @param {boolean} [chainAll] Enable chaining for all wrapper methods.
+     * @param {Array} [actions=[]] Actions to peform to resolve the unwrapped value.
+     */
+    function LodashWrapper(value, chainAll, actions) {
+      this.__wrapped__ = value;
+      this.__actions__ = actions || [];
+      this.__chain__ = !!chainAll;
+    }
+
+    /**
+     * An object environment feature flags.
+     *
+     * @static
+     * @memberOf _
+     * @type Object
+     */
+    var support = lodash.support = {};
+
+    /**
+     * By default, the template delimiters used by lodash are like those in
+     * embedded Ruby (ERB). Change the following template settings to use
+     * alternative delimiters.
+     *
+     * @static
+     * @memberOf _
+     * @type Object
+     */
+    lodash.templateSettings = {
+
+      /**
+       * Used to detect `data` property values to be HTML-escaped.
+       *
+       * @memberOf _.templateSettings
+       * @type RegExp
+       */
+      'escape': reEscape,
+
+      /**
+       * Used to detect code to be evaluated.
+       *
+       * @memberOf _.templateSettings
+       * @type RegExp
+       */
+      'evaluate': reEvaluate,
+
+      /**
+       * Used to detect `data` property values to inject.
+       *
+       * @memberOf _.templateSettings
+       * @type RegExp
+       */
+      'interpolate': reInterpolate,
+
+      /**
+       * Used to reference the data object in the template text.
+       *
+       * @memberOf _.templateSettings
+       * @type string
+       */
+      'variable': '',
+
+      /**
+       * Used to import variables into the compiled template.
+       *
+       * @memberOf _.templateSettings
+       * @type Object
+       */
+      'imports': {
+
+        /**
+         * A reference to the `lodash` function.
+         *
+         * @memberOf _.templateSettings.imports
+         * @type Function
+         */
+        '_': lodash
+      }
+    };
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Creates a lazy wrapper object which wraps `value` to enable lazy evaluation.
+     *
+     * @private
+     * @param {*} value The value to wrap.
+     */
+    function LazyWrapper(value) {
+      this.__wrapped__ = value;
+      this.__actions__ = [];
+      this.__dir__ = 1;
+      this.__filtered__ = false;
+      this.__iteratees__ = [];
+      this.__takeCount__ = POSITIVE_INFINITY;
+      this.__views__ = [];
+    }
+
+    /**
+     * Creates a clone of the lazy wrapper object.
+     *
+     * @private
+     * @name clone
+     * @memberOf LazyWrapper
+     * @returns {Object} Returns the cloned `LazyWrapper` object.
+     */
+    function lazyClone() {
+      var result = new LazyWrapper(this.__wrapped__);
+      result.__actions__ = arrayCopy(this.__actions__);
+      result.__dir__ = this.__dir__;
+      result.__filtered__ = this.__filtered__;
+      result.__iteratees__ = arrayCopy(this.__iteratees__);
+      result.__takeCount__ = this.__takeCount__;
+      result.__views__ = arrayCopy(this.__views__);
+      return result;
+    }
+
+    /**
+     * Reverses the direction of lazy iteration.
+     *
+     * @private
+     * @name reverse
+     * @memberOf LazyWrapper
+     * @returns {Object} Returns the new reversed `LazyWrapper` object.
+     */
+    function lazyReverse() {
+      if (this.__filtered__) {
+        var result = new LazyWrapper(this);
+        result.__dir__ = -1;
+        result.__filtered__ = true;
+      } else {
+        result = this.clone();
+        result.__dir__ *= -1;
+      }
+      return result;
+    }
+
+    /**
+     * Extracts the unwrapped value from its lazy wrapper.
+     *
+     * @private
+     * @name value
+     * @memberOf LazyWrapper
+     * @returns {*} Returns the unwrapped value.
+     */
+    function lazyValue() {
+      var array = this.__wrapped__.value(),
+          dir = this.__dir__,
+          isArr = isArray(array),
+          isRight = dir < 0,
+          arrLength = isArr ? array.length : 0,
+          view = getView(0, arrLength, this.__views__),
+          start = view.start,
+          end = view.end,
+          length = end - start,
+          index = isRight ? end : (start - 1),
+          iteratees = this.__iteratees__,
+          iterLength = iteratees.length,
+          resIndex = 0,
+          takeCount = nativeMin(length, this.__takeCount__);
+
+      if (!isArr || arrLength < LARGE_ARRAY_SIZE || (arrLength == length && takeCount == length)) {
+        return baseWrapperValue((isRight && isArr) ? array.reverse() : array, this.__actions__);
+      }
+      var result = [];
+
+      outer:
+      while (length-- && resIndex < takeCount) {
+        index += dir;
+
+        var iterIndex = -1,
+            value = array[index];
+
+        while (++iterIndex < iterLength) {
+          var data = iteratees[iterIndex],
+              iteratee = data.iteratee,
+              type = data.type,
+              computed = iteratee(value);
+
+          if (type == LAZY_MAP_FLAG) {
+            value = computed;
+          } else if (!computed) {
+            if (type == LAZY_FILTER_FLAG) {
+              continue outer;
+            } else {
+              break outer;
+            }
+          }
+        }
+        result[resIndex++] = value;
+      }
+      return result;
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Creates a cache object to store key/value pairs.
+     *
+     * @private
+     * @static
+     * @name Cache
+     * @memberOf _.memoize
+     */
+    function MapCache() {
+      this.__data__ = {};
+    }
+
+    /**
+     * Removes `key` and its value from the cache.
+     *
+     * @private
+     * @name delete
+     * @memberOf _.memoize.Cache
+     * @param {string} key The key of the value to remove.
+     * @returns {boolean} Returns `true` if the entry was removed successfully, else `false`.
+     */
+    function mapDelete(key) {
+      return this.has(key) && delete this.__data__[key];
+    }
+
+    /**
+     * Gets the cached value for `key`.
+     *
+     * @private
+     * @name get
+     * @memberOf _.memoize.Cache
+     * @param {string} key The key of the value to get.
+     * @returns {*} Returns the cached value.
+     */
+    function mapGet(key) {
+      return key == '__proto__' ? undefined : this.__data__[key];
+    }
+
+    /**
+     * Checks if a cached value for `key` exists.
+     *
+     * @private
+     * @name has
+     * @memberOf _.memoize.Cache
+     * @param {string} key The key of the entry to check.
+     * @returns {boolean} Returns `true` if an entry for `key` exists, else `false`.
+     */
+    function mapHas(key) {
+      return key != '__proto__' && hasOwnProperty.call(this.__data__, key);
+    }
+
+    /**
+     * Sets `value` to `key` of the cache.
+     *
+     * @private
+     * @name set
+     * @memberOf _.memoize.Cache
+     * @param {string} key The key of the value to cache.
+     * @param {*} value The value to cache.
+     * @returns {Object} Returns the cache object.
+     */
+    function mapSet(key, value) {
+      if (key != '__proto__') {
+        this.__data__[key] = value;
+      }
+      return this;
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     *
+     * Creates a cache object to store unique values.
+     *
+     * @private
+     * @param {Array} [values] The values to cache.
+     */
+    function SetCache(values) {
+      var length = values ? values.length : 0;
+
+      this.data = { 'hash': nativeCreate(null), 'set': new Set };
+      while (length--) {
+        this.push(values[length]);
+      }
+    }
+
+    /**
+     * Checks if `value` is in `cache` mimicking the return signature of
+     * `_.indexOf` by returning `0` if the value is found, else `-1`.
+     *
+     * @private
+     * @param {Object} cache The cache to search.
+     * @param {*} value The value to search for.
+     * @returns {number} Returns `0` if `value` is found, else `-1`.
+     */
+    function cacheIndexOf(cache, value) {
+      var data = cache.data,
+          result = (typeof value == 'string' || isObject(value)) ? data.set.has(value) : data.hash[value];
+
+      return result ? 0 : -1;
+    }
+
+    /**
+     * Adds `value` to the cache.
+     *
+     * @private
+     * @name push
+     * @memberOf SetCache
+     * @param {*} value The value to cache.
+     */
+    function cachePush(value) {
+      var data = this.data;
+      if (typeof value == 'string' || isObject(value)) {
+        data.set.add(value);
+      } else {
+        data.hash[value] = true;
+      }
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Creates a new array joining `array` with `other`.
+     *
+     * @private
+     * @param {Array} array The array to join.
+     * @param {Array} other The other array to join.
+     * @returns {Array} Returns the new concatenated array.
+     */
+    function arrayConcat(array, other) {
+      var index = -1,
+          length = array.length,
+          othIndex = -1,
+          othLength = other.length,
+          result = Array(length + othLength);
+
+      while (++index < length) {
+        result[index] = array[index];
+      }
+      while (++othIndex < othLength) {
+        result[index++] = other[othIndex];
+      }
+      return result;
+    }
+
+    /**
+     * Copies the values of `source` to `array`.
+     *
+     * @private
+     * @param {Array} source The array to copy values from.
+     * @param {Array} [array=[]] The array to copy values to.
+     * @returns {Array} Returns `array`.
+     */
+    function arrayCopy(source, array) {
+      var index = -1,
+          length = source.length;
+
+      array || (array = Array(length));
+      while (++index < length) {
+        array[index] = source[index];
+      }
+      return array;
+    }
+
+    /**
+     * A specialized version of `_.forEach` for arrays without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Array} Returns `array`.
+     */
+    function arrayEach(array, iteratee) {
+      var index = -1,
+          length = array.length;
+
+      while (++index < length) {
+        if (iteratee(array[index], index, array) === false) {
+          break;
+        }
+      }
+      return array;
+    }
+
+    /**
+     * A specialized version of `_.forEachRight` for arrays without support for
+     * callback shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Array} Returns `array`.
+     */
+    function arrayEachRight(array, iteratee) {
+      var length = array.length;
+
+      while (length--) {
+        if (iteratee(array[length], length, array) === false) {
+          break;
+        }
+      }
+      return array;
+    }
+
+    /**
+     * A specialized version of `_.every` for arrays without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} predicate The function invoked per iteration.
+     * @returns {boolean} Returns `true` if all elements pass the predicate check,
+     *  else `false`.
+     */
+    function arrayEvery(array, predicate) {
+      var index = -1,
+          length = array.length;
+
+      while (++index < length) {
+        if (!predicate(array[index], index, array)) {
+          return false;
+        }
+      }
+      return true;
+    }
+
+    /**
+     * A specialized version of `baseExtremum` for arrays which invokes `iteratee`
+     * with one argument: (value).
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @param {Function} comparator The function used to compare values.
+     * @param {*} exValue The initial extremum value.
+     * @returns {*} Returns the extremum value.
+     */
+    function arrayExtremum(array, iteratee, comparator, exValue) {
+      var index = -1,
+          length = array.length,
+          computed = exValue,
+          result = computed;
+
+      while (++index < length) {
+        var value = array[index],
+            current = +iteratee(value);
+
+        if (comparator(current, computed)) {
+          computed = current;
+          result = value;
+        }
+      }
+      return result;
+    }
+
+    /**
+     * A specialized version of `_.filter` for arrays without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} predicate The function invoked per iteration.
+     * @returns {Array} Returns the new filtered array.
+     */
+    function arrayFilter(array, predicate) {
+      var index = -1,
+          length = array.length,
+          resIndex = -1,
+          result = [];
+
+      while (++index < length) {
+        var value = array[index];
+        if (predicate(value, index, array)) {
+          result[++resIndex] = value;
+        }
+      }
+      return result;
+    }
+
+    /**
+     * A specialized version of `_.map` for arrays without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Array} Returns the new mapped array.
+     */
+    function arrayMap(array, iteratee) {
+      var index = -1,
+          length = array.length,
+          result = Array(length);
+
+      while (++index < length) {
+        result[index] = iteratee(array[index], index, array);
+      }
+      return result;
+    }
+
+    /**
+     * Appends the elements of `values` to `array`.
+     *
+     * @private
+     * @param {Array} array The array to modify.
+     * @param {Array} values The values to append.
+     * @returns {Array} Returns `array`.
+     */
+    function arrayPush(array, values) {
+      var index = -1,
+          length = values.length,
+          offset = array.length;
+
+      while (++index < length) {
+        array[offset + index] = values[index];
+      }
+      return array;
+    }
+
+    /**
+     * A specialized version of `_.reduce` for arrays without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @param {*} [accumulator] The initial value.
+     * @param {boolean} [initFromArray] Specify using the first element of `array`
+     *  as the initial value.
+     * @returns {*} Returns the accumulated value.
+     */
+    function arrayReduce(array, iteratee, accumulator, initFromArray) {
+      var index = -1,
+          length = array.length;
+
+      if (initFromArray && length) {
+        accumulator = array[++index];
+      }
+      while (++index < length) {
+        accumulator = iteratee(accumulator, array[index], index, array);
+      }
+      return accumulator;
+    }
+
+    /**
+     * A specialized version of `_.reduceRight` for arrays without support for
+     * callback shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @param {*} [accumulator] The initial value.
+     * @param {boolean} [initFromArray] Specify using the last element of `array`
+     *  as the initial value.
+     * @returns {*} Returns the accumulated value.
+     */
+    function arrayReduceRight(array, iteratee, accumulator, initFromArray) {
+      var length = array.length;
+      if (initFromArray && length) {
+        accumulator = array[--length];
+      }
+      while (length--) {
+        accumulator = iteratee(accumulator, array[length], length, array);
+      }
+      return accumulator;
+    }
+
+    /**
+     * A specialized version of `_.some` for arrays without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} predicate The function invoked per iteration.
+     * @returns {boolean} Returns `true` if any element passes the predicate check,
+     *  else `false`.
+     */
+    function arraySome(array, predicate) {
+      var index = -1,
+          length = array.length;
+
+      while (++index < length) {
+        if (predicate(array[index], index, array)) {
+          return true;
+        }
+      }
+      return false;
+    }
+
+    /**
+     * A specialized version of `_.sum` for arrays without support for callback
+     * shorthands and `this` binding..
+     *
+     * @private
+     * @param {Array} array The array to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {number} Returns the sum.
+     */
+    function arraySum(array, iteratee) {
+      var length = array.length,
+          result = 0;
+
+      while (length--) {
+        result += +iteratee(array[length]) || 0;
+      }
+      return result;
+    }
+
+    /**
+     * Used by `_.defaults` to customize its `_.assign` use.
+     *
+     * @private
+     * @param {*} objectValue The destination object property value.
+     * @param {*} sourceValue The source object property value.
+     * @returns {*} Returns the value to assign to the destination object.
+     */
+    function assignDefaults(objectValue, sourceValue) {
+      return objectValue === undefined ? sourceValue : objectValue;
+    }
+
+    /**
+     * Used by `_.template` to customize its `_.assign` use.
+     *
+     * **Note:** This function is like `assignDefaults` except that it ignores
+     * inherited property values when checking if a property is `undefined`.
+     *
+     * @private
+     * @param {*} objectValue The destination object property value.
+     * @param {*} sourceValue The source object property value.
+     * @param {string} key The key associated with the object and source values.
+     * @param {Object} object The destination object.
+     * @returns {*} Returns the value to assign to the destination object.
+     */
+    function assignOwnDefaults(objectValue, sourceValue, key, object) {
+      return (objectValue === undefined || !hasOwnProperty.call(object, key))
+        ? sourceValue
+        : objectValue;
+    }
+
+    /**
+     * A specialized version of `_.assign` for customizing assigned values without
+     * support for argument juggling, multiple sources, and `this` binding `customizer`
+     * functions.
+     *
+     * @private
+     * @param {Object} object The destination object.
+     * @param {Object} source The source object.
+     * @param {Function} customizer The function to customize assigned values.
+     * @returns {Object} Returns `object`.
+     */
+    function assignWith(object, source, customizer) {
+      var index = -1,
+          props = keys(source),
+          length = props.length;
+
+      while (++index < length) {
+        var key = props[index],
+            value = object[key],
+            result = customizer(value, source[key], key, object, source);
+
+        if ((result === result ? (result !== value) : (value === value)) ||
+            (value === undefined && !(key in object))) {
+          object[key] = result;
+        }
+      }
+      return object;
+    }
+
+    /**
+     * The base implementation of `_.assign` without support for argument juggling,
+     * multiple sources, and `customizer` functions.
+     *
+     * @private
+     * @param {Object} object The destination object.
+     * @param {Object} source The source object.
+     * @returns {Object} Returns `object`.
+     */
+    function baseAssign(object, source) {
+      return source == null
+        ? object
+        : baseCopy(source, keys(source), object);
+    }
+
+    /**
+     * The base implementation of `_.at` without support for string collections
+     * and individual key arguments.
+     *
+     * @private
+     * @param {Array|Object} collection The collection to iterate over.
+     * @param {number[]|string[]} props The property names or indexes of elements to pick.
+     * @returns {Array} Returns the new array of picked elements.
+     */
+    function baseAt(collection, props) {
+      var index = -1,
+          isNil = collection == null,
+          isArr = !isNil && isArrayLike(collection),
+          length = isArr ? collection.length : 0,
+          propsLength = props.length,
+          result = Array(propsLength);
+
+      while(++index < propsLength) {
+        var key = props[index];
+        if (isArr) {
+          result[index] = isIndex(key, length) ? collection[key] : undefined;
+        } else {
+          result[index] = isNil ? undefined : collection[key];
+        }
+      }
+      return result;
+    }
+
+    /**
+     * Copies properties of `source` to `object`.
+     *
+     * @private
+     * @param {Object} source The object to copy properties from.
+     * @param {Array} props The property names to copy.
+     * @param {Object} [object={}] The object to copy properties to.
+     * @returns {Object} Returns `object`.
+     */
+    function baseCopy(source, props, object) {
+      object || (object = {});
+
+      var index = -1,
+          length = props.length;
+
+      while (++index < length) {
+        var key = props[index];
+        object[key] = source[key];
+      }
+      return object;
+    }
+
+    /**
+     * The base implementation of `_.callback` which supports specifying the
+     * number of arguments to provide to `func`.
+     *
+     * @private
+     * @param {*} [func=_.identity] The value to convert to a callback.
+     * @param {*} [thisArg] The `this` binding of `func`.
+     * @param {number} [argCount] The number of arguments to provide to `func`.
+     * @returns {Function} Returns the callback.
+     */
+    function baseCallback(func, thisArg, argCount) {
+      var type = typeof func;
+      if (type == 'function') {
+        return thisArg === undefined
+          ? func
+          : bindCallback(func, thisArg, argCount);
+      }
+      if (func == null) {
+        return identity;
+      }
+      if (type == 'object') {
+        return baseMatches(func);
+      }
+      return thisArg === undefined
+        ? property(func)
+        : baseMatchesProperty(func, thisArg);
+    }
+
+    /**
+     * The base implementation of `_.clone` without support for argument juggling
+     * and `this` binding `customizer` functions.
+     *
+     * @private
+     * @param {*} value The value to clone.
+     * @param {boolean} [isDeep] Specify a deep clone.
+     * @param {Function} [customizer] The function to customize cloning values.
+     * @param {string} [key] The key of `value`.
+     * @param {Object} [object] The object `value` belongs to.
+     * @param {Array} [stackA=[]] Tracks traversed source objects.
+     * @param {Array} [stackB=[]] Associates clones with source counterparts.
+     * @returns {*} Returns the cloned value.
+     */
+    function baseClone(value, isDeep, customizer, key, object, stackA, stackB) {
+      var result;
+      if (customizer) {
+        result = object ? customizer(value, key, object) : customizer(value);
+      }
+      if (result !== undefined) {
+        return result;
+      }
+      if (!isObject(value)) {
+        return value;
+      }
+      var isArr = isArray(value);
+      if (isArr) {
+        result = initCloneArray(value);
+        if (!isDeep) {
+          return arrayCopy(value, result);
+        }
+      } else {
+        var tag = objToString.call(value),
+            isFunc = tag == funcTag;
+
+        if (tag == objectTag || tag == argsTag || (isFunc && !object)) {
+          result = initCloneObject(isFunc ? {} : value);
+          if (!isDeep) {
+            return baseAssign(result, value);
+          }
+        } else {
+          return cloneableTags[tag]
+            ? initCloneByTag(value, tag, isDeep)
+            : (object ? value : {});
+        }
+      }
+      // Check for circular references and return its corresponding clone.
+      stackA || (stackA = []);
+      stackB || (stackB = []);
+
+      var length = stackA.length;
+      while (length--) {
+        if (stackA[length] == value) {
+          return stackB[length];
+        }
+      }
+      // Add the source value to the stack of traversed objects and associate it with its clone.
+      stackA.push(value);
+      stackB.push(result);
+
+      // Recursively populate clone (susceptible to call stack limits).
+      (isArr ? arrayEach : baseForOwn)(value, function(subValue, key) {
+        result[key] = baseClone(subValue, isDeep, customizer, key, value, stackA, stackB);
+      });
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.create` without support for assigning
+     * properties to the created object.
+     *
+     * @private
+     * @param {Object} prototype The object to inherit from.
+     * @returns {Object} Returns the new object.
+     */
+    var baseCreate = (function() {
+      function object() {}
+      return function(prototype) {
+        if (isObject(prototype)) {
+          object.prototype = prototype;
+          var result = new object;
+          object.prototype = undefined;
+        }
+        return result || {};
+      };
+    }());
+
+    /**
+     * The base implementation of `_.delay` and `_.defer` which accepts an index
+     * of where to slice the arguments to provide to `func`.
+     *
+     * @private
+     * @param {Function} func The function to delay.
+     * @param {number} wait The number of milliseconds to delay invocation.
+     * @param {Object} args The arguments provide to `func`.
+     * @returns {number} Returns the timer id.
+     */
+    function baseDelay(func, wait, args) {
+      if (typeof func != 'function') {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      return setTimeout(function() { func.apply(undefined, args); }, wait);
+    }
+
+    /**
+     * The base implementation of `_.difference` which accepts a single array
+     * of values to exclude.
+     *
+     * @private
+     * @param {Array} array The array to inspect.
+     * @param {Array} values The values to exclude.
+     * @returns {Array} Returns the new array of filtered values.
+     */
+    function baseDifference(array, values) {
+      var length = array ? array.length : 0,
+          result = [];
+
+      if (!length) {
+        return result;
+      }
+      var index = -1,
+          indexOf = getIndexOf(),
+          isCommon = indexOf == baseIndexOf,
+          cache = (isCommon && values.length >= LARGE_ARRAY_SIZE) ? createCache(values) : null,
+          valuesLength = values.length;
+
+      if (cache) {
+        indexOf = cacheIndexOf;
+        isCommon = false;
+        values = cache;
+      }
+      outer:
+      while (++index < length) {
+        var value = array[index];
+
+        if (isCommon && value === value) {
+          var valuesIndex = valuesLength;
+          while (valuesIndex--) {
+            if (values[valuesIndex] === value) {
+              continue outer;
+            }
+          }
+          result.push(value);
+        }
+        else if (indexOf(values, value, 0) < 0) {
+          result.push(value);
+        }
+      }
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.forEach` without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Array|Object|string} Returns `collection`.
+     */
+    var baseEach = createBaseEach(baseForOwn);
+
+    /**
+     * The base implementation of `_.forEachRight` without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Array|Object|string} Returns `collection`.
+     */
+    var baseEachRight = createBaseEach(baseForOwnRight, true);
+
+    /**
+     * The base implementation of `_.every` without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} predicate The function invoked per iteration.
+     * @returns {boolean} Returns `true` if all elements pass the predicate check,
+     *  else `false`
+     */
+    function baseEvery(collection, predicate) {
+      var result = true;
+      baseEach(collection, function(value, index, collection) {
+        result = !!predicate(value, index, collection);
+        return result;
+      });
+      return result;
+    }
+
+    /**
+     * Gets the extremum value of `collection` invoking `iteratee` for each value
+     * in `collection` to generate the criterion by which the value is ranked.
+     * The `iteratee` is invoked with three arguments: (value, index|key, collection).
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @param {Function} comparator The function used to compare values.
+     * @param {*} exValue The initial extremum value.
+     * @returns {*} Returns the extremum value.
+     */
+    function baseExtremum(collection, iteratee, comparator, exValue) {
+      var computed = exValue,
+          result = computed;
+
+      baseEach(collection, function(value, index, collection) {
+        var current = +iteratee(value, index, collection);
+        if (comparator(current, computed) || (current === exValue && current === result)) {
+          computed = current;
+          result = value;
+        }
+      });
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.fill` without an iteratee call guard.
+     *
+     * @private
+     * @param {Array} array The array to fill.
+     * @param {*} value The value to fill `array` with.
+     * @param {number} [start=0] The start position.
+     * @param {number} [end=array.length] The end position.
+     * @returns {Array} Returns `array`.
+     */
+    function baseFill(array, value, start, end) {
+      var length = array.length;
+
+      start = start == null ? 0 : (+start || 0);
+      if (start < 0) {
+        start = -start > length ? 0 : (length + start);
+      }
+      end = (end === undefined || end > length) ? length : (+end || 0);
+      if (end < 0) {
+        end += length;
+      }
+      length = start > end ? 0 : (end >>> 0);
+      start >>>= 0;
+
+      while (start < length) {
+        array[start++] = value;
+      }
+      return array;
+    }
+
+    /**
+     * The base implementation of `_.filter` without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} predicate The function invoked per iteration.
+     * @returns {Array} Returns the new filtered array.
+     */
+    function baseFilter(collection, predicate) {
+      var result = [];
+      baseEach(collection, function(value, index, collection) {
+        if (predicate(value, index, collection)) {
+          result.push(value);
+        }
+      });
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.find`, `_.findLast`, `_.findKey`, and `_.findLastKey`,
+     * without support for callback shorthands and `this` binding, which iterates
+     * over `collection` using the provided `eachFunc`.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to search.
+     * @param {Function} predicate The function invoked per iteration.
+     * @param {Function} eachFunc The function to iterate over `collection`.
+     * @param {boolean} [retKey] Specify returning the key of the found element
+     *  instead of the element itself.
+     * @returns {*} Returns the found element or its key, else `undefined`.
+     */
+    function baseFind(collection, predicate, eachFunc, retKey) {
+      var result;
+      eachFunc(collection, function(value, key, collection) {
+        if (predicate(value, key, collection)) {
+          result = retKey ? key : value;
+          return false;
+        }
+      });
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.flatten` with added support for restricting
+     * flattening and specifying the start index.
+     *
+     * @private
+     * @param {Array} array The array to flatten.
+     * @param {boolean} [isDeep] Specify a deep flatten.
+     * @param {boolean} [isStrict] Restrict flattening to arrays-like objects.
+     * @param {Array} [result=[]] The initial result value.
+     * @returns {Array} Returns the new flattened array.
+     */
+    function baseFlatten(array, isDeep, isStrict, result) {
+      result || (result = []);
+
+      var index = -1,
+          length = array.length;
+
+      while (++index < length) {
+        var value = array[index];
+        if (isObjectLike(value) && isArrayLike(value) &&
+            (isStrict || isArray(value) || isArguments(value))) {
+          if (isDeep) {
+            // Recursively flatten arrays (susceptible to call stack limits).
+            baseFlatten(value, isDeep, isStrict, result);
+          } else {
+            arrayPush(result, value);
+          }
+        } else if (!isStrict) {
+          result[result.length] = value;
+        }
+      }
+      return result;
+    }
+
+    /**
+     * The base implementation of `baseForIn` and `baseForOwn` which iterates
+     * over `object` properties returned by `keysFunc` invoking `iteratee` for
+     * each property. Iteratee functions may exit iteration early by explicitly
+     * returning `false`.
+     *
+     * @private
+     * @param {Object} object The object to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @param {Function} keysFunc The function to get the keys of `object`.
+     * @returns {Object} Returns `object`.
+     */
+    var baseFor = createBaseFor();
+
+    /**
+     * This function is like `baseFor` except that it iterates over properties
+     * in the opposite order.
+     *
+     * @private
+     * @param {Object} object The object to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @param {Function} keysFunc The function to get the keys of `object`.
+     * @returns {Object} Returns `object`.
+     */
+    var baseForRight = createBaseFor(true);
+
+    /**
+     * The base implementation of `_.forIn` without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Object} object The object to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Object} Returns `object`.
+     */
+    function baseForIn(object, iteratee) {
+      return baseFor(object, iteratee, keysIn);
+    }
+
+    /**
+     * The base implementation of `_.forOwn` without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Object} object The object to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Object} Returns `object`.
+     */
+    function baseForOwn(object, iteratee) {
+      return baseFor(object, iteratee, keys);
+    }
+
+    /**
+     * The base implementation of `_.forOwnRight` without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Object} object The object to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Object} Returns `object`.
+     */
+    function baseForOwnRight(object, iteratee) {
+      return baseForRight(object, iteratee, keys);
+    }
+
+    /**
+     * The base implementation of `_.functions` which creates an array of
+     * `object` function property names filtered from those provided.
+     *
+     * @private
+     * @param {Object} object The object to inspect.
+     * @param {Array} props The property names to filter.
+     * @returns {Array} Returns the new array of filtered property names.
+     */
+    function baseFunctions(object, props) {
+      var index = -1,
+          length = props.length,
+          resIndex = -1,
+          result = [];
+
+      while (++index < length) {
+        var key = props[index];
+        if (isFunction(object[key])) {
+          result[++resIndex] = key;
+        }
+      }
+      return result;
+    }
+
+    /**
+     * The base implementation of `get` without support for string paths
+     * and default values.
+     *
+     * @private
+     * @param {Object} object The object to query.
+     * @param {Array} path The path of the property to get.
+     * @param {string} [pathKey] The key representation of path.
+     * @returns {*} Returns the resolved value.
+     */
+    function baseGet(object, path, pathKey) {
+      if (object == null) {
+        return;
+      }
+      if (pathKey !== undefined && pathKey in toObject(object)) {
+        path = [pathKey];
+      }
+      var index = 0,
+          length = path.length;
+
+      while (object != null && index < length) {
+        object = object[path[index++]];
+      }
+      return (index && index == length) ? object : undefined;
+    }
+
+    /**
+     * The base implementation of `_.isEqual` without support for `this` binding
+     * `customizer` functions.
+     *
+     * @private
+     * @param {*} value The value to compare.
+     * @param {*} other The other value to compare.
+     * @param {Function} [customizer] The function to customize comparing values.
+     * @param {boolean} [isLoose] Specify performing partial comparisons.
+     * @param {Array} [stackA] Tracks traversed `value` objects.
+     * @param {Array} [stackB] Tracks traversed `other` objects.
+     * @returns {boolean} Returns `true` if the values are equivalent, else `false`.
+     */
+    function baseIsEqual(value, other, customizer, isLoose, stackA, stackB) {
+      if (value === other) {
+        return true;
+      }
+      if (value == null || other == null || (!isObject(value) && !isObjectLike(other))) {
+        return value !== value && other !== other;
+      }
+      return baseIsEqualDeep(value, other, baseIsEqual, customizer, isLoose, stackA, stackB);
+    }
+
+    /**
+     * A specialized version of `baseIsEqual` for arrays and objects which performs
+     * deep comparisons and tracks traversed objects enabling objects with circular
+     * references to be compared.
+     *
+     * @private
+     * @param {Object} object The object to compare.
+     * @param {Object} other The other object to compare.
+     * @param {Function} equalFunc The function to determine equivalents of values.
+     * @param {Function} [customizer] The function to customize comparing objects.
+     * @param {boolean} [isLoose] Specify performing partial comparisons.
+     * @param {Array} [stackA=[]] Tracks traversed `value` objects.
+     * @param {Array} [stackB=[]] Tracks traversed `other` objects.
+     * @returns {boolean} Returns `true` if the objects are equivalent, else `false`.
+     */
+    function baseIsEqualDeep(object, other, equalFunc, customizer, isLoose, stackA, stackB) {
+      var objIsArr = isArray(object),
+          othIsArr = isArray(other),
+          objTag = arrayTag,
+          othTag = arrayTag;
+
+      if (!objIsArr) {
+        objTag = objToString.call(object);
+        if (objTag == argsTag) {
+          objTag = objectTag;
+        } else if (objTag != objectTag) {
+          objIsArr = isTypedArray(object);
+        }
+      }
+      if (!othIsArr) {
+        othTag = objToString.call(other);
+        if (othTag == argsTag) {
+          othTag = objectTag;
+        } else if (othTag != objectTag) {
+          othIsArr = isTypedArray(other);
+        }
+      }
+      var objIsObj = objTag == objectTag,
+          othIsObj = othTag == objectTag,
+          isSameTag = objTag == othTag;
+
+      if (isSameTag && !(objIsArr || objIsObj)) {
+        return equalByTag(object, other, objTag);
+      }
+      if (!isLoose) {
+        var objIsWrapped = objIsObj && hasOwnProperty.call(object, '__wrapped__'),
+            othIsWrapped = othIsObj && hasOwnProperty.call(other, '__wrapped__');
+
+        if (objIsWrapped || othIsWrapped) {
+          return equalFunc(objIsWrapped ? object.value() : object, othIsWrapped ? other.value() : other, customizer, isLoose, stackA, stackB);
+        }
+      }
+      if (!isSameTag) {
+        return false;
+      }
+      // Assume cyclic values are equal.
+      // For more information on detecting circular references see https://es5.github.io/#JO.
+      stackA || (stackA = []);
+      stackB || (stackB = []);
+
+      var length = stackA.length;
+      while (length--) {
+        if (stackA[length] == object) {
+          return stackB[length] == other;
+        }
+      }
+      // Add `object` and `other` to the stack of traversed objects.
+      stackA.push(object);
+      stackB.push(other);
+
+      var result = (objIsArr ? equalArrays : equalObjects)(object, other, equalFunc, customizer, isLoose, stackA, stackB);
+
+      stackA.pop();
+      stackB.pop();
+
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.isMatch` without support for callback
+     * shorthands and `this` binding.
+     *
+     * @private
+     * @param {Object} object The object to inspect.
+     * @param {Array} matchData The propery names, values, and compare flags to match.
+     * @param {Function} [customizer] The function to customize comparing objects.
+     * @returns {boolean} Returns `true` if `object` is a match, else `false`.
+     */
+    function baseIsMatch(object, matchData, customizer) {
+      var index = matchData.length,
+          length = index,
+          noCustomizer = !customizer;
+
+      if (object == null) {
+        return !length;
+      }
+      object = toObject(object);
+      while (index--) {
+        var data = matchData[index];
+        if ((noCustomizer && data[2])
+              ? data[1] !== object[data[0]]
+              : !(data[0] in object)
+            ) {
+          return false;
+        }
+      }
+      while (++index < length) {
+        data = matchData[index];
+        var key = data[0],
+            objValue = object[key],
+            srcValue = data[1];
+
+        if (noCustomizer && data[2]) {
+          if (objValue === undefined && !(key in object)) {
+            return false;
+          }
+        } else {
+          var result = customizer ? customizer(objValue, srcValue, key) : undefined;
+          if (!(result === undefined ? baseIsEqual(srcValue, objValue, customizer, true) : result)) {
+            return false;
+          }
+        }
+      }
+      return true;
+    }
+
+    /**
+     * The base implementation of `_.map` without support for callback shorthands
+     * and `this` binding.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {Array} Returns the new mapped array.
+     */
+    function baseMap(collection, iteratee) {
+      var index = -1,
+          result = isArrayLike(collection) ? Array(collection.length) : [];
+
+      baseEach(collection, function(value, key, collection) {
+        result[++index] = iteratee(value, key, collection);
+      });
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.matches` which does not clone `source`.
+     *
+     * @private
+     * @param {Object} source The object of property values to match.
+     * @returns {Function} Returns the new function.
+     */
+    function baseMatches(source) {
+      var matchData = getMatchData(source);
+      if (matchData.length == 1 && matchData[0][2]) {
+        var key = matchData[0][0],
+            value = matchData[0][1];
+
+        return function(object) {
+          if (object == null) {
+            return false;
+          }
+          return object[key] === value && (value !== undefined || (key in toObject(object)));
+        };
+      }
+      return function(object) {
+        return baseIsMatch(object, matchData);
+      };
+    }
+
+    /**
+     * The base implementation of `_.matchesProperty` which does not clone `srcValue`.
+     *
+     * @private
+     * @param {string} path The path of the property to get.
+     * @param {*} srcValue The value to compare.
+     * @returns {Function} Returns the new function.
+     */
+    function baseMatchesProperty(path, srcValue) {
+      var isArr = isArray(path),
+          isCommon = isKey(path) && isStrictComparable(srcValue),
+          pathKey = (path + '');
+
+      path = toPath(path);
+      return function(object) {
+        if (object == null) {
+          return false;
+        }
+        var key = pathKey;
+        object = toObject(object);
+        if ((isArr || !isCommon) && !(key in object)) {
+          object = path.length == 1 ? object : baseGet(object, baseSlice(path, 0, -1));
+          if (object == null) {
+            return false;
+          }
+          key = last(path);
+          object = toObject(object);
+        }
+        return object[key] === srcValue
+          ? (srcValue !== undefined || (key in object))
+          : baseIsEqual(srcValue, object[key], undefined, true);
+      };
+    }
+
+    /**
+     * The base implementation of `_.merge` without support for argument juggling,
+     * multiple sources, and `this` binding `customizer` functions.
+     *
+     * @private
+     * @param {Object} object The destination object.
+     * @param {Object} source The source object.
+     * @param {Function} [customizer] The function to customize merged values.
+     * @param {Array} [stackA=[]] Tracks traversed source objects.
+     * @param {Array} [stackB=[]] Associates values with source counterparts.
+     * @returns {Object} Returns `object`.
+     */
+    function baseMerge(object, source, customizer, stackA, stackB) {
+      if (!isObject(object)) {
+        return object;
+      }
+      var isSrcArr = isArrayLike(source) && (isArray(source) || isTypedArray(source)),
+          props = isSrcArr ? undefined : keys(source);
+
+      arrayEach(props || source, function(srcValue, key) {
+        if (props) {
+          key = srcValue;
+          srcValue = source[key];
+        }
+        if (isObjectLike(srcValue)) {
+          stackA || (stackA = []);
+          stackB || (stackB = []);
+          baseMergeDeep(object, source, key, baseMerge, customizer, stackA, stackB);
+        }
+        else {
+          var value = object[key],
+              result = customizer ? customizer(value, srcValue, key, object, source) : undefined,
+              isCommon = result === undefined;
+
+          if (isCommon) {
+            result = srcValue;
+          }
+          if ((result !== undefined || (isSrcArr && !(key in object))) &&
+              (isCommon || (result === result ? (result !== value) : (value === value)))) {
+            object[key] = result;
+          }
+        }
+      });
+      return object;
+    }
+
+    /**
+     * A specialized version of `baseMerge` for arrays and objects which performs
+     * deep merges and tracks traversed objects enabling objects with circular
+     * references to be merged.
+     *
+     * @private
+     * @param {Object} object The destination object.
+     * @param {Object} source The source object.
+     * @param {string} key The key of the value to merge.
+     * @param {Function} mergeFunc The function to merge values.
+     * @param {Function} [customizer] The function to customize merged values.
+     * @param {Array} [stackA=[]] Tracks traversed source objects.
+     * @param {Array} [stackB=[]] Associates values with source counterparts.
+     * @returns {boolean} Returns `true` if the objects are equivalent, else `false`.
+     */
+    function baseMergeDeep(object, source, key, mergeFunc, customizer, stackA, stackB) {
+      var length = stackA.length,
+          srcValue = source[key];
+
+      while (length--) {
+        if (stackA[length] == srcValue) {
+          object[key] = stackB[length];
+          return;
+        }
+      }
+      var value = object[key],
+          result = customizer ? customizer(value, srcValue, key, object, source) : undefined,
+          isCommon = result === undefined;
+
+      if (isCommon) {
+        result = srcValue;
+        if (isArrayLike(srcValue) && (isArray(srcValue) || isTypedArray(srcValue))) {
+          result = isArray(value)
+            ? value
+            : (isArrayLike(value) ? arrayCopy(value) : []);
+        }
+        else if (isPlainObject(srcValue) || isArguments(srcValue)) {
+          result = isArguments(value)
+            ? toPlainObject(value)
+            : (isPlainObject(value) ? value : {});
+        }
+        else {
+          isCommon = false;
+        }
+      }
+      // Add the source value to the stack of traversed objects and associate
+      // it with its merged value.
+      stackA.push(srcValue);
+      stackB.push(result);
+
+      if (isCommon) {
+        // Recursively merge objects and arrays (susceptible to call stack limits).
+        object[key] = mergeFunc(result, srcValue, customizer, stackA, stackB);
+      } else if (result === result ? (result !== value) : (value === value)) {
+        object[key] = result;
+      }
+    }
+
+    /**
+     * The base implementation of `_.property` without support for deep paths.
+     *
+     * @private
+     * @param {string} key The key of the property to get.
+     * @returns {Function} Returns the new function.
+     */
+    function baseProperty(key) {
+      return function(object) {
+        return object == null ? undefined : object[key];
+      };
+    }
+
+    /**
+     * A specialized version of `baseProperty` which supports deep paths.
+     *
+     * @private
+     * @param {Array|string} path The path of the property to get.
+     * @returns {Function} Returns the new function.
+     */
+    function basePropertyDeep(path) {
+      var pathKey = (path + '');
+      path = toPath(path);
+      return function(object) {
+        return baseGet(object, path, pathKey);
+      };
+    }
+
+    /**
+     * The base implementation of `_.pullAt` without support for individual
+     * index arguments and capturing the removed elements.
+     *
+     * @private
+     * @param {Array} array The array to modify.
+     * @param {number[]} indexes The indexes of elements to remove.
+     * @returns {Array} Returns `array`.
+     */
+    function basePullAt(array, indexes) {
+      var length = array ? indexes.length : 0;
+      while (length--) {
+        var index = indexes[length];
+        if (index != previous && isIndex(index)) {
+          var previous = index;
+          splice.call(array, index, 1);
+        }
+      }
+      return array;
+    }
+
+    /**
+     * The base implementation of `_.random` without support for argument juggling
+     * and returning floating-point numbers.
+     *
+     * @private
+     * @param {number} min The minimum possible value.
+     * @param {number} max The maximum possible value.
+     * @returns {number} Returns the random number.
+     */
+    function baseRandom(min, max) {
+      return min + nativeFloor(nativeRandom() * (max - min + 1));
+    }
+
+    /**
+     * The base implementation of `_.reduce` and `_.reduceRight` without support
+     * for callback shorthands and `this` binding, which iterates over `collection`
+     * using the provided `eachFunc`.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @param {*} accumulator The initial value.
+     * @param {boolean} initFromCollection Specify using the first or last element
+     *  of `collection` as the initial value.
+     * @param {Function} eachFunc The function to iterate over `collection`.
+     * @returns {*} Returns the accumulated value.
+     */
+    function baseReduce(collection, iteratee, accumulator, initFromCollection, eachFunc) {
+      eachFunc(collection, function(value, index, collection) {
+        accumulator = initFromCollection
+          ? (initFromCollection = false, value)
+          : iteratee(accumulator, value, index, collection);
+      });
+      return accumulator;
+    }
+
+    /**
+     * The base implementation of `setData` without support for hot loop detection.
+     *
+     * @private
+     * @param {Function} func The function to associate metadata with.
+     * @param {*} data The metadata.
+     * @returns {Function} Returns `func`.
+     */
+    var baseSetData = !metaMap ? identity : function(func, data) {
+      metaMap.set(func, data);
+      return func;
+    };
+
+    /**
+     * The base implementation of `_.slice` without an iteratee call guard.
+     *
+     * @private
+     * @param {Array} array The array to slice.
+     * @param {number} [start=0] The start position.
+     * @param {number} [end=array.length] The end position.
+     * @returns {Array} Returns the slice of `array`.
+     */
+    function baseSlice(array, start, end) {
+      var index = -1,
+          length = array.length;
+
+      start = start == null ? 0 : (+start || 0);
+      if (start < 0) {
+        start = -start > length ? 0 : (length + start);
+      }
+      end = (end === undefined || end > length) ? length : (+end || 0);
+      if (end < 0) {
+        end += length;
+      }
+      length = start > end ? 0 : ((end - start) >>> 0);
+      start >>>= 0;
+
+      var result = Array(length);
+      while (++index < length) {
+        result[index] = array[index + start];
+      }
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.some` without support for callback shorthands
+     * and `this` binding.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} predicate The function invoked per iteration.
+     * @returns {boolean} Returns `true` if any element passes the predicate check,
+     *  else `false`.
+     */
+    function baseSome(collection, predicate) {
+      var result;
+
+      baseEach(collection, function(value, index, collection) {
+        result = predicate(value, index, collection);
+        return !result;
+      });
+      return !!result;
+    }
+
+    /**
+     * The base implementation of `_.sortBy` which uses `comparer` to define
+     * the sort order of `array` and replaces criteria objects with their
+     * corresponding values.
+     *
+     * @private
+     * @param {Array} array The array to sort.
+     * @param {Function} comparer The function to define sort order.
+     * @returns {Array} Returns `array`.
+     */
+    function baseSortBy(array, comparer) {
+      var length = array.length;
+
+      array.sort(comparer);
+      while (length--) {
+        array[length] = array[length].value;
+      }
+      return array;
+    }
+
+    /**
+     * The base implementation of `_.sortByOrder` without param guards.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function[]|Object[]|string[]} iteratees The iteratees to sort by.
+     * @param {boolean[]} orders The sort orders of `iteratees`.
+     * @returns {Array} Returns the new sorted array.
+     */
+    function baseSortByOrder(collection, iteratees, orders) {
+      var callback = getCallback(),
+          index = -1;
+
+      iteratees = arrayMap(iteratees, function(iteratee) { return callback(iteratee); });
+
+      var result = baseMap(collection, function(value) {
+        var criteria = arrayMap(iteratees, function(iteratee) { return iteratee(value); });
+        return { 'criteria': criteria, 'index': ++index, 'value': value };
+      });
+
+      return baseSortBy(result, function(object, other) {
+        return compareMultiple(object, other, orders);
+      });
+    }
+
+    /**
+     * The base implementation of `_.sum` without support for callback shorthands
+     * and `this` binding.
+     *
+     * @private
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @returns {number} Returns the sum.
+     */
+    function baseSum(collection, iteratee) {
+      var result = 0;
+      baseEach(collection, function(value, index, collection) {
+        result += +iteratee(value, index, collection) || 0;
+      });
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.uniq` without support for callback shorthands
+     * and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to inspect.
+     * @param {Function} [iteratee] The function invoked per iteration.
+     * @returns {Array} Returns the new duplicate-value-free array.
+     */
+    function baseUniq(array, iteratee) {
+      var index = -1,
+          indexOf = getIndexOf(),
+          length = array.length,
+          isCommon = indexOf == baseIndexOf,
+          isLarge = isCommon && length >= LARGE_ARRAY_SIZE,
+          seen = isLarge ? createCache() : null,
+          result = [];
+
+      if (seen) {
+        indexOf = cacheIndexOf;
+        isCommon = false;
+      } else {
+        isLarge = false;
+        seen = iteratee ? [] : result;
+      }
+      outer:
+      while (++index < length) {
+        var value = array[index],
+            computed = iteratee ? iteratee(value, index, array) : value;
+
+        if (isCommon && value === value) {
+          var seenIndex = seen.length;
+          while (seenIndex--) {
+            if (seen[seenIndex] === computed) {
+              continue outer;
+            }
+          }
+          if (iteratee) {
+            seen.push(computed);
+          }
+          result.push(value);
+        }
+        else if (indexOf(seen, computed, 0) < 0) {
+          if (iteratee || isLarge) {
+            seen.push(computed);
+          }
+          result.push(value);
+        }
+      }
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.values` and `_.valuesIn` which creates an
+     * array of `object` property values corresponding to the property names
+     * of `props`.
+     *
+     * @private
+     * @param {Object} object The object to query.
+     * @param {Array} props The property names to get values for.
+     * @returns {Object} Returns the array of property values.
+     */
+    function baseValues(object, props) {
+      var index = -1,
+          length = props.length,
+          result = Array(length);
+
+      while (++index < length) {
+        result[index] = object[props[index]];
+      }
+      return result;
+    }
+
+    /**
+     * The base implementation of `_.dropRightWhile`, `_.dropWhile`, `_.takeRightWhile`,
+     * and `_.takeWhile` without support for callback shorthands and `this` binding.
+     *
+     * @private
+     * @param {Array} array The array to query.
+     * @param {Function} predicate The function invoked per iteration.
+     * @param {boolean} [isDrop] Specify dropping elements instead of taking them.
+     * @param {boolean} [fromRight] Specify iterating from right to left.
+     * @returns {Array} Returns the slice of `array`.
+     */
+    function baseWhile(array, predicate, isDrop, fromRight) {
+      var length = array.length,
+          index = fromRight ? length : -1;
+
+      while ((fromRight ? index-- : ++index < length) && predicate(array[index], index, array)) {}
+      return isDrop
+        ? baseSlice(array, (fromRight ? 0 : index), (fromRight ? index + 1 : length))
+        : baseSlice(array, (fromRight ? index + 1 : 0), (fromRight ? length : index));
+    }
+
+    /**
+     * The base implementation of `wrapperValue` which returns the result of
+     * performing a sequence of actions on the unwrapped `value`, where each
+     * successive action is supplied the return value of the previous.
+     *
+     * @private
+     * @param {*} value The unwrapped value.
+     * @param {Array} actions Actions to peform to resolve the unwrapped value.
+     * @returns {*} Returns the resolved value.
+     */
+    function baseWrapperValue(value, actions) {
+      var result = value;
+      if (result instanceof LazyWrapper) {
+        result = result.value();
+      }
+      var index = -1,
+          length = actions.length;
+
+      while (++index < length) {
+        var action = actions[index];
+        result = action.func.apply(action.thisArg, arrayPush([result], action.args));
+      }
+      return result;
+    }
+
+    /**
+     * Performs a binary search of `array` to determine the index at which `value`
+     * should be inserted into `array` in order to maintain its sort order.
+     *
+     * @private
+     * @param {Array} array The sorted array to inspect.
+     * @param {*} value The value to evaluate.
+     * @param {boolean} [retHighest] Specify returning the highest qualified index.
+     * @returns {number} Returns the index at which `value` should be inserted
+     *  into `array`.
+     */
+    function binaryIndex(array, value, retHighest) {
+      var low = 0,
+          high = array ? array.length : low;
+
+      if (typeof value == 'number' && value === value && high <= HALF_MAX_ARRAY_LENGTH) {
+        while (low < high) {
+          var mid = (low + high) >>> 1,
+              computed = array[mid];
+
+          if ((retHighest ? (computed <= value) : (computed < value)) && computed !== null) {
+            low = mid + 1;
+          } else {
+            high = mid;
+          }
+        }
+        return high;
+      }
+      return binaryIndexBy(array, value, identity, retHighest);
+    }
+
+    /**
+     * This function is like `binaryIndex` except that it invokes `iteratee` for
+     * `value` and each element of `array` to compute their sort ranking. The
+     * iteratee is invoked with one argument; (value).
+     *
+     * @private
+     * @param {Array} array The sorted array to inspect.
+     * @param {*} value The value to evaluate.
+     * @param {Function} iteratee The function invoked per iteration.
+     * @param {boolean} [retHighest] Specify returning the highest qualified index.
+     * @returns {number} Returns the index at which `value` should be inserted
+     *  into `array`.
+     */
+    function binaryIndexBy(array, value, iteratee, retHighest) {
+      value = iteratee(value);
+
+      var low = 0,
+          high = array ? array.length : 0,
+          valIsNaN = value !== value,
+          valIsNull = value === null,
+          valIsUndef = value === undefined;
+
+      while (low < high) {
+        var mid = nativeFloor((low + high) / 2),
+            computed = iteratee(array[mid]),
+            isDef = computed !== undefined,
+            isReflexive = computed === computed;
+
+        if (valIsNaN) {
+          var setLow = isReflexive || retHighest;
+        } else if (valIsNull) {
+          setLow = isReflexive && isDef && (retHighest || computed != null);
+        } else if (valIsUndef) {
+          setLow = isReflexive && (retHighest || isDef);
+        } else if (computed == null) {
+          setLow = false;
+        } else {
+          setLow = retHighest ? (computed <= value) : (computed < value);
+        }
+        if (setLow) {
+          low = mid + 1;
+        } else {
+          high = mid;
+        }
+      }
+      return nativeMin(high, MAX_ARRAY_INDEX);
+    }
+
+    /**
+     * A specialized version of `baseCallback` which only supports `this` binding
+     * and specifying the number of arguments to provide to `func`.
+     *
+     * @private
+     * @param {Function} func The function to bind.
+     * @param {*} thisArg The `this` binding of `func`.
+     * @param {number} [argCount] The number of arguments to provide to `func`.
+     * @returns {Function} Returns the callback.
+     */
+    function bindCallback(func, thisArg, argCount) {
+      if (typeof func != 'function') {
+        return identity;
+      }
+      if (thisArg === undefined) {
+        return func;
+      }
+      switch (argCount) {
+        case 1: return function(value) {
+          return func.call(thisArg, value);
+        };
+        case 3: return function(value, index, collection) {
+          return func.call(thisArg, value, index, collection);
+        };
+        case 4: return function(accumulator, value, index, collection) {
+          return func.call(thisArg, accumulator, value, index, collection);
+        };
+        case 5: return function(value, other, key, object, source) {
+          return func.call(thisArg, value, other, key, object, source);
+        };
+      }
+      return function() {
+        return func.apply(thisArg, arguments);
+      };
+    }
+
+    /**
+     * Creates a clone of the given array buffer.
+     *
+     * @private
+     * @param {ArrayBuffer} buffer The array buffer to clone.
+     * @returns {ArrayBuffer} Returns the cloned array buffer.
+     */
+    function bufferClone(buffer) {
+      var result = new ArrayBuffer(buffer.byteLength),
+          view = new Uint8Array(result);
+
+      view.set(new Uint8Array(buffer));
+      return result;
+    }
+
+    /**
+     * Creates an array that is the composition of partially applied arguments,
+     * placeholders, and provided arguments into a single array of arguments.
+     *
+     * @private
+     * @param {Array|Object} args The provided arguments.
+     * @param {Array} partials The arguments to prepend to those provided.
+     * @param {Array} holders The `partials` placeholder indexes.
+     * @returns {Array} Returns the new array of composed arguments.
+     */
+    function composeArgs(args, partials, holders) {
+      var holdersLength = holders.length,
+          argsIndex = -1,
+          argsLength = nativeMax(args.length - holdersLength, 0),
+          leftIndex = -1,
+          leftLength = partials.length,
+          result = Array(leftLength + argsLength);
+
+      while (++leftIndex < leftLength) {
+        result[leftIndex] = partials[leftIndex];
+      }
+      while (++argsIndex < holdersLength) {
+        result[holders[argsIndex]] = args[argsIndex];
+      }
+      while (argsLength--) {
+        result[leftIndex++] = args[argsIndex++];
+      }
+      return result;
+    }
+
+    /**
+     * This function is like `composeArgs` except that the arguments composition
+     * is tailored for `_.partialRight`.
+     *
+     * @private
+     * @param {Array|Object} args The provided arguments.
+     * @param {Array} partials The arguments to append to those provided.
+     * @param {Array} holders The `partials` placeholder indexes.
+     * @returns {Array} Returns the new array of composed arguments.
+     */
+    function composeArgsRight(args, partials, holders) {
+      var holdersIndex = -1,
+          holdersLength = holders.length,
+          argsIndex = -1,
+          argsLength = nativeMax(args.length - holdersLength, 0),
+          rightIndex = -1,
+          rightLength = partials.length,
+          result = Array(argsLength + rightLength);
+
+      while (++argsIndex < argsLength) {
+        result[argsIndex] = args[argsIndex];
+      }
+      var offset = argsIndex;
+      while (++rightIndex < rightLength) {
+        result[offset + rightIndex] = partials[rightIndex];
+      }
+      while (++holdersIndex < holdersLength) {
+        result[offset + holders[holdersIndex]] = args[argsIndex++];
+      }
+      return result;
+    }
+
+    /**
+     * Creates a `_.countBy`, `_.groupBy`, `_.indexBy`, or `_.partition` function.
+     *
+     * @private
+     * @param {Function} setter The function to set keys and values of the accumulator object.
+     * @param {Function} [initializer] The function to initialize the accumulator object.
+     * @returns {Function} Returns the new aggregator function.
+     */
+    function createAggregator(setter, initializer) {
+      return function(collection, iteratee, thisArg) {
+        var result = initializer ? initializer() : {};
+        iteratee = getCallback(iteratee, thisArg, 3);
+
+        if (isArray(collection)) {
+          var index = -1,
+              length = collection.length;
+
+          while (++index < length) {
+            var value = collection[index];
+            setter(result, value, iteratee(value, index, collection), collection);
+          }
+        } else {
+          baseEach(collection, function(value, key, collection) {
+            setter(result, value, iteratee(value, key, collection), collection);
+          });
+        }
+        return result;
+      };
+    }
+
+    /**
+     * Creates a `_.assign`, `_.defaults`, or `_.merge` function.
+     *
+     * @private
+     * @param {Function} assigner The function to assign values.
+     * @returns {Function} Returns the new assigner function.
+     */
+    function createAssigner(assigner) {
+      return restParam(function(object, sources) {
+        var index = -1,
+            length = object == null ? 0 : sources.length,
+            customizer = length > 2 ? sources[length - 2] : undefined,
+            guard = length > 2 ? sources[2] : undefined,
+            thisArg = length > 1 ? sources[length - 1] : undefined;
+
+        if (typeof customizer == 'function') {
+          customizer = bindCallback(customizer, thisArg, 5);
+          length -= 2;
+        } else {
+          customizer = typeof thisArg == 'function' ? thisArg : undefined;
+          length -= (customizer ? 1 : 0);
+        }
+        if (guard && isIterateeCall(sources[0], sources[1], guard)) {
+          customizer = length < 3 ? undefined : customizer;
+          length = 1;
+        }
+        while (++index < length) {
+          var source = sources[index];
+          if (source) {
+            assigner(object, source, customizer);
+          }
+        }
+        return object;
+      });
+    }
+
+    /**
+     * Creates a `baseEach` or `baseEachRight` function.
+     *
+     * @private
+     * @param {Function} eachFunc The function to iterate over a collection.
+     * @param {boolean} [fromRight] Specify iterating from right to left.
+     * @returns {Function} Returns the new base function.
+     */
+    function createBaseEach(eachFunc, fromRight) {
+      return function(collection, iteratee) {
+        var length = collection ? getLength(collection) : 0;
+        if (!isLength(length)) {
+          return eachFunc(collection, iteratee);
+        }
+        var index = fromRight ? length : -1,
+            iterable = toObject(collection);
+
+        while ((fromRight ? index-- : ++index < length)) {
+          if (iteratee(iterable[index], index, iterable) === false) {
+            break;
+          }
+        }
+        return collection;
+      };
+    }
+
+    /**
+     * Creates a base function for `_.forIn` or `_.forInRight`.
+     *
+     * @private
+     * @param {boolean} [fromRight] Specify iterating from right to left.
+     * @returns {Function} Returns the new base function.
+     */
+    function createBaseFor(fromRight) {
+      return function(object, iteratee, keysFunc) {
+        var iterable = toObject(object),
+            props = keysFunc(object),
+            length = props.length,
+            index = fromRight ? length : -1;
+
+        while ((fromRight ? index-- : ++index < length)) {
+          var key = props[index];
+          if (iteratee(iterable[key], key, iterable) === false) {
+            break;
+          }
+        }
+        return object;
+      };
+    }
+
+    /**
+     * Creates a function that wraps `func` and invokes it with the `this`
+     * binding of `thisArg`.
+     *
+     * @private
+     * @param {Function} func The function to bind.
+     * @param {*} [thisArg] The `this` binding of `func`.
+     * @returns {Function} Returns the new bound function.
+     */
+    function createBindWrapper(func, thisArg) {
+      var Ctor = createCtorWrapper(func);
+
+      function wrapper() {
+        var fn = (this && this !== root && this instanceof wrapper) ? Ctor : func;
+        return fn.apply(thisArg, arguments);
+      }
+      return wrapper;
+    }
+
+    /**
+     * Creates a `Set` cache object to optimize linear searches of large arrays.
+     *
+     * @private
+     * @param {Array} [values] The values to cache.
+     * @returns {null|Object} Returns the new cache object if `Set` is supported, else `null`.
+     */
+    function createCache(values) {
+      return (nativeCreate && Set) ? new SetCache(values) : null;
+    }
+
+    /**
+     * Creates a function that produces compound words out of the words in a
+     * given string.
+     *
+     * @private
+     * @param {Function} callback The function to combine each word.
+     * @returns {Function} Returns the new compounder function.
+     */
+    function createCompounder(callback) {
+      return function(string) {
+        var index = -1,
+            array = words(deburr(string)),
+            length = array.length,
+            result = '';
+
+        while (++index < length) {
+          result = callback(result, array[index], index);
+        }
+        return result;
+      };
+    }
+
+    /**
+     * Creates a function that produces an instance of `Ctor` regardless of
+     * whether it was invoked as part of a `new` expression or by `call` or `apply`.
+     *
+     * @private
+     * @param {Function} Ctor The constructor to wrap.
+     * @returns {Function} Returns the new wrapped function.
+     */
+    function createCtorWrapper(Ctor) {
+      return function() {
+        // Use a `switch` statement to work with class constructors.
+        // See http://ecma-international.org/ecma-262/6.0/#sec-ecmascript-function-objects-call-thisargument-argumentslist
+        // for more details.
+        var args = arguments;
+        switch (args.length) {
+          case 0: return new Ctor;
+          case 1: return new Ctor(args[0]);
+          case 2: return new Ctor(args[0], args[1]);
+          case 3: return new Ctor(args[0], args[1], args[2]);
+          case 4: return new Ctor(args[0], args[1], args[2], args[3]);
+          case 5: return new Ctor(args[0], args[1], args[2], args[3], args[4]);
+          case 6: return new Ctor(args[0], args[1], args[2], args[3], args[4], args[5]);
+          case 7: return new Ctor(args[0], args[1], args[2], args[3], args[4], args[5], args[6]);
+        }
+        var thisBinding = baseCreate(Ctor.prototype),
+            result = Ctor.apply(thisBinding, args);
+
+        // Mimic the constructor's `return` behavior.
+        // See https://es5.github.io/#x13.2.2 for more details.
+        return isObject(result) ? result : thisBinding;
+      };
+    }
+
+    /**
+     * Creates a `_.curry` or `_.curryRight` function.
+     *
+     * @private
+     * @param {boolean} flag The curry bit flag.
+     * @returns {Function} Returns the new curry function.
+     */
+    function createCurry(flag) {
+      function curryFunc(func, arity, guard) {
+        if (guard && isIterateeCall(func, arity, guard)) {
+          arity = undefined;
+        }
+        var result = createWrapper(func, flag, undefined, undefined, undefined, undefined, undefined, arity);
+        result.placeholder = curryFunc.placeholder;
+        return result;
+      }
+      return curryFunc;
+    }
+
+    /**
+     * Creates a `_.defaults` or `_.defaultsDeep` function.
+     *
+     * @private
+     * @param {Function} assigner The function to assign values.
+     * @param {Function} customizer The function to customize assigned values.
+     * @returns {Function} Returns the new defaults function.
+     */
+    function createDefaults(assigner, customizer) {
+      return restParam(function(args) {
+        var object = args[0];
+        if (object == null) {
+          return object;
+        }
+        args.push(customizer);
+        return assigner.apply(undefined, args);
+      });
+    }
+
+    /**
+     * Creates a `_.max` or `_.min` function.
+     *
+     * @private
+     * @param {Function} comparator The function used to compare values.
+     * @param {*} exValue The initial extremum value.
+     * @returns {Function} Returns the new extremum function.
+     */
+    function createExtremum(comparator, exValue) {
+      return function(collection, iteratee, thisArg) {
+        if (thisArg && isIterateeCall(collection, iteratee, thisArg)) {
+          iteratee = undefined;
+        }
+        iteratee = getCallback(iteratee, thisArg, 3);
+        if (iteratee.length == 1) {
+          collection = isArray(collection) ? collection : toIterable(collection);
+          var result = arrayExtremum(collection, iteratee, comparator, exValue);
+          if (!(collection.length && result === exValue)) {
+            return result;
+          }
+        }
+        return baseExtremum(collection, iteratee, comparator, exValue);
+      };
+    }
+
+    /**
+     * Creates a `_.find` or `_.findLast` function.
+     *
+     * @private
+     * @param {Function} eachFunc The function to iterate over a collection.
+     * @param {boolean} [fromRight] Specify iterating from right to left.
+     * @returns {Function} Returns the new find function.
+     */
+    function createFind(eachFunc, fromRight) {
+      return function(collection, predicate, thisArg) {
+        predicate = getCallback(predicate, thisArg, 3);
+        if (isArray(collection)) {
+          var index = baseFindIndex(collection, predicate, fromRight);
+          return index > -1 ? collection[index] : undefined;
+        }
+        return baseFind(collection, predicate, eachFunc);
+      };
+    }
+
+    /**
+     * Creates a `_.findIndex` or `_.findLastIndex` function.
+     *
+     * @private
+     * @param {boolean} [fromRight] Specify iterating from right to left.
+     * @returns {Function} Returns the new find function.
+     */
+    function createFindIndex(fromRight) {
+      return function(array, predicate, thisArg) {
+        if (!(array && array.length)) {
+          return -1;
+        }
+        predicate = getCallback(predicate, thisArg, 3);
+        return baseFindIndex(array, predicate, fromRight);
+      };
+    }
+
+    /**
+     * Creates a `_.findKey` or `_.findLastKey` function.
+     *
+     * @private
+     * @param {Function} objectFunc The function to iterate over an object.
+     * @returns {Function} Returns the new find function.
+     */
+    function createFindKey(objectFunc) {
+      return function(object, predicate, thisArg) {
+        predicate = getCallback(predicate, thisArg, 3);
+        return baseFind(object, predicate, objectFunc, true);
+      };
+    }
+
+    /**
+     * Creates a `_.flow` or `_.flowRight` function.
+     *
+     * @private
+     * @param {boolean} [fromRight] Specify iterating from right to left.
+     * @returns {Function} Returns the new flow function.
+     */
+    function createFlow(fromRight) {
+      return function() {
+        var wrapper,
+            length = arguments.length,
+            index = fromRight ? length : -1,
+            leftIndex = 0,
+            funcs = Array(length);
+
+        while ((fromRight ? index-- : ++index < length)) {
+          var func = funcs[leftIndex++] = arguments[index];
+          if (typeof func != 'function') {
+            throw new TypeError(FUNC_ERROR_TEXT);
+          }
+          if (!wrapper && LodashWrapper.prototype.thru && getFuncName(func) == 'wrapper') {
+            wrapper = new LodashWrapper([], true);
+          }
+        }
+        index = wrapper ? -1 : length;
+        while (++index < length) {
+          func = funcs[index];
+
+          var funcName = getFuncName(func),
+              data = funcName == 'wrapper' ? getData(func) : undefined;
+
+          if (data && isLaziable(data[0]) && data[1] == (ARY_FLAG | CURRY_FLAG | PARTIAL_FLAG | REARG_FLAG) && !data[4].length && data[9] == 1) {
+            wrapper = wrapper[getFuncName(data[0])].apply(wrapper, data[3]);
+          } else {
+            wrapper = (func.length == 1 && isLaziable(func)) ? wrapper[funcName]() : wrapper.thru(func);
+          }
+        }
+        return function() {
+          var args = arguments,
+              value = args[0];
+
+          if (wrapper && args.length == 1 && isArray(value) && value.length >= LARGE_ARRAY_SIZE) {
+            return wrapper.plant(value).value();
+          }
+          var index = 0,
+              result = length ? funcs[index].apply(this, args) : value;
+
+          while (++index < length) {
+            result = funcs[index].call(this, result);
+          }
+          return result;
+        };
+      };
+    }
+
+    /**
+     * Creates a function for `_.forEach` or `_.forEachRight`.
+     *
+     * @private
+     * @param {Function} arrayFunc The function to iterate over an array.
+     * @param {Function} eachFunc The function to iterate over a collection.
+     * @returns {Function} Returns the new each function.
+     */
+    function createForEach(arrayFunc, eachFunc) {
+      return function(collection, iteratee, thisArg) {
+        return (typeof iteratee == 'function' && thisArg === undefined && isArray(collection))
+          ? arrayFunc(collection, iteratee)
+          : eachFunc(collection, bindCallback(iteratee, thisArg, 3));
+      };
+    }
+
+    /**
+     * Creates a function for `_.forIn` or `_.forInRight`.
+     *
+     * @private
+     * @param {Function} objectFunc The function to iterate over an object.
+     * @returns {Function} Returns the new each function.
+     */
+    function createForIn(objectFunc) {
+      return function(object, iteratee, thisArg) {
+        if (typeof iteratee != 'function' || thisArg !== undefined) {
+          iteratee = bindCallback(iteratee, thisArg, 3);
+        }
+        return objectFunc(object, iteratee, keysIn);
+      };
+    }
+
+    /**
+     * Creates a function for `_.forOwn` or `_.forOwnRight`.
+     *
+     * @private
+     * @param {Function} objectFunc The function to iterate over an object.
+     * @returns {Function} Returns the new each function.
+     */
+    function createForOwn(objectFunc) {
+      return function(object, iteratee, thisArg) {
+        if (typeof iteratee != 'function' || thisArg !== undefined) {
+          iteratee = bindCallback(iteratee, thisArg, 3);
+        }
+        return objectFunc(object, iteratee);
+      };
+    }
+
+    /**
+     * Creates a function for `_.mapKeys` or `_.mapValues`.
+     *
+     * @private
+     * @param {boolean} [isMapKeys] Specify mapping keys instead of values.
+     * @returns {Function} Returns the new map function.
+     */
+    function createObjectMapper(isMapKeys) {
+      return function(object, iteratee, thisArg) {
+        var result = {};
+        iteratee = getCallback(iteratee, thisArg, 3);
+
+        baseForOwn(object, function(value, key, object) {
+          var mapped = iteratee(value, key, object);
+          key = isMapKeys ? mapped : key;
+          value = isMapKeys ? value : mapped;
+          result[key] = value;
+        });
+        return result;
+      };
+    }
+
+    /**
+     * Creates a function for `_.padLeft` or `_.padRight`.
+     *
+     * @private
+     * @param {boolean} [fromRight] Specify padding from the right.
+     * @returns {Function} Returns the new pad function.
+     */
+    function createPadDir(fromRight) {
+      return function(string, length, chars) {
+        string = baseToString(string);
+        return (fromRight ? string : '') + createPadding(string, length, chars) + (fromRight ? '' : string);
+      };
+    }
+
+    /**
+     * Creates a `_.partial` or `_.partialRight` function.
+     *
+     * @private
+     * @param {boolean} flag The partial bit flag.
+     * @returns {Function} Returns the new partial function.
+     */
+    function createPartial(flag) {
+      var partialFunc = restParam(function(func, partials) {
+        var holders = replaceHolders(partials, partialFunc.placeholder);
+        return createWrapper(func, flag, undefined, partials, holders);
+      });
+      return partialFunc;
+    }
+
+    /**
+     * Creates a function for `_.reduce` or `_.reduceRight`.
+     *
+     * @private
+     * @param {Function} arrayFunc The function to iterate over an array.
+     * @param {Function} eachFunc The function to iterate over a collection.
+     * @returns {Function} Returns the new each function.
+     */
+    function createReduce(arrayFunc, eachFunc) {
+      return function(collection, iteratee, accumulator, thisArg) {
+        var initFromArray = arguments.length < 3;
+        return (typeof iteratee == 'function' && thisArg === undefined && isArray(collection))
+          ? arrayFunc(collection, iteratee, accumulator, initFromArray)
+          : baseReduce(collection, getCallback(iteratee, thisArg, 4), accumulator, initFromArray, eachFunc);
+      };
+    }
+
+    /**
+     * Creates a function that wraps `func` and invokes it with optional `this`
+     * binding of, partial application, and currying.
+     *
+     * @private
+     * @param {Function|string} func The function or method name to reference.
+     * @param {number} bitmask The bitmask of flags. See `createWrapper` for more details.
+     * @param {*} [thisArg] The `this` binding of `func`.
+     * @param {Array} [partials] The arguments to prepend to those provided to the new function.
+     * @param {Array} [holders] The `partials` placeholder indexes.
+     * @param {Array} [partialsRight] The arguments to append to those provided to the new function.
+     * @param {Array} [holdersRight] The `partialsRight` placeholder indexes.
+     * @param {Array} [argPos] The argument positions of the new function.
+     * @param {number} [ary] The arity cap of `func`.
+     * @param {number} [arity] The arity of `func`.
+     * @returns {Function} Returns the new wrapped function.
+     */
+    function createHybridWrapper(func, bitmask, thisArg, partials, holders, partialsRight, holdersRight, argPos, ary, arity) {
+      var isAry = bitmask & ARY_FLAG,
+          isBind = bitmask & BIND_FLAG,
+          isBindKey = bitmask & BIND_KEY_FLAG,
+          isCurry = bitmask & CURRY_FLAG,
+          isCurryBound = bitmask & CURRY_BOUND_FLAG,
+          isCurryRight = bitmask & CURRY_RIGHT_FLAG,
+          Ctor = isBindKey ? undefined : createCtorWrapper(func);
+
+      function wrapper() {
+        // Avoid `arguments` object use disqualifying optimizations by
+        // converting it to an array before providing it to other functions.
+        var length = arguments.length,
+            index = length,
+            args = Array(length);
+
+        while (index--) {
+          args[index] = arguments[index];
+        }
+        if (partials) {
+          args = composeArgs(args, partials, holders);
+        }
+        if (partialsRight) {
+          args = composeArgsRight(args, partialsRight, holdersRight);
+        }
+        if (isCurry || isCurryRight) {
+          var placeholder = wrapper.placeholder,
+              argsHolders = replaceHolders(args, placeholder);
+
+          length -= argsHolders.length;
+          if (length < arity) {
+            var newArgPos = argPos ? arrayCopy(argPos) : undefined,
+                newArity = nativeMax(arity - length, 0),
+                newsHolders = isCurry ? argsHolders : undefined,
+                newHoldersRight = isCurry ? undefined : argsHolders,
+                newPartials = isCurry ? args : undefined,
+                newPartialsRight = isCurry ? undefined : args;
+
+            bitmask |= (isCurry ? PARTIAL_FLAG : PARTIAL_RIGHT_FLAG);
+            bitmask &= ~(isCurry ? PARTIAL_RIGHT_FLAG : PARTIAL_FLAG);
+
+            if (!isCurryBound) {
+              bitmask &= ~(BIND_FLAG | BIND_KEY_FLAG);
+            }
+            var newData = [func, bitmask, thisArg, newPartials, newsHolders, newPartialsRight, newHoldersRight, newArgPos, ary, newArity],
+                result = createHybridWrapper.apply(undefined, newData);
+
+            if (isLaziable(func)) {
+              setData(result, newData);
+            }
+            result.placeholder = placeholder;
+            return result;
+          }
+        }
+        var thisBinding = isBind ? thisArg : this,
+            fn = isBindKey ? thisBinding[func] : func;
+
+        if (argPos) {
+          args = reorder(args, argPos);
+        }
+        if (isAry && ary < args.length) {
+          args.length = ary;
+        }
+        if (this && this !== root && this instanceof wrapper) {
+          fn = Ctor || createCtorWrapper(func);
+        }
+        return fn.apply(thisBinding, args);
+      }
+      return wrapper;
+    }
+
+    /**
+     * Creates the padding required for `string` based on the given `length`.
+     * The `chars` string is truncated if the number of characters exceeds `length`.
+     *
+     * @private
+     * @param {string} string The string to create padding for.
+     * @param {number} [length=0] The padding length.
+     * @param {string} [chars=' '] The string used as padding.
+     * @returns {string} Returns the pad for `string`.
+     */
+    function createPadding(string, length, chars) {
+      var strLength = string.length;
+      length = +length;
+
+      if (strLength >= length || !nativeIsFinite(length)) {
+        return '';
+      }
+      var padLength = length - strLength;
+      chars = chars == null ? ' ' : (chars + '');
+      return repeat(chars, nativeCeil(padLength / chars.length)).slice(0, padLength);
+    }
+
+    /**
+     * Creates a function that wraps `func` and invokes it with the optional `this`
+     * binding of `thisArg` and the `partials` prepended to those provided to
+     * the wrapper.
+     *
+     * @private
+     * @param {Function} func The function to partially apply arguments to.
+     * @param {number} bitmask The bitmask of flags. See `createWrapper` for more details.
+     * @param {*} thisArg The `this` binding of `func`.
+     * @param {Array} partials The arguments to prepend to those provided to the new function.
+     * @returns {Function} Returns the new bound function.
+     */
+    function createPartialWrapper(func, bitmask, thisArg, partials) {
+      var isBind = bitmask & BIND_FLAG,
+          Ctor = createCtorWrapper(func);
+
+      function wrapper() {
+        // Avoid `arguments` object use disqualifying optimizations by
+        // converting it to an array before providing it `func`.
+        var argsIndex = -1,
+            argsLength = arguments.length,
+            leftIndex = -1,
+            leftLength = partials.length,
+            args = Array(leftLength + argsLength);
+
+        while (++leftIndex < leftLength) {
+          args[leftIndex] = partials[leftIndex];
+        }
+        while (argsLength--) {
+          args[leftIndex++] = arguments[++argsIndex];
+        }
+        var fn = (this && this !== root && this instanceof wrapper) ? Ctor : func;
+        return fn.apply(isBind ? thisArg : this, args);
+      }
+      return wrapper;
+    }
+
+    /**
+     * Creates a `_.ceil`, `_.floor`, or `_.round` function.
+     *
+     * @private
+     * @param {string} methodName The name of the `Math` method to use when rounding.
+     * @returns {Function} Returns the new round function.
+     */
+    function createRound(methodName) {
+      var func = Math[methodName];
+      return function(number, precision) {
+        precision = precision === undefined ? 0 : (+precision || 0);
+        if (precision) {
+          precision = pow(10, precision);
+          return func(number * precision) / precision;
+        }
+        return func(number);
+      };
+    }
+
+    /**
+     * Creates a `_.sortedIndex` or `_.sortedLastIndex` function.
+     *
+     * @private
+     * @param {boolean} [retHighest] Specify returning the highest qualified index.
+     * @returns {Function} Returns the new index function.
+     */
+    function createSortedIndex(retHighest) {
+      return function(array, value, iteratee, thisArg) {
+        var callback = getCallback(iteratee);
+        return (iteratee == null && callback === baseCallback)
+          ? binaryIndex(array, value, retHighest)
+          : binaryIndexBy(array, value, callback(iteratee, thisArg, 1), retHighest);
+      };
+    }
+
+    /**
+     * Creates a function that either curries or invokes `func` with optional
+     * `this` binding and partially applied arguments.
+     *
+     * @private
+     * @param {Function|string} func The function or method name to reference.
+     * @param {number} bitmask The bitmask of flags.
+     *  The bitmask may be composed of the following flags:
+     *     1 - `_.bind`
+     *     2 - `_.bindKey`
+     *     4 - `_.curry` or `_.curryRight` of a bound function
+     *     8 - `_.curry`
+     *    16 - `_.curryRight`
+     *    32 - `_.partial`
+     *    64 - `_.partialRight`
+     *   128 - `_.rearg`
+     *   256 - `_.ary`
+     * @param {*} [thisArg] The `this` binding of `func`.
+     * @param {Array} [partials] The arguments to be partially applied.
+     * @param {Array} [holders] The `partials` placeholder indexes.
+     * @param {Array} [argPos] The argument positions of the new function.
+     * @param {number} [ary] The arity cap of `func`.
+     * @param {number} [arity] The arity of `func`.
+     * @returns {Function} Returns the new wrapped function.
+     */
+    function createWrapper(func, bitmask, thisArg, partials, holders, argPos, ary, arity) {
+      var isBindKey = bitmask & BIND_KEY_FLAG;
+      if (!isBindKey && typeof func != 'function') {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      var length = partials ? partials.length : 0;
+      if (!length) {
+        bitmask &= ~(PARTIAL_FLAG | PARTIAL_RIGHT_FLAG);
+        partials = holders = undefined;
+      }
+      length -= (holders ? holders.length : 0);
+      if (bitmask & PARTIAL_RIGHT_FLAG) {
+        var partialsRight = partials,
+            holdersRight = holders;
+
+        partials = holders = undefined;
+      }
+      var data = isBindKey ? undefined : getData(func),
+          newData = [func, bitmask, thisArg, partials, holders, partialsRight, holdersRight, argPos, ary, arity];
+
+      if (data) {
+        mergeData(newData, data);
+        bitmask = newData[1];
+        arity = newData[9];
+      }
+      newData[9] = arity == null
+        ? (isBindKey ? 0 : func.length)
+        : (nativeMax(arity - length, 0) || 0);
+
+      if (bitmask == BIND_FLAG) {
+        var result = createBindWrapper(newData[0], newData[2]);
+      } else if ((bitmask == PARTIAL_FLAG || bitmask == (BIND_FLAG | PARTIAL_FLAG)) && !newData[4].length) {
+        result = createPartialWrapper.apply(undefined, newData);
+      } else {
+        result = createHybridWrapper.apply(undefined, newData);
+      }
+      var setter = data ? baseSetData : setData;
+      return setter(result, newData);
+    }
+
+    /**
+     * A specialized version of `baseIsEqualDeep` for arrays with support for
+     * partial deep comparisons.
+     *
+     * @private
+     * @param {Array} array The array to compare.
+     * @param {Array} other The other array to compare.
+     * @param {Function} equalFunc The function to determine equivalents of values.
+     * @param {Function} [customizer] The function to customize comparing arrays.
+     * @param {boolean} [isLoose] Specify performing partial comparisons.
+     * @param {Array} [stackA] Tracks traversed `value` objects.
+     * @param {Array} [stackB] Tracks traversed `other` objects.
+     * @returns {boolean} Returns `true` if the arrays are equivalent, else `false`.
+     */
+    function equalArrays(array, other, equalFunc, customizer, isLoose, stackA, stackB) {
+      var index = -1,
+          arrLength = array.length,
+          othLength = other.length;
+
+      if (arrLength != othLength && !(isLoose && othLength > arrLength)) {
+        return false;
+      }
+      // Ignore non-index properties.
+      while (++index < arrLength) {
+        var arrValue = array[index],
+            othValue = other[index],
+            result = customizer ? customizer(isLoose ? othValue : arrValue, isLoose ? arrValue : othValue, index) : undefined;
+
+        if (result !== undefined) {
+          if (result) {
+            continue;
+          }
+          return false;
+        }
+        // Recursively compare arrays (susceptible to call stack limits).
+        if (isLoose) {
+          if (!arraySome(other, function(othValue) {
+                return arrValue === othValue || equalFunc(arrValue, othValue, customizer, isLoose, stackA, stackB);
+              })) {
+            return false;
+          }
+        } else if (!(arrValue === othValue || equalFunc(arrValue, othValue, customizer, isLoose, stackA, stackB))) {
+          return false;
+        }
+      }
+      return true;
+    }
+
+    /**
+     * A specialized version of `baseIsEqualDeep` for comparing objects of
+     * the same `toStringTag`.
+     *
+     * **Note:** This function only supports comparing values with tags of
+     * `Boolean`, `Date`, `Error`, `Number`, `RegExp`, or `String`.
+     *
+     * @private
+     * @param {Object} object The object to compare.
+     * @param {Object} other The other object to compare.
+     * @param {string} tag The `toStringTag` of the objects to compare.
+     * @returns {boolean} Returns `true` if the objects are equivalent, else `false`.
+     */
+    function equalByTag(object, other, tag) {
+      switch (tag) {
+        case boolTag:
+        case dateTag:
+          // Coerce dates and booleans to numbers, dates to milliseconds and booleans
+          // to `1` or `0` treating invalid dates coerced to `NaN` as not equal.
+          return +object == +other;
+
+        case errorTag:
+          return object.name == other.name && object.message == other.message;
+
+        case numberTag:
+          // Treat `NaN` vs. `NaN` as equal.
+          return (object != +object)
+            ? other != +other
+            : object == +other;
+
+        case regexpTag:
+        case stringTag:
+          // Coerce regexes to strings and treat strings primitives and string
+          // objects as equal. See https://es5.github.io/#x15.10.6.4 for more details.
+          return object == (other + '');
+      }
+      return false;
+    }
+
+    /**
+     * A specialized version of `baseIsEqualDeep` for objects with support for
+     * partial deep comparisons.
+     *
+     * @private
+     * @param {Object} object The object to compare.
+     * @param {Object} other The other object to compare.
+     * @param {Function} equalFunc The function to determine equivalents of values.
+     * @param {Function} [customizer] The function to customize comparing values.
+     * @param {boolean} [isLoose] Specify performing partial comparisons.
+     * @param {Array} [stackA] Tracks traversed `value` objects.
+     * @param {Array} [stackB] Tracks traversed `other` objects.
+     * @returns {boolean} Returns `true` if the objects are equivalent, else `false`.
+     */
+    function equalObjects(object, other, equalFunc, customizer, isLoose, stackA, stackB) {
+      var objProps = keys(object),
+          objLength = objProps.length,
+          othProps = keys(other),
+          othLength = othProps.length;
+
+      if (objLength != othLength && !isLoose) {
+        return false;
+      }
+      var index = objLength;
+      while (index--) {
+        var key = objProps[index];
+        if (!(isLoose ? key in other : hasOwnProperty.call(other, key))) {
+          return false;
+        }
+      }
+      var skipCtor = isLoose;
+      while (++index < objLength) {
+        key = objProps[index];
+        var objValue = object[key],
+            othValue = other[key],
+            result = customizer ? customizer(isLoose ? othValue : objValue, isLoose? objValue : othValue, key) : undefined;
+
+        // Recursively compare objects (susceptible to call stack limits).
+        if (!(result === undefined ? equalFunc(objValue, othValue, customizer, isLoose, stackA, stackB) : result)) {
+          return false;
+        }
+        skipCtor || (skipCtor = key == 'constructor');
+      }
+      if (!skipCtor) {
+        var objCtor = object.constructor,
+            othCtor = other.constructor;
+
+        // Non `Object` object instances with different constructors are not equal.
+        if (objCtor != othCtor &&
+            ('constructor' in object && 'constructor' in other) &&
+            !(typeof objCtor == 'function' && objCtor instanceof objCtor &&
+              typeof othCtor == 'function' && othCtor instanceof othCtor)) {
+          return false;
+        }
+      }
+      return true;
+    }
+
+    /**
+     * Gets the appropriate "callback" function. If the `_.callback` method is
+     * customized this function returns the custom method, otherwise it returns
+     * the `baseCallback` function. If arguments are provided the chosen function
+     * is invoked with them and its result is returned.
+     *
+     * @private
+     * @returns {Function} Returns the chosen function or its result.
+     */
+    function getCallback(func, thisArg, argCount) {
+      var result = lodash.callback || callback;
+      result = result === callback ? baseCallback : result;
+      return argCount ? result(func, thisArg, argCount) : result;
+    }
+
+    /**
+     * Gets metadata for `func`.
+     *
+     * @private
+     * @param {Function} func The function to query.
+     * @returns {*} Returns the metadata for `func`.
+     */
+    var getData = !metaMap ? noop : function(func) {
+      return metaMap.get(func);
+    };
+
+    /**
+     * Gets the name of `func`.
+     *
+     * @private
+     * @param {Function} func The function to query.
+     * @returns {string} Returns the function name.
+     */
+    function getFuncName(func) {
+      var result = func.name,
+          array = realNames[result],
+          length = array ? array.length : 0;
+
+      while (length--) {
+        var data = array[length],
+            otherFunc = data.func;
+        if (otherFunc == null || otherFunc == func) {
+          return data.name;
+        }
+      }
+      return result;
+    }
+
+    /**
+     * Gets the appropriate "indexOf" function. If the `_.indexOf` method is
+     * customized this function returns the custom method, otherwise it returns
+     * the `baseIndexOf` function. If arguments are provided the chosen function
+     * is invoked with them and its result is returned.
+     *
+     * @private
+     * @returns {Function|number} Returns the chosen function or its result.
+     */
+    function getIndexOf(collection, target, fromIndex) {
+      var result = lodash.indexOf || indexOf;
+      result = result === indexOf ? baseIndexOf : result;
+      return collection ? result(collection, target, fromIndex) : result;
+    }
+
+    /**
+     * Gets the "length" property value of `object`.
+     *
+     * **Note:** This function is used to avoid a [JIT bug](https://bugs.webkit.org/show_bug.cgi?id=142792)
+     * that affects Safari on at least iOS 8.1-8.3 ARM64.
+     *
+     * @private
+     * @param {Object} object The object to query.
+     * @returns {*} Returns the "length" value.
+     */
+    var getLength = baseProperty('length');
+
+    /**
+     * Gets the propery names, values, and compare flags of `object`.
+     *
+     * @private
+     * @param {Object} object The object to query.
+     * @returns {Array} Returns the match data of `object`.
+     */
+    function getMatchData(object) {
+      var result = pairs(object),
+          length = result.length;
+
+      while (length--) {
+        result[length][2] = isStrictComparable(result[length][1]);
+      }
+      return result;
+    }
+
+    /**
+     * Gets the native function at `key` of `object`.
+     *
+     * @private
+     * @param {Object} object The object to query.
+     * @param {string} key The key of the method to get.
+     * @returns {*} Returns the function if it's native, else `undefined`.
+     */
+    function getNative(object, key) {
+      var value = object == null ? undefined : object[key];
+      return isNative(value) ? value : undefined;
+    }
+
+    /**
+     * Gets the view, applying any `transforms` to the `start` and `end` positions.
+     *
+     * @private
+     * @param {number} start The start of the view.
+     * @param {number} end The end of the view.
+     * @param {Array} transforms The transformations to apply to the view.
+     * @returns {Object} Returns an object containing the `start` and `end`
+     *  positions of the view.
+     */
+    function getView(start, end, transforms) {
+      var index = -1,
+          length = transforms.length;
+
+      while (++index < length) {
+        var data = transforms[index],
+            size = data.size;
+
+        switch (data.type) {
+          case 'drop':      start += size; break;
+          case 'dropRight': end -= size; break;
+          case 'take':      end = nativeMin(end, start + size); break;
+          case 'takeRight': start = nativeMax(start, end - size); break;
+        }
+      }
+      return { 'start': start, 'end': end };
+    }
+
+    /**
+     * Initializes an array clone.
+     *
+     * @private
+     * @param {Array} array The array to clone.
+     * @returns {Array} Returns the initialized clone.
+     */
+    function initCloneArray(array) {
+      var length = array.length,
+          result = new array.constructor(length);
+
+      // Add array properties assigned by `RegExp#exec`.
+      if (length && typeof array[0] == 'string' && hasOwnProperty.call(array, 'index')) {
+        result.index = array.index;
+        result.input = array.input;
+      }
+      return result;
+    }
+
+    /**
+     * Initializes an object clone.
+     *
+     * @private
+     * @param {Object} object The object to clone.
+     * @returns {Object} Returns the initialized clone.
+     */
+    function initCloneObject(object) {
+      var Ctor = object.constructor;
+      if (!(typeof Ctor == 'function' && Ctor instanceof Ctor)) {
+        Ctor = Object;
+      }
+      return new Ctor;
+    }
+
+    /**
+     * Initializes an object clone based on its `toStringTag`.
+     *
+     * **Note:** This function only supports cloning values with tags of
+     * `Boolean`, `Date`, `Error`, `Number`, `RegExp`, or `String`.
+     *
+     * @private
+     * @param {Object} object The object to clone.
+     * @param {string} tag The `toStringTag` of the object to clone.
+     * @param {boolean} [isDeep] Specify a deep clone.
+     * @returns {Object} Returns the initialized clone.
+     */
+    function initCloneByTag(object, tag, isDeep) {
+      var Ctor = object.constructor;
+      switch (tag) {
+        case arrayBufferTag:
+          return bufferClone(object);
+
+        case boolTag:
+        case dateTag:
+          return new Ctor(+object);
+
+        case float32Tag: case float64Tag:
+        case int8Tag: case int16Tag: case int32Tag:
+        case uint8Tag: case uint8ClampedTag: case uint16Tag: case uint32Tag:
+          var buffer = object.buffer;
+          return new Ctor(isDeep ? bufferClone(buffer) : buffer, object.byteOffset, object.length);
+
+        case numberTag:
+        case stringTag:
+          return new Ctor(object);
+
+        case regexpTag:
+          var result = new Ctor(object.source, reFlags.exec(object));
+          result.lastIndex = object.lastIndex;
+      }
+      return result;
+    }
+
+    /**
+     * Invokes the method at `path` on `object`.
+     *
+     * @private
+     * @param {Object} object The object to query.
+     * @param {Array|string} path The path of the method to invoke.
+     * @param {Array} args The arguments to invoke the method with.
+     * @returns {*} Returns the result of the invoked method.
+     */
+    function invokePath(object, path, args) {
+      if (object != null && !isKey(path, object)) {
+        path = toPath(path);
+        object = path.length == 1 ? object : baseGet(object, baseSlice(path, 0, -1));
+        path = last(path);
+      }
+      var func = object == null ? object : object[path];
+      return func == null ? undefined : func.apply(object, args);
+    }
+
+    /**
+     * Checks if `value` is array-like.
+     *
+     * @private
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is array-like, else `false`.
+     */
+    function isArrayLike(value) {
+      return value != null && isLength(getLength(value));
+    }
+
+    /**
+     * Checks if `value` is a valid array-like index.
+     *
+     * @private
+     * @param {*} value The value to check.
+     * @param {number} [length=MAX_SAFE_INTEGER] The upper bounds of a valid index.
+     * @returns {boolean} Returns `true` if `value` is a valid index, else `false`.
+     */
+    function isIndex(value, length) {
+      value = (typeof value == 'number' || reIsUint.test(value)) ? +value : -1;
+      length = length == null ? MAX_SAFE_INTEGER : length;
+      return value > -1 && value % 1 == 0 && value < length;
+    }
+
+    /**
+     * Checks if the provided arguments are from an iteratee call.
+     *
+     * @private
+     * @param {*} value The potential iteratee value argument.
+     * @param {*} index The potential iteratee index or key argument.
+     * @param {*} object The potential iteratee object argument.
+     * @returns {boolean} Returns `true` if the arguments are from an iteratee call, else `false`.
+     */
+    function isIterateeCall(value, index, object) {
+      if (!isObject(object)) {
+        return false;
+      }
+      var type = typeof index;
+      if (type == 'number'
+          ? (isArrayLike(object) && isIndex(index, object.length))
+          : (type == 'string' && index in object)) {
+        var other = object[index];
+        return value === value ? (value === other) : (other !== other);
+      }
+      return false;
+    }
+
+    /**
+     * Checks if `value` is a property name and not a property path.
+     *
+     * @private
+     * @param {*} value The value to check.
+     * @param {Object} [object] The object to query keys on.
+     * @returns {boolean} Returns `true` if `value` is a property name, else `false`.
+     */
+    function isKey(value, object) {
+      var type = typeof value;
+      if ((type == 'string' && reIsPlainProp.test(value)) || type == 'number') {
+        return true;
+      }
+      if (isArray(value)) {
+        return false;
+      }
+      var result = !reIsDeepProp.test(value);
+      return result || (object != null && value in toObject(object));
+    }
+
+    /**
+     * Checks if `func` has a lazy counterpart.
+     *
+     * @private
+     * @param {Function} func The function to check.
+     * @returns {boolean} Returns `true` if `func` has a lazy counterpart, else `false`.
+     */
+    function isLaziable(func) {
+      var funcName = getFuncName(func);
+      if (!(funcName in LazyWrapper.prototype)) {
+        return false;
+      }
+      var other = lodash[funcName];
+      if (func === other) {
+        return true;
+      }
+      var data = getData(other);
+      return !!data && func === data[0];
+    }
+
+    /**
+     * Checks if `value` is a valid array-like length.
+     *
+     * **Note:** This function is based on [`ToLength`](http://ecma-international.org/ecma-262/6.0/#sec-tolength).
+     *
+     * @private
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is a valid length, else `false`.
+     */
+    function isLength(value) {
+      return typeof value == 'number' && value > -1 && value % 1 == 0 && value <= MAX_SAFE_INTEGER;
+    }
+
+    /**
+     * Checks if `value` is suitable for strict equality comparisons, i.e. `===`.
+     *
+     * @private
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` if suitable for strict
+     *  equality comparisons, else `false`.
+     */
+    function isStrictComparable(value) {
+      return value === value && !isObject(value);
+    }
+
+    /**
+     * Merges the function metadata of `source` into `data`.
+     *
+     * Merging metadata reduces the number of wrappers required to invoke a function.
+     * This is possible because methods like `_.bind`, `_.curry`, and `_.partial`
+     * may be applied regardless of execution order. Methods like `_.ary` and `_.rearg`
+     * augment function arguments, making the order in which they are executed important,
+     * preventing the merging of metadata. However, we make an exception for a safe
+     * common case where curried functions have `_.ary` and or `_.rearg` applied.
+     *
+     * @private
+     * @param {Array} data The destination metadata.
+     * @param {Array} source The source metadata.
+     * @returns {Array} Returns `data`.
+     */
+    function mergeData(data, source) {
+      var bitmask = data[1],
+          srcBitmask = source[1],
+          newBitmask = bitmask | srcBitmask,
+          isCommon = newBitmask < ARY_FLAG;
+
+      var isCombo =
+        (srcBitmask == ARY_FLAG && bitmask == CURRY_FLAG) ||
+        (srcBitmask == ARY_FLAG && bitmask == REARG_FLAG && data[7].length <= source[8]) ||
+        (srcBitmask == (ARY_FLAG | REARG_FLAG) && bitmask == CURRY_FLAG);
+
+      // Exit early if metadata can't be merged.
+      if (!(isCommon || isCombo)) {
+        return data;
+      }
+      // Use source `thisArg` if available.
+      if (srcBitmask & BIND_FLAG) {
+        data[2] = source[2];
+        // Set when currying a bound function.
+        newBitmask |= (bitmask & BIND_FLAG) ? 0 : CURRY_BOUND_FLAG;
+      }
+      // Compose partial arguments.
+      var value = source[3];
+      if (value) {
+        var partials = data[3];
+        data[3] = partials ? composeArgs(partials, value, source[4]) : arrayCopy(value);
+        data[4] = partials ? replaceHolders(data[3], PLACEHOLDER) : arrayCopy(source[4]);
+      }
+      // Compose partial right arguments.
+      value = source[5];
+      if (value) {
+        partials = data[5];
+        data[5] = partials ? composeArgsRight(partials, value, source[6]) : arrayCopy(value);
+        data[6] = partials ? replaceHolders(data[5], PLACEHOLDER) : arrayCopy(source[6]);
+      }
+      // Use source `argPos` if available.
+      value = source[7];
+      if (value) {
+        data[7] = arrayCopy(value);
+      }
+      // Use source `ary` if it's smaller.
+      if (srcBitmask & ARY_FLAG) {
+        data[8] = data[8] == null ? source[8] : nativeMin(data[8], source[8]);
+      }
+      // Use source `arity` if one is not provided.
+      if (data[9] == null) {
+        data[9] = source[9];
+      }
+      // Use source `func` and merge bitmasks.
+      data[0] = source[0];
+      data[1] = newBitmask;
+
+      return data;
+    }
+
+    /**
+     * Used by `_.defaultsDeep` to customize its `_.merge` use.
+     *
+     * @private
+     * @param {*} objectValue The destination object property value.
+     * @param {*} sourceValue The source object property value.
+     * @returns {*} Returns the value to assign to the destination object.
+     */
+    function mergeDefaults(objectValue, sourceValue) {
+      return objectValue === undefined ? sourceValue : merge(objectValue, sourceValue, mergeDefaults);
+    }
+
+    /**
+     * A specialized version of `_.pick` which picks `object` properties specified
+     * by `props`.
+     *
+     * @private
+     * @param {Object} object The source object.
+     * @param {string[]} props The property names to pick.
+     * @returns {Object} Returns the new object.
+     */
+    function pickByArray(object, props) {
+      object = toObject(object);
+
+      var index = -1,
+          length = props.length,
+          result = {};
+
+      while (++index < length) {
+        var key = props[index];
+        if (key in object) {
+          result[key] = object[key];
+        }
+      }
+      return result;
+    }
+
+    /**
+     * A specialized version of `_.pick` which picks `object` properties `predicate`
+     * returns truthy for.
+     *
+     * @private
+     * @param {Object} object The source object.
+     * @param {Function} predicate The function invoked per iteration.
+     * @returns {Object} Returns the new object.
+     */
+    function pickByCallback(object, predicate) {
+      var result = {};
+      baseForIn(object, function(value, key, object) {
+        if (predicate(value, key, object)) {
+          result[key] = value;
+        }
+      });
+      return result;
+    }
+
+    /**
+     * Reorder `array` according to the specified indexes where the element at
+     * the first index is assigned as the first element, the element at
+     * the second index is assigned as the second element, and so on.
+     *
+     * @private
+     * @param {Array} array The array to reorder.
+     * @param {Array} indexes The arranged array indexes.
+     * @returns {Array} Returns `array`.
+     */
+    function reorder(array, indexes) {
+      var arrLength = array.length,
+          length = nativeMin(indexes.length, arrLength),
+          oldArray = arrayCopy(array);
+
+      while (length--) {
+        var index = indexes[length];
+        array[length] = isIndex(index, arrLength) ? oldArray[index] : undefined;
+      }
+      return array;
+    }
+
+    /**
+     * Sets metadata for `func`.
+     *
+     * **Note:** If this function becomes hot, i.e. is invoked a lot in a short
+     * period of time, it will trip its breaker and transition to an identity function
+     * to avoid garbage collection pauses in V8. See [V8 issue 2070](https://code.google.com/p/v8/issues/detail?id=2070)
+     * for more details.
+     *
+     * @private
+     * @param {Function} func The function to associate metadata with.
+     * @param {*} data The metadata.
+     * @returns {Function} Returns `func`.
+     */
+    var setData = (function() {
+      var count = 0,
+          lastCalled = 0;
+
+      return function(key, value) {
+        var stamp = now(),
+            remaining = HOT_SPAN - (stamp - lastCalled);
+
+        lastCalled = stamp;
+        if (remaining > 0) {
+          if (++count >= HOT_COUNT) {
+            return key;
+          }
+        } else {
+          count = 0;
+        }
+        return baseSetData(key, value);
+      };
+    }());
+
+    /**
+     * A fallback implementation of `Object.keys` which creates an array of the
+     * own enumerable property names of `object`.
+     *
+     * @private
+     * @param {Object} object The object to query.
+     * @returns {Array} Returns the array of property names.
+     */
+    function shimKeys(object) {
+      var props = keysIn(object),
+          propsLength = props.length,
+          length = propsLength && object.length;
+
+      var allowIndexes = !!length && isLength(length) &&
+        (isArray(object) || isArguments(object));
+
+      var index = -1,
+          result = [];
+
+      while (++index < propsLength) {
+        var key = props[index];
+        if ((allowIndexes && isIndex(key, length)) || hasOwnProperty.call(object, key)) {
+          result.push(key);
+        }
+      }
+      return result;
+    }
+
+    /**
+     * Converts `value` to an array-like object if it's not one.
+     *
+     * @private
+     * @param {*} value The value to process.
+     * @returns {Array|Object} Returns the array-like object.
+     */
+    function toIterable(value) {
+      if (value == null) {
+        return [];
+      }
+      if (!isArrayLike(value)) {
+        return values(value);
+      }
+      return isObject(value) ? value : Object(value);
+    }
+
+    /**
+     * Converts `value` to an object if it's not one.
+     *
+     * @private
+     * @param {*} value The value to process.
+     * @returns {Object} Returns the object.
+     */
+    function toObject(value) {
+      return isObject(value) ? value : Object(value);
+    }
+
+    /**
+     * Converts `value` to property path array if it's not one.
+     *
+     * @private
+     * @param {*} value The value to process.
+     * @returns {Array} Returns the property path array.
+     */
+    function toPath(value) {
+      if (isArray(value)) {
+        return value;
+      }
+      var result = [];
+      baseToString(value).replace(rePropName, function(match, number, quote, string) {
+        result.push(quote ? string.replace(reEscapeChar, '$1') : (number || match));
+      });
+      return result;
+    }
+
+    /**
+     * Creates a clone of `wrapper`.
+     *
+     * @private
+     * @param {Object} wrapper The wrapper to clone.
+     * @returns {Object} Returns the cloned wrapper.
+     */
+    function wrapperClone(wrapper) {
+      return wrapper instanceof LazyWrapper
+        ? wrapper.clone()
+        : new LodashWrapper(wrapper.__wrapped__, wrapper.__chain__, arrayCopy(wrapper.__actions__));
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Creates an array of elements split into groups the length of `size`.
+     * If `collection` can't be split evenly, the final chunk will be the remaining
+     * elements.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to process.
+     * @param {number} [size=1] The length of each chunk.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Array} Returns the new array containing chunks.
+     * @example
+     *
+     * _.chunk(['a', 'b', 'c', 'd'], 2);
+     * // => [['a', 'b'], ['c', 'd']]
+     *
+     * _.chunk(['a', 'b', 'c', 'd'], 3);
+     * // => [['a', 'b', 'c'], ['d']]
+     */
+    function chunk(array, size, guard) {
+      if (guard ? isIterateeCall(array, size, guard) : size == null) {
+        size = 1;
+      } else {
+        size = nativeMax(nativeFloor(size) || 1, 1);
+      }
+      var index = 0,
+          length = array ? array.length : 0,
+          resIndex = -1,
+          result = Array(nativeCeil(length / size));
+
+      while (index < length) {
+        result[++resIndex] = baseSlice(array, index, (index += size));
+      }
+      return result;
+    }
+
+    /**
+     * Creates an array with all falsey values removed. The values `false`, `null`,
+     * `0`, `""`, `undefined`, and `NaN` are falsey.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to compact.
+     * @returns {Array} Returns the new array of filtered values.
+     * @example
+     *
+     * _.compact([0, 1, false, 2, '', 3]);
+     * // => [1, 2, 3]
+     */
+    function compact(array) {
+      var index = -1,
+          length = array ? array.length : 0,
+          resIndex = -1,
+          result = [];
+
+      while (++index < length) {
+        var value = array[index];
+        if (value) {
+          result[++resIndex] = value;
+        }
+      }
+      return result;
+    }
+
+    /**
+     * Creates an array of unique `array` values not included in the other
+     * provided arrays using [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+     * for equality comparisons.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to inspect.
+     * @param {...Array} [values] The arrays of values to exclude.
+     * @returns {Array} Returns the new array of filtered values.
+     * @example
+     *
+     * _.difference([1, 2, 3], [4, 2]);
+     * // => [1, 3]
+     */
+    var difference = restParam(function(array, values) {
+      return (isObjectLike(array) && isArrayLike(array))
+        ? baseDifference(array, baseFlatten(values, false, true))
+        : [];
+    });
+
+    /**
+     * Creates a slice of `array` with `n` elements dropped from the beginning.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @param {number} [n=1] The number of elements to drop.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.drop([1, 2, 3]);
+     * // => [2, 3]
+     *
+     * _.drop([1, 2, 3], 2);
+     * // => [3]
+     *
+     * _.drop([1, 2, 3], 5);
+     * // => []
+     *
+     * _.drop([1, 2, 3], 0);
+     * // => [1, 2, 3]
+     */
+    function drop(array, n, guard) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return [];
+      }
+      if (guard ? isIterateeCall(array, n, guard) : n == null) {
+        n = 1;
+      }
+      return baseSlice(array, n < 0 ? 0 : n);
+    }
+
+    /**
+     * Creates a slice of `array` with `n` elements dropped from the end.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @param {number} [n=1] The number of elements to drop.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.dropRight([1, 2, 3]);
+     * // => [1, 2]
+     *
+     * _.dropRight([1, 2, 3], 2);
+     * // => [1]
+     *
+     * _.dropRight([1, 2, 3], 5);
+     * // => []
+     *
+     * _.dropRight([1, 2, 3], 0);
+     * // => [1, 2, 3]
+     */
+    function dropRight(array, n, guard) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return [];
+      }
+      if (guard ? isIterateeCall(array, n, guard) : n == null) {
+        n = 1;
+      }
+      n = length - (+n || 0);
+      return baseSlice(array, 0, n < 0 ? 0 : n);
+    }
+
+    /**
+     * Creates a slice of `array` excluding elements dropped from the end.
+     * Elements are dropped until `predicate` returns falsey. The predicate is
+     * bound to `thisArg` and invoked with three arguments: (value, index, array).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that match the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.dropRightWhile([1, 2, 3], function(n) {
+     *   return n > 1;
+     * });
+     * // => [1]
+     *
+     * var users = [
+     *   { 'user': 'barney',  'active': true },
+     *   { 'user': 'fred',    'active': false },
+     *   { 'user': 'pebbles', 'active': false }
+     * ];
+     *
+     * // using the `_.matches` callback shorthand
+     * _.pluck(_.dropRightWhile(users, { 'user': 'pebbles', 'active': false }), 'user');
+     * // => ['barney', 'fred']
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.pluck(_.dropRightWhile(users, 'active', false), 'user');
+     * // => ['barney']
+     *
+     * // using the `_.property` callback shorthand
+     * _.pluck(_.dropRightWhile(users, 'active'), 'user');
+     * // => ['barney', 'fred', 'pebbles']
+     */
+    function dropRightWhile(array, predicate, thisArg) {
+      return (array && array.length)
+        ? baseWhile(array, getCallback(predicate, thisArg, 3), true, true)
+        : [];
+    }
+
+    /**
+     * Creates a slice of `array` excluding elements dropped from the beginning.
+     * Elements are dropped until `predicate` returns falsey. The predicate is
+     * bound to `thisArg` and invoked with three arguments: (value, index, array).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.dropWhile([1, 2, 3], function(n) {
+     *   return n < 3;
+     * });
+     * // => [3]
+     *
+     * var users = [
+     *   { 'user': 'barney',  'active': false },
+     *   { 'user': 'fred',    'active': false },
+     *   { 'user': 'pebbles', 'active': true }
+     * ];
+     *
+     * // using the `_.matches` callback shorthand
+     * _.pluck(_.dropWhile(users, { 'user': 'barney', 'active': false }), 'user');
+     * // => ['fred', 'pebbles']
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.pluck(_.dropWhile(users, 'active', false), 'user');
+     * // => ['pebbles']
+     *
+     * // using the `_.property` callback shorthand
+     * _.pluck(_.dropWhile(users, 'active'), 'user');
+     * // => ['barney', 'fred', 'pebbles']
+     */
+    function dropWhile(array, predicate, thisArg) {
+      return (array && array.length)
+        ? baseWhile(array, getCallback(predicate, thisArg, 3), true)
+        : [];
+    }
+
+    /**
+     * Fills elements of `array` with `value` from `start` up to, but not
+     * including, `end`.
+     *
+     * **Note:** This method mutates `array`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to fill.
+     * @param {*} value The value to fill `array` with.
+     * @param {number} [start=0] The start position.
+     * @param {number} [end=array.length] The end position.
+     * @returns {Array} Returns `array`.
+     * @example
+     *
+     * var array = [1, 2, 3];
+     *
+     * _.fill(array, 'a');
+     * console.log(array);
+     * // => ['a', 'a', 'a']
+     *
+     * _.fill(Array(3), 2);
+     * // => [2, 2, 2]
+     *
+     * _.fill([4, 6, 8], '*', 1, 2);
+     * // => [4, '*', 8]
+     */
+    function fill(array, value, start, end) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return [];
+      }
+      if (start && typeof start != 'number' && isIterateeCall(array, value, start)) {
+        start = 0;
+        end = length;
+      }
+      return baseFill(array, value, start, end);
+    }
+
+    /**
+     * This method is like `_.find` except that it returns the index of the first
+     * element `predicate` returns truthy for instead of the element itself.
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to search.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {number} Returns the index of the found element, else `-1`.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney',  'active': false },
+     *   { 'user': 'fred',    'active': false },
+     *   { 'user': 'pebbles', 'active': true }
+     * ];
+     *
+     * _.findIndex(users, function(chr) {
+     *   return chr.user == 'barney';
+     * });
+     * // => 0
+     *
+     * // using the `_.matches` callback shorthand
+     * _.findIndex(users, { 'user': 'fred', 'active': false });
+     * // => 1
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.findIndex(users, 'active', false);
+     * // => 0
+     *
+     * // using the `_.property` callback shorthand
+     * _.findIndex(users, 'active');
+     * // => 2
+     */
+    var findIndex = createFindIndex();
+
+    /**
+     * This method is like `_.findIndex` except that it iterates over elements
+     * of `collection` from right to left.
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to search.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {number} Returns the index of the found element, else `-1`.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney',  'active': true },
+     *   { 'user': 'fred',    'active': false },
+     *   { 'user': 'pebbles', 'active': false }
+     * ];
+     *
+     * _.findLastIndex(users, function(chr) {
+     *   return chr.user == 'pebbles';
+     * });
+     * // => 2
+     *
+     * // using the `_.matches` callback shorthand
+     * _.findLastIndex(users, { 'user': 'barney', 'active': true });
+     * // => 0
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.findLastIndex(users, 'active', false);
+     * // => 2
+     *
+     * // using the `_.property` callback shorthand
+     * _.findLastIndex(users, 'active');
+     * // => 0
+     */
+    var findLastIndex = createFindIndex(true);
+
+    /**
+     * Gets the first element of `array`.
+     *
+     * @static
+     * @memberOf _
+     * @alias head
+     * @category Array
+     * @param {Array} array The array to query.
+     * @returns {*} Returns the first element of `array`.
+     * @example
+     *
+     * _.first([1, 2, 3]);
+     * // => 1
+     *
+     * _.first([]);
+     * // => undefined
+     */
+    function first(array) {
+      return array ? array[0] : undefined;
+    }
+
+    /**
+     * Flattens a nested array. If `isDeep` is `true` the array is recursively
+     * flattened, otherwise it is only flattened a single level.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to flatten.
+     * @param {boolean} [isDeep] Specify a deep flatten.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Array} Returns the new flattened array.
+     * @example
+     *
+     * _.flatten([1, [2, 3, [4]]]);
+     * // => [1, 2, 3, [4]]
+     *
+     * // using `isDeep`
+     * _.flatten([1, [2, 3, [4]]], true);
+     * // => [1, 2, 3, 4]
+     */
+    function flatten(array, isDeep, guard) {
+      var length = array ? array.length : 0;
+      if (guard && isIterateeCall(array, isDeep, guard)) {
+        isDeep = false;
+      }
+      return length ? baseFlatten(array, isDeep) : [];
+    }
+
+    /**
+     * Recursively flattens a nested array.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to recursively flatten.
+     * @returns {Array} Returns the new flattened array.
+     * @example
+     *
+     * _.flattenDeep([1, [2, 3, [4]]]);
+     * // => [1, 2, 3, 4]
+     */
+    function flattenDeep(array) {
+      var length = array ? array.length : 0;
+      return length ? baseFlatten(array, true) : [];
+    }
+
+    /**
+     * Gets the index at which the first occurrence of `value` is found in `array`
+     * using [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+     * for equality comparisons. If `fromIndex` is negative, it is used as the offset
+     * from the end of `array`. If `array` is sorted providing `true` for `fromIndex`
+     * performs a faster binary search.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to search.
+     * @param {*} value The value to search for.
+     * @param {boolean|number} [fromIndex=0] The index to search from or `true`
+     *  to perform a binary search on a sorted array.
+     * @returns {number} Returns the index of the matched value, else `-1`.
+     * @example
+     *
+     * _.indexOf([1, 2, 1, 2], 2);
+     * // => 1
+     *
+     * // using `fromIndex`
+     * _.indexOf([1, 2, 1, 2], 2, 2);
+     * // => 3
+     *
+     * // performing a binary search
+     * _.indexOf([1, 1, 2, 2], 2, true);
+     * // => 2
+     */
+    function indexOf(array, value, fromIndex) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return -1;
+      }
+      if (typeof fromIndex == 'number') {
+        fromIndex = fromIndex < 0 ? nativeMax(length + fromIndex, 0) : fromIndex;
+      } else if (fromIndex) {
+        var index = binaryIndex(array, value);
+        if (index < length &&
+            (value === value ? (value === array[index]) : (array[index] !== array[index]))) {
+          return index;
+        }
+        return -1;
+      }
+      return baseIndexOf(array, value, fromIndex || 0);
+    }
+
+    /**
+     * Gets all but the last element of `array`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.initial([1, 2, 3]);
+     * // => [1, 2]
+     */
+    function initial(array) {
+      return dropRight(array, 1);
+    }
+
+    /**
+     * Creates an array of unique values that are included in all of the provided
+     * arrays using [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+     * for equality comparisons.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {...Array} [arrays] The arrays to inspect.
+     * @returns {Array} Returns the new array of shared values.
+     * @example
+     * _.intersection([1, 2], [4, 2], [2, 1]);
+     * // => [2]
+     */
+    var intersection = restParam(function(arrays) {
+      var othLength = arrays.length,
+          othIndex = othLength,
+          caches = Array(length),
+          indexOf = getIndexOf(),
+          isCommon = indexOf == baseIndexOf,
+          result = [];
+
+      while (othIndex--) {
+        var value = arrays[othIndex] = isArrayLike(value = arrays[othIndex]) ? value : [];
+        caches[othIndex] = (isCommon && value.length >= 120) ? createCache(othIndex && value) : null;
+      }
+      var array = arrays[0],
+          index = -1,
+          length = array ? array.length : 0,
+          seen = caches[0];
+
+      outer:
+      while (++index < length) {
+        value = array[index];
+        if ((seen ? cacheIndexOf(seen, value) : indexOf(result, value, 0)) < 0) {
+          var othIndex = othLength;
+          while (--othIndex) {
+            var cache = caches[othIndex];
+            if ((cache ? cacheIndexOf(cache, value) : indexOf(arrays[othIndex], value, 0)) < 0) {
+              continue outer;
+            }
+          }
+          if (seen) {
+            seen.push(value);
+          }
+          result.push(value);
+        }
+      }
+      return result;
+    });
+
+    /**
+     * Gets the last element of `array`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @returns {*} Returns the last element of `array`.
+     * @example
+     *
+     * _.last([1, 2, 3]);
+     * // => 3
+     */
+    function last(array) {
+      var length = array ? array.length : 0;
+      return length ? array[length - 1] : undefined;
+    }
+
+    /**
+     * This method is like `_.indexOf` except that it iterates over elements of
+     * `array` from right to left.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to search.
+     * @param {*} value The value to search for.
+     * @param {boolean|number} [fromIndex=array.length-1] The index to search from
+     *  or `true` to perform a binary search on a sorted array.
+     * @returns {number} Returns the index of the matched value, else `-1`.
+     * @example
+     *
+     * _.lastIndexOf([1, 2, 1, 2], 2);
+     * // => 3
+     *
+     * // using `fromIndex`
+     * _.lastIndexOf([1, 2, 1, 2], 2, 2);
+     * // => 1
+     *
+     * // performing a binary search
+     * _.lastIndexOf([1, 1, 2, 2], 2, true);
+     * // => 3
+     */
+    function lastIndexOf(array, value, fromIndex) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return -1;
+      }
+      var index = length;
+      if (typeof fromIndex == 'number') {
+        index = (fromIndex < 0 ? nativeMax(length + fromIndex, 0) : nativeMin(fromIndex || 0, length - 1)) + 1;
+      } else if (fromIndex) {
+        index = binaryIndex(array, value, true) - 1;
+        var other = array[index];
+        if (value === value ? (value === other) : (other !== other)) {
+          return index;
+        }
+        return -1;
+      }
+      if (value !== value) {
+        return indexOfNaN(array, index, true);
+      }
+      while (index--) {
+        if (array[index] === value) {
+          return index;
+        }
+      }
+      return -1;
+    }
+
+    /**
+     * Removes all provided values from `array` using
+     * [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+     * for equality comparisons.
+     *
+     * **Note:** Unlike `_.without`, this method mutates `array`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to modify.
+     * @param {...*} [values] The values to remove.
+     * @returns {Array} Returns `array`.
+     * @example
+     *
+     * var array = [1, 2, 3, 1, 2, 3];
+     *
+     * _.pull(array, 2, 3);
+     * console.log(array);
+     * // => [1, 1]
+     */
+    function pull() {
+      var args = arguments,
+          array = args[0];
+
+      if (!(array && array.length)) {
+        return array;
+      }
+      var index = 0,
+          indexOf = getIndexOf(),
+          length = args.length;
+
+      while (++index < length) {
+        var fromIndex = 0,
+            value = args[index];
+
+        while ((fromIndex = indexOf(array, value, fromIndex)) > -1) {
+          splice.call(array, fromIndex, 1);
+        }
+      }
+      return array;
+    }
+
+    /**
+     * Removes elements from `array` corresponding to the given indexes and returns
+     * an array of the removed elements. Indexes may be specified as an array of
+     * indexes or as individual arguments.
+     *
+     * **Note:** Unlike `_.at`, this method mutates `array`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to modify.
+     * @param {...(number|number[])} [indexes] The indexes of elements to remove,
+     *  specified as individual indexes or arrays of indexes.
+     * @returns {Array} Returns the new array of removed elements.
+     * @example
+     *
+     * var array = [5, 10, 15, 20];
+     * var evens = _.pullAt(array, 1, 3);
+     *
+     * console.log(array);
+     * // => [5, 15]
+     *
+     * console.log(evens);
+     * // => [10, 20]
+     */
+    var pullAt = restParam(function(array, indexes) {
+      indexes = baseFlatten(indexes);
+
+      var result = baseAt(array, indexes);
+      basePullAt(array, indexes.sort(baseCompareAscending));
+      return result;
+    });
+
+    /**
+     * Removes all elements from `array` that `predicate` returns truthy for
+     * and returns an array of the removed elements. The predicate is bound to
+     * `thisArg` and invoked with three arguments: (value, index, array).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * **Note:** Unlike `_.filter`, this method mutates `array`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to modify.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Array} Returns the new array of removed elements.
+     * @example
+     *
+     * var array = [1, 2, 3, 4];
+     * var evens = _.remove(array, function(n) {
+     *   return n % 2 == 0;
+     * });
+     *
+     * console.log(array);
+     * // => [1, 3]
+     *
+     * console.log(evens);
+     * // => [2, 4]
+     */
+    function remove(array, predicate, thisArg) {
+      var result = [];
+      if (!(array && array.length)) {
+        return result;
+      }
+      var index = -1,
+          indexes = [],
+          length = array.length;
+
+      predicate = getCallback(predicate, thisArg, 3);
+      while (++index < length) {
+        var value = array[index];
+        if (predicate(value, index, array)) {
+          result.push(value);
+          indexes.push(index);
+        }
+      }
+      basePullAt(array, indexes);
+      return result;
+    }
+
+    /**
+     * Gets all but the first element of `array`.
+     *
+     * @static
+     * @memberOf _
+     * @alias tail
+     * @category Array
+     * @param {Array} array The array to query.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.rest([1, 2, 3]);
+     * // => [2, 3]
+     */
+    function rest(array) {
+      return drop(array, 1);
+    }
+
+    /**
+     * Creates a slice of `array` from `start` up to, but not including, `end`.
+     *
+     * **Note:** This method is used instead of `Array#slice` to support node
+     * lists in IE < 9 and to ensure dense arrays are returned.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to slice.
+     * @param {number} [start=0] The start position.
+     * @param {number} [end=array.length] The end position.
+     * @returns {Array} Returns the slice of `array`.
+     */
+    function slice(array, start, end) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return [];
+      }
+      if (end && typeof end != 'number' && isIterateeCall(array, start, end)) {
+        start = 0;
+        end = length;
+      }
+      return baseSlice(array, start, end);
+    }
+
+    /**
+     * Uses a binary search to determine the lowest index at which `value` should
+     * be inserted into `array` in order to maintain its sort order. If an iteratee
+     * function is provided it is invoked for `value` and each element of `array`
+     * to compute their sort ranking. The iteratee is bound to `thisArg` and
+     * invoked with one argument; (value).
+     *
+     * If a property name is provided for `iteratee` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `iteratee` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The sorted array to inspect.
+     * @param {*} value The value to evaluate.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {number} Returns the index at which `value` should be inserted
+     *  into `array`.
+     * @example
+     *
+     * _.sortedIndex([30, 50], 40);
+     * // => 1
+     *
+     * _.sortedIndex([4, 4, 5, 5], 5);
+     * // => 2
+     *
+     * var dict = { 'data': { 'thirty': 30, 'forty': 40, 'fifty': 50 } };
+     *
+     * // using an iteratee function
+     * _.sortedIndex(['thirty', 'fifty'], 'forty', function(word) {
+     *   return this.data[word];
+     * }, dict);
+     * // => 1
+     *
+     * // using the `_.property` callback shorthand
+     * _.sortedIndex([{ 'x': 30 }, { 'x': 50 }], { 'x': 40 }, 'x');
+     * // => 1
+     */
+    var sortedIndex = createSortedIndex();
+
+    /**
+     * This method is like `_.sortedIndex` except that it returns the highest
+     * index at which `value` should be inserted into `array` in order to
+     * maintain its sort order.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The sorted array to inspect.
+     * @param {*} value The value to evaluate.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {number} Returns the index at which `value` should be inserted
+     *  into `array`.
+     * @example
+     *
+     * _.sortedLastIndex([4, 4, 5, 5], 5);
+     * // => 4
+     */
+    var sortedLastIndex = createSortedIndex(true);
+
+    /**
+     * Creates a slice of `array` with `n` elements taken from the beginning.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @param {number} [n=1] The number of elements to take.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.take([1, 2, 3]);
+     * // => [1]
+     *
+     * _.take([1, 2, 3], 2);
+     * // => [1, 2]
+     *
+     * _.take([1, 2, 3], 5);
+     * // => [1, 2, 3]
+     *
+     * _.take([1, 2, 3], 0);
+     * // => []
+     */
+    function take(array, n, guard) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return [];
+      }
+      if (guard ? isIterateeCall(array, n, guard) : n == null) {
+        n = 1;
+      }
+      return baseSlice(array, 0, n < 0 ? 0 : n);
+    }
+
+    /**
+     * Creates a slice of `array` with `n` elements taken from the end.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @param {number} [n=1] The number of elements to take.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.takeRight([1, 2, 3]);
+     * // => [3]
+     *
+     * _.takeRight([1, 2, 3], 2);
+     * // => [2, 3]
+     *
+     * _.takeRight([1, 2, 3], 5);
+     * // => [1, 2, 3]
+     *
+     * _.takeRight([1, 2, 3], 0);
+     * // => []
+     */
+    function takeRight(array, n, guard) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return [];
+      }
+      if (guard ? isIterateeCall(array, n, guard) : n == null) {
+        n = 1;
+      }
+      n = length - (+n || 0);
+      return baseSlice(array, n < 0 ? 0 : n);
+    }
+
+    /**
+     * Creates a slice of `array` with elements taken from the end. Elements are
+     * taken until `predicate` returns falsey. The predicate is bound to `thisArg`
+     * and invoked with three arguments: (value, index, array).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.takeRightWhile([1, 2, 3], function(n) {
+     *   return n > 1;
+     * });
+     * // => [2, 3]
+     *
+     * var users = [
+     *   { 'user': 'barney',  'active': true },
+     *   { 'user': 'fred',    'active': false },
+     *   { 'user': 'pebbles', 'active': false }
+     * ];
+     *
+     * // using the `_.matches` callback shorthand
+     * _.pluck(_.takeRightWhile(users, { 'user': 'pebbles', 'active': false }), 'user');
+     * // => ['pebbles']
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.pluck(_.takeRightWhile(users, 'active', false), 'user');
+     * // => ['fred', 'pebbles']
+     *
+     * // using the `_.property` callback shorthand
+     * _.pluck(_.takeRightWhile(users, 'active'), 'user');
+     * // => []
+     */
+    function takeRightWhile(array, predicate, thisArg) {
+      return (array && array.length)
+        ? baseWhile(array, getCallback(predicate, thisArg, 3), false, true)
+        : [];
+    }
+
+    /**
+     * Creates a slice of `array` with elements taken from the beginning. Elements
+     * are taken until `predicate` returns falsey. The predicate is bound to
+     * `thisArg` and invoked with three arguments: (value, index, array).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to query.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Array} Returns the slice of `array`.
+     * @example
+     *
+     * _.takeWhile([1, 2, 3], function(n) {
+     *   return n < 3;
+     * });
+     * // => [1, 2]
+     *
+     * var users = [
+     *   { 'user': 'barney',  'active': false },
+     *   { 'user': 'fred',    'active': false},
+     *   { 'user': 'pebbles', 'active': true }
+     * ];
+     *
+     * // using the `_.matches` callback shorthand
+     * _.pluck(_.takeWhile(users, { 'user': 'barney', 'active': false }), 'user');
+     * // => ['barney']
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.pluck(_.takeWhile(users, 'active', false), 'user');
+     * // => ['barney', 'fred']
+     *
+     * // using the `_.property` callback shorthand
+     * _.pluck(_.takeWhile(users, 'active'), 'user');
+     * // => []
+     */
+    function takeWhile(array, predicate, thisArg) {
+      return (array && array.length)
+        ? baseWhile(array, getCallback(predicate, thisArg, 3))
+        : [];
+    }
+
+    /**
+     * Creates an array of unique values, in order, from all of the provided arrays
+     * using [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+     * for equality comparisons.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {...Array} [arrays] The arrays to inspect.
+     * @returns {Array} Returns the new array of combined values.
+     * @example
+     *
+     * _.union([1, 2], [4, 2], [2, 1]);
+     * // => [1, 2, 4]
+     */
+    var union = restParam(function(arrays) {
+      return baseUniq(baseFlatten(arrays, false, true));
+    });
+
+    /**
+     * Creates a duplicate-free version of an array, using
+     * [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+     * for equality comparisons, in which only the first occurence of each element
+     * is kept. Providing `true` for `isSorted` performs a faster search algorithm
+     * for sorted arrays. If an iteratee function is provided it is invoked for
+     * each element in the array to generate the criterion by which uniqueness
+     * is computed. The `iteratee` is bound to `thisArg` and invoked with three
+     * arguments: (value, index, array).
+     *
+     * If a property name is provided for `iteratee` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `iteratee` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @alias unique
+     * @category Array
+     * @param {Array} array The array to inspect.
+     * @param {boolean} [isSorted] Specify the array is sorted.
+     * @param {Function|Object|string} [iteratee] The function invoked per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Array} Returns the new duplicate-value-free array.
+     * @example
+     *
+     * _.uniq([2, 1, 2]);
+     * // => [2, 1]
+     *
+     * // using `isSorted`
+     * _.uniq([1, 1, 2], true);
+     * // => [1, 2]
+     *
+     * // using an iteratee function
+     * _.uniq([1, 2.5, 1.5, 2], function(n) {
+     *   return this.floor(n);
+     * }, Math);
+     * // => [1, 2.5]
+     *
+     * // using the `_.property` callback shorthand
+     * _.uniq([{ 'x': 1 }, { 'x': 2 }, { 'x': 1 }], 'x');
+     * // => [{ 'x': 1 }, { 'x': 2 }]
+     */
+    function uniq(array, isSorted, iteratee, thisArg) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return [];
+      }
+      if (isSorted != null && typeof isSorted != 'boolean') {
+        thisArg = iteratee;
+        iteratee = isIterateeCall(array, isSorted, thisArg) ? undefined : isSorted;
+        isSorted = false;
+      }
+      var callback = getCallback();
+      if (!(iteratee == null && callback === baseCallback)) {
+        iteratee = callback(iteratee, thisArg, 3);
+      }
+      return (isSorted && getIndexOf() == baseIndexOf)
+        ? sortedUniq(array, iteratee)
+        : baseUniq(array, iteratee);
+    }
+
+    /**
+     * This method is like `_.zip` except that it accepts an array of grouped
+     * elements and creates an array regrouping the elements to their pre-zip
+     * configuration.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array of grouped elements to process.
+     * @returns {Array} Returns the new array of regrouped elements.
+     * @example
+     *
+     * var zipped = _.zip(['fred', 'barney'], [30, 40], [true, false]);
+     * // => [['fred', 30, true], ['barney', 40, false]]
+     *
+     * _.unzip(zipped);
+     * // => [['fred', 'barney'], [30, 40], [true, false]]
+     */
+    function unzip(array) {
+      if (!(array && array.length)) {
+        return [];
+      }
+      var index = -1,
+          length = 0;
+
+      array = arrayFilter(array, function(group) {
+        if (isArrayLike(group)) {
+          length = nativeMax(group.length, length);
+          return true;
+        }
+      });
+      var result = Array(length);
+      while (++index < length) {
+        result[index] = arrayMap(array, baseProperty(index));
+      }
+      return result;
+    }
+
+    /**
+     * This method is like `_.unzip` except that it accepts an iteratee to specify
+     * how regrouped values should be combined. The `iteratee` is bound to `thisArg`
+     * and invoked with four arguments: (accumulator, value, index, group).
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array of grouped elements to process.
+     * @param {Function} [iteratee] The function to combine regrouped values.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Array} Returns the new array of regrouped elements.
+     * @example
+     *
+     * var zipped = _.zip([1, 2], [10, 20], [100, 200]);
+     * // => [[1, 10, 100], [2, 20, 200]]
+     *
+     * _.unzipWith(zipped, _.add);
+     * // => [3, 30, 300]
+     */
+    function unzipWith(array, iteratee, thisArg) {
+      var length = array ? array.length : 0;
+      if (!length) {
+        return [];
+      }
+      var result = unzip(array);
+      if (iteratee == null) {
+        return result;
+      }
+      iteratee = bindCallback(iteratee, thisArg, 4);
+      return arrayMap(result, function(group) {
+        return arrayReduce(group, iteratee, undefined, true);
+      });
+    }
+
+    /**
+     * Creates an array excluding all provided values using
+     * [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+     * for equality comparisons.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {Array} array The array to filter.
+     * @param {...*} [values] The values to exclude.
+     * @returns {Array} Returns the new array of filtered values.
+     * @example
+     *
+     * _.without([1, 2, 1, 3], 1, 2);
+     * // => [3]
+     */
+    var without = restParam(function(array, values) {
+      return isArrayLike(array)
+        ? baseDifference(array, values)
+        : [];
+    });
+
+    /**
+     * Creates an array of unique values that is the [symmetric difference](https://en.wikipedia.org/wiki/Symmetric_difference)
+     * of the provided arrays.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {...Array} [arrays] The arrays to inspect.
+     * @returns {Array} Returns the new array of values.
+     * @example
+     *
+     * _.xor([1, 2], [4, 2]);
+     * // => [1, 4]
+     */
+    function xor() {
+      var index = -1,
+          length = arguments.length;
+
+      while (++index < length) {
+        var array = arguments[index];
+        if (isArrayLike(array)) {
+          var result = result
+            ? arrayPush(baseDifference(result, array), baseDifference(array, result))
+            : array;
+        }
+      }
+      return result ? baseUniq(result) : [];
+    }
+
+    /**
+     * Creates an array of grouped elements, the first of which contains the first
+     * elements of the given arrays, the second of which contains the second elements
+     * of the given arrays, and so on.
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {...Array} [arrays] The arrays to process.
+     * @returns {Array} Returns the new array of grouped elements.
+     * @example
+     *
+     * _.zip(['fred', 'barney'], [30, 40], [true, false]);
+     * // => [['fred', 30, true], ['barney', 40, false]]
+     */
+    var zip = restParam(unzip);
+
+    /**
+     * The inverse of `_.pairs`; this method returns an object composed from arrays
+     * of property names and values. Provide either a single two dimensional array,
+     * e.g. `[[key1, value1], [key2, value2]]` or two arrays, one of property names
+     * and one of corresponding values.
+     *
+     * @static
+     * @memberOf _
+     * @alias object
+     * @category Array
+     * @param {Array} props The property names.
+     * @param {Array} [values=[]] The property values.
+     * @returns {Object} Returns the new object.
+     * @example
+     *
+     * _.zipObject([['fred', 30], ['barney', 40]]);
+     * // => { 'fred': 30, 'barney': 40 }
+     *
+     * _.zipObject(['fred', 'barney'], [30, 40]);
+     * // => { 'fred': 30, 'barney': 40 }
+     */
+    function zipObject(props, values) {
+      var index = -1,
+          length = props ? props.length : 0,
+          result = {};
+
+      if (length && !values && !isArray(props[0])) {
+        values = [];
+      }
+      while (++index < length) {
+        var key = props[index];
+        if (values) {
+          result[key] = values[index];
+        } else if (key) {
+          result[key[0]] = key[1];
+        }
+      }
+      return result;
+    }
+
+    /**
+     * This method is like `_.zip` except that it accepts an iteratee to specify
+     * how grouped values should be combined. The `iteratee` is bound to `thisArg`
+     * and invoked with four arguments: (accumulator, value, index, group).
+     *
+     * @static
+     * @memberOf _
+     * @category Array
+     * @param {...Array} [arrays] The arrays to process.
+     * @param {Function} [iteratee] The function to combine grouped values.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Array} Returns the new array of grouped elements.
+     * @example
+     *
+     * _.zipWith([1, 2], [10, 20], [100, 200], _.add);
+     * // => [111, 222]
+     */
+    var zipWith = restParam(function(arrays) {
+      var length = arrays.length,
+          iteratee = length > 2 ? arrays[length - 2] : undefined,
+          thisArg = length > 1 ? arrays[length - 1] : undefined;
+
+      if (length > 2 && typeof iteratee == 'function') {
+        length -= 2;
+      } else {
+        iteratee = (length > 1 && typeof thisArg == 'function') ? (--length, thisArg) : undefined;
+        thisArg = undefined;
+      }
+      arrays.length = length;
+      return unzipWith(arrays, iteratee, thisArg);
+    });
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Creates a `lodash` object that wraps `value` with explicit method
+     * chaining enabled.
+     *
+     * @static
+     * @memberOf _
+     * @category Chain
+     * @param {*} value The value to wrap.
+     * @returns {Object} Returns the new `lodash` wrapper instance.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney',  'age': 36 },
+     *   { 'user': 'fred',    'age': 40 },
+     *   { 'user': 'pebbles', 'age': 1 }
+     * ];
+     *
+     * var youngest = _.chain(users)
+     *   .sortBy('age')
+     *   .map(function(chr) {
+     *     return chr.user + ' is ' + chr.age;
+     *   })
+     *   .first()
+     *   .value();
+     * // => 'pebbles is 1'
+     */
+    function chain(value) {
+      var result = lodash(value);
+      result.__chain__ = true;
+      return result;
+    }
+
+    /**
+     * This method invokes `interceptor` and returns `value`. The interceptor is
+     * bound to `thisArg` and invoked with one argument; (value). The purpose of
+     * this method is to "tap into" a method chain in order to perform operations
+     * on intermediate results within the chain.
+     *
+     * @static
+     * @memberOf _
+     * @category Chain
+     * @param {*} value The value to provide to `interceptor`.
+     * @param {Function} interceptor The function to invoke.
+     * @param {*} [thisArg] The `this` binding of `interceptor`.
+     * @returns {*} Returns `value`.
+     * @example
+     *
+     * _([1, 2, 3])
+     *  .tap(function(array) {
+     *    array.pop();
+     *  })
+     *  .reverse()
+     *  .value();
+     * // => [2, 1]
+     */
+    function tap(value, interceptor, thisArg) {
+      interceptor.call(thisArg, value);
+      return value;
+    }
+
+    /**
+     * This method is like `_.tap` except that it returns the result of `interceptor`.
+     *
+     * @static
+     * @memberOf _
+     * @category Chain
+     * @param {*} value The value to provide to `interceptor`.
+     * @param {Function} interceptor The function to invoke.
+     * @param {*} [thisArg] The `this` binding of `interceptor`.
+     * @returns {*} Returns the result of `interceptor`.
+     * @example
+     *
+     * _('  abc  ')
+     *  .chain()
+     *  .trim()
+     *  .thru(function(value) {
+     *    return [value];
+     *  })
+     *  .value();
+     * // => ['abc']
+     */
+    function thru(value, interceptor, thisArg) {
+      return interceptor.call(thisArg, value);
+    }
+
+    /**
+     * Enables explicit method chaining on the wrapper object.
+     *
+     * @name chain
+     * @memberOf _
+     * @category Chain
+     * @returns {Object} Returns the new `lodash` wrapper instance.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney', 'age': 36 },
+     *   { 'user': 'fred',   'age': 40 }
+     * ];
+     *
+     * // without explicit chaining
+     * _(users).first();
+     * // => { 'user': 'barney', 'age': 36 }
+     *
+     * // with explicit chaining
+     * _(users).chain()
+     *   .first()
+     *   .pick('user')
+     *   .value();
+     * // => { 'user': 'barney' }
+     */
+    function wrapperChain() {
+      return chain(this);
+    }
+
+    /**
+     * Executes the chained sequence and returns the wrapped result.
+     *
+     * @name commit
+     * @memberOf _
+     * @category Chain
+     * @returns {Object} Returns the new `lodash` wrapper instance.
+     * @example
+     *
+     * var array = [1, 2];
+     * var wrapped = _(array).push(3);
+     *
+     * console.log(array);
+     * // => [1, 2]
+     *
+     * wrapped = wrapped.commit();
+     * console.log(array);
+     * // => [1, 2, 3]
+     *
+     * wrapped.last();
+     * // => 3
+     *
+     * console.log(array);
+     * // => [1, 2, 3]
+     */
+    function wrapperCommit() {
+      return new LodashWrapper(this.value(), this.__chain__);
+    }
+
+    /**
+     * Creates a new array joining a wrapped array with any additional arrays
+     * and/or values.
+     *
+     * @name concat
+     * @memberOf _
+     * @category Chain
+     * @param {...*} [values] The values to concatenate.
+     * @returns {Array} Returns the new concatenated array.
+     * @example
+     *
+     * var array = [1];
+     * var wrapped = _(array).concat(2, [3], [[4]]);
+     *
+     * console.log(wrapped.value());
+     * // => [1, 2, 3, [4]]
+     *
+     * console.log(array);
+     * // => [1]
+     */
+    var wrapperConcat = restParam(function(values) {
+      values = baseFlatten(values);
+      return this.thru(function(array) {
+        return arrayConcat(isArray(array) ? array : [toObject(array)], values);
+      });
+    });
+
+    /**
+     * Creates a clone of the chained sequence planting `value` as the wrapped value.
+     *
+     * @name plant
+     * @memberOf _
+     * @category Chain
+     * @returns {Object} Returns the new `lodash` wrapper instance.
+     * @example
+     *
+     * var array = [1, 2];
+     * var wrapped = _(array).map(function(value) {
+     *   return Math.pow(value, 2);
+     * });
+     *
+     * var other = [3, 4];
+     * var otherWrapped = wrapped.plant(other);
+     *
+     * otherWrapped.value();
+     * // => [9, 16]
+     *
+     * wrapped.value();
+     * // => [1, 4]
+     */
+    function wrapperPlant(value) {
+      var result,
+          parent = this;
+
+      while (parent instanceof baseLodash) {
+        var clone = wrapperClone(parent);
+        if (result) {
+          previous.__wrapped__ = clone;
+        } else {
+          result = clone;
+        }
+        var previous = clone;
+        parent = parent.__wrapped__;
+      }
+      previous.__wrapped__ = value;
+      return result;
+    }
+
+    /**
+     * Reverses the wrapped array so the first element becomes the last, the
+     * second element becomes the second to last, and so on.
+     *
+     * **Note:** This method mutates the wrapped array.
+     *
+     * @name reverse
+     * @memberOf _
+     * @category Chain
+     * @returns {Object} Returns the new reversed `lodash` wrapper instance.
+     * @example
+     *
+     * var array = [1, 2, 3];
+     *
+     * _(array).reverse().value()
+     * // => [3, 2, 1]
+     *
+     * console.log(array);
+     * // => [3, 2, 1]
+     */
+    function wrapperReverse() {
+      var value = this.__wrapped__;
+
+      var interceptor = function(value) {
+        return (wrapped && wrapped.__dir__ < 0) ? value : value.reverse();
+      };
+      if (value instanceof LazyWrapper) {
+        var wrapped = value;
+        if (this.__actions__.length) {
+          wrapped = new LazyWrapper(this);
+        }
+        wrapped = wrapped.reverse();
+        wrapped.__actions__.push({ 'func': thru, 'args': [interceptor], 'thisArg': undefined });
+        return new LodashWrapper(wrapped, this.__chain__);
+      }
+      return this.thru(interceptor);
+    }
+
+    /**
+     * Produces the result of coercing the unwrapped value to a string.
+     *
+     * @name toString
+     * @memberOf _
+     * @category Chain
+     * @returns {string} Returns the coerced string value.
+     * @example
+     *
+     * _([1, 2, 3]).toString();
+     * // => '1,2,3'
+     */
+    function wrapperToString() {
+      return (this.value() + '');
+    }
+
+    /**
+     * Executes the chained sequence to extract the unwrapped value.
+     *
+     * @name value
+     * @memberOf _
+     * @alias run, toJSON, valueOf
+     * @category Chain
+     * @returns {*} Returns the resolved unwrapped value.
+     * @example
+     *
+     * _([1, 2, 3]).value();
+     * // => [1, 2, 3]
+     */
+    function wrapperValue() {
+      return baseWrapperValue(this.__wrapped__, this.__actions__);
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Creates an array of elements corresponding to the given keys, or indexes,
+     * of `collection`. Keys may be specified as individual arguments or as arrays
+     * of keys.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {...(number|number[]|string|string[])} [props] The property names
+     *  or indexes of elements to pick, specified individually or in arrays.
+     * @returns {Array} Returns the new array of picked elements.
+     * @example
+     *
+     * _.at(['a', 'b', 'c'], [0, 2]);
+     * // => ['a', 'c']
+     *
+     * _.at(['barney', 'fred', 'pebbles'], 0, 2);
+     * // => ['barney', 'pebbles']
+     */
+    var at = restParam(function(collection, props) {
+      return baseAt(collection, baseFlatten(props));
+    });
+
+    /**
+     * Creates an object composed of keys generated from the results of running
+     * each element of `collection` through `iteratee`. The corresponding value
+     * of each key is the number of times the key was returned by `iteratee`.
+     * The `iteratee` is bound to `thisArg` and invoked with three arguments:
+     * (value, index|key, collection).
+     *
+     * If a property name is provided for `iteratee` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `iteratee` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns the composed aggregate object.
+     * @example
+     *
+     * _.countBy([4.3, 6.1, 6.4], function(n) {
+     *   return Math.floor(n);
+     * });
+     * // => { '4': 1, '6': 2 }
+     *
+     * _.countBy([4.3, 6.1, 6.4], function(n) {
+     *   return this.floor(n);
+     * }, Math);
+     * // => { '4': 1, '6': 2 }
+     *
+     * _.countBy(['one', 'two', 'three'], 'length');
+     * // => { '3': 2, '5': 1 }
+     */
+    var countBy = createAggregator(function(result, value, key) {
+      hasOwnProperty.call(result, key) ? ++result[key] : (result[key] = 1);
+    });
+
+    /**
+     * Checks if `predicate` returns truthy for **all** elements of `collection`.
+     * The predicate is bound to `thisArg` and invoked with three arguments:
+     * (value, index|key, collection).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @alias all
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {boolean} Returns `true` if all elements pass the predicate check,
+     *  else `false`.
+     * @example
+     *
+     * _.every([true, 1, null, 'yes'], Boolean);
+     * // => false
+     *
+     * var users = [
+     *   { 'user': 'barney', 'active': false },
+     *   { 'user': 'fred',   'active': false }
+     * ];
+     *
+     * // using the `_.matches` callback shorthand
+     * _.every(users, { 'user': 'barney', 'active': false });
+     * // => false
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.every(users, 'active', false);
+     * // => true
+     *
+     * // using the `_.property` callback shorthand
+     * _.every(users, 'active');
+     * // => false
+     */
+    function every(collection, predicate, thisArg) {
+      var func = isArray(collection) ? arrayEvery : baseEvery;
+      if (thisArg && isIterateeCall(collection, predicate, thisArg)) {
+        predicate = undefined;
+      }
+      if (typeof predicate != 'function' || thisArg !== undefined) {
+        predicate = getCallback(predicate, thisArg, 3);
+      }
+      return func(collection, predicate);
+    }
+
+    /**
+     * Iterates over elements of `collection`, returning an array of all elements
+     * `predicate` returns truthy for. The predicate is bound to `thisArg` and
+     * invoked with three arguments: (value, index|key, collection).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @alias select
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Array} Returns the new filtered array.
+     * @example
+     *
+     * _.filter([4, 5, 6], function(n) {
+     *   return n % 2 == 0;
+     * });
+     * // => [4, 6]
+     *
+     * var users = [
+     *   { 'user': 'barney', 'age': 36, 'active': true },
+     *   { 'user': 'fred',   'age': 40, 'active': false }
+     * ];
+     *
+     * // using the `_.matches` callback shorthand
+     * _.pluck(_.filter(users, { 'age': 36, 'active': true }), 'user');
+     * // => ['barney']
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.pluck(_.filter(users, 'active', false), 'user');
+     * // => ['fred']
+     *
+     * // using the `_.property` callback shorthand
+     * _.pluck(_.filter(users, 'active'), 'user');
+     * // => ['barney']
+     */
+    function filter(collection, predicate, thisArg) {
+      var func = isArray(collection) ? arrayFilter : baseFilter;
+      predicate = getCallback(predicate, thisArg, 3);
+      return func(collection, predicate);
+    }
+
+    /**
+     * Iterates over elements of `collection`, returning the first element
+     * `predicate` returns truthy for. The predicate is bound to `thisArg` and
+     * invoked with three arguments: (value, index|key, collection).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @alias detect
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to search.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {*} Returns the matched element, else `undefined`.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney',  'age': 36, 'active': true },
+     *   { 'user': 'fred',    'age': 40, 'active': false },
+     *   { 'user': 'pebbles', 'age': 1,  'active': true }
+     * ];
+     *
+     * _.result(_.find(users, function(chr) {
+     *   return chr.age < 40;
+     * }), 'user');
+     * // => 'barney'
+     *
+     * // using the `_.matches` callback shorthand
+     * _.result(_.find(users, { 'age': 1, 'active': true }), 'user');
+     * // => 'pebbles'
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.result(_.find(users, 'active', false), 'user');
+     * // => 'fred'
+     *
+     * // using the `_.property` callback shorthand
+     * _.result(_.find(users, 'active'), 'user');
+     * // => 'barney'
+     */
+    var find = createFind(baseEach);
+
+    /**
+     * This method is like `_.find` except that it iterates over elements of
+     * `collection` from right to left.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to search.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {*} Returns the matched element, else `undefined`.
+     * @example
+     *
+     * _.findLast([1, 2, 3, 4], function(n) {
+     *   return n % 2 == 1;
+     * });
+     * // => 3
+     */
+    var findLast = createFind(baseEachRight, true);
+
+    /**
+     * Performs a deep comparison between each element in `collection` and the
+     * source object, returning the first element that has equivalent property
+     * values.
+     *
+     * **Note:** This method supports comparing arrays, booleans, `Date` objects,
+     * numbers, `Object` objects, regexes, and strings. Objects are compared by
+     * their own, not inherited, enumerable properties. For comparing a single
+     * own or inherited property value see `_.matchesProperty`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to search.
+     * @param {Object} source The object of property values to match.
+     * @returns {*} Returns the matched element, else `undefined`.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney', 'age': 36, 'active': true },
+     *   { 'user': 'fred',   'age': 40, 'active': false }
+     * ];
+     *
+     * _.result(_.findWhere(users, { 'age': 36, 'active': true }), 'user');
+     * // => 'barney'
+     *
+     * _.result(_.findWhere(users, { 'age': 40, 'active': false }), 'user');
+     * // => 'fred'
+     */
+    function findWhere(collection, source) {
+      return find(collection, baseMatches(source));
+    }
+
+    /**
+     * Iterates over elements of `collection` invoking `iteratee` for each element.
+     * The `iteratee` is bound to `thisArg` and invoked with three arguments:
+     * (value, index|key, collection). Iteratee functions may exit iteration early
+     * by explicitly returning `false`.
+     *
+     * **Note:** As with other "Collections" methods, objects with a "length" property
+     * are iterated like arrays. To avoid this behavior `_.forIn` or `_.forOwn`
+     * may be used for object iteration.
+     *
+     * @static
+     * @memberOf _
+     * @alias each
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Array|Object|string} Returns `collection`.
+     * @example
+     *
+     * _([1, 2]).forEach(function(n) {
+     *   console.log(n);
+     * }).value();
+     * // => logs each value from left to right and returns the array
+     *
+     * _.forEach({ 'a': 1, 'b': 2 }, function(n, key) {
+     *   console.log(n, key);
+     * });
+     * // => logs each value-key pair and returns the object (iteration order is not guaranteed)
+     */
+    var forEach = createForEach(arrayEach, baseEach);
+
+    /**
+     * This method is like `_.forEach` except that it iterates over elements of
+     * `collection` from right to left.
+     *
+     * @static
+     * @memberOf _
+     * @alias eachRight
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Array|Object|string} Returns `collection`.
+     * @example
+     *
+     * _([1, 2]).forEachRight(function(n) {
+     *   console.log(n);
+     * }).value();
+     * // => logs each value from right to left and returns the array
+     */
+    var forEachRight = createForEach(arrayEachRight, baseEachRight);
+
+    /**
+     * Creates an object composed of keys generated from the results of running
+     * each element of `collection` through `iteratee`. The corresponding value
+     * of each key is an array of the elements responsible for generating the key.
+     * The `iteratee` is bound to `thisArg` and invoked with three arguments:
+     * (value, index|key, collection).
+     *
+     * If a property name is provided for `iteratee` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `iteratee` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns the composed aggregate object.
+     * @example
+     *
+     * _.groupBy([4.2, 6.1, 6.4], function(n) {
+     *   return Math.floor(n);
+     * });
+     * // => { '4': [4.2], '6': [6.1, 6.4] }
+     *
+     * _.groupBy([4.2, 6.1, 6.4], function(n) {
+     *   return this.floor(n);
+     * }, Math);
+     * // => { '4': [4.2], '6': [6.1, 6.4] }
+     *
+     * // using the `_.property` callback shorthand
+     * _.groupBy(['one', 'two', 'three'], 'length');
+     * // => { '3': ['one', 'two'], '5': ['three'] }
+     */
+    var groupBy = createAggregator(function(result, value, key) {
+      if (hasOwnProperty.call(result, key)) {
+        result[key].push(value);
+      } else {
+        result[key] = [value];
+      }
+    });
+
+    /**
+     * Checks if `value` is in `collection` using
+     * [`SameValueZero`](http://ecma-international.org/ecma-262/6.0/#sec-samevaluezero)
+     * for equality comparisons. If `fromIndex` is negative, it is used as the offset
+     * from the end of `collection`.
+     *
+     * @static
+     * @memberOf _
+     * @alias contains, include
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to search.
+     * @param {*} target The value to search for.
+     * @param {number} [fromIndex=0] The index to search from.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.reduce`.
+     * @returns {boolean} Returns `true` if a matching element is found, else `false`.
+     * @example
+     *
+     * _.includes([1, 2, 3], 1);
+     * // => true
+     *
+     * _.includes([1, 2, 3], 1, 2);
+     * // => false
+     *
+     * _.includes({ 'user': 'fred', 'age': 40 }, 'fred');
+     * // => true
+     *
+     * _.includes('pebbles', 'eb');
+     * // => true
+     */
+    function includes(collection, target, fromIndex, guard) {
+      var length = collection ? getLength(collection) : 0;
+      if (!isLength(length)) {
+        collection = values(collection);
+        length = collection.length;
+      }
+      if (typeof fromIndex != 'number' || (guard && isIterateeCall(target, fromIndex, guard))) {
+        fromIndex = 0;
+      } else {
+        fromIndex = fromIndex < 0 ? nativeMax(length + fromIndex, 0) : (fromIndex || 0);
+      }
+      return (typeof collection == 'string' || !isArray(collection) && isString(collection))
+        ? (fromIndex <= length && collection.indexOf(target, fromIndex) > -1)
+        : (!!length && getIndexOf(collection, target, fromIndex) > -1);
+    }
+
+    /**
+     * Creates an object composed of keys generated from the results of running
+     * each element of `collection` through `iteratee`. The corresponding value
+     * of each key is the last element responsible for generating the key. The
+     * iteratee function is bound to `thisArg` and invoked with three arguments:
+     * (value, index|key, collection).
+     *
+     * If a property name is provided for `iteratee` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `iteratee` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns the composed aggregate object.
+     * @example
+     *
+     * var keyData = [
+     *   { 'dir': 'left', 'code': 97 },
+     *   { 'dir': 'right', 'code': 100 }
+     * ];
+     *
+     * _.indexBy(keyData, 'dir');
+     * // => { 'left': { 'dir': 'left', 'code': 97 }, 'right': { 'dir': 'right', 'code': 100 } }
+     *
+     * _.indexBy(keyData, function(object) {
+     *   return String.fromCharCode(object.code);
+     * });
+     * // => { 'a': { 'dir': 'left', 'code': 97 }, 'd': { 'dir': 'right', 'code': 100 } }
+     *
+     * _.indexBy(keyData, function(object) {
+     *   return this.fromCharCode(object.code);
+     * }, String);
+     * // => { 'a': { 'dir': 'left', 'code': 97 }, 'd': { 'dir': 'right', 'code': 100 } }
+     */
+    var indexBy = createAggregator(function(result, value, key) {
+      result[key] = value;
+    });
+
+    /**
+     * Invokes the method at `path` of each element in `collection`, returning
+     * an array of the results of each invoked method. Any additional arguments
+     * are provided to each invoked method. If `methodName` is a function it is
+     * invoked for, and `this` bound to, each element in `collection`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Array|Function|string} path The path of the method to invoke or
+     *  the function invoked per iteration.
+     * @param {...*} [args] The arguments to invoke the method with.
+     * @returns {Array} Returns the array of results.
+     * @example
+     *
+     * _.invoke([[5, 1, 7], [3, 2, 1]], 'sort');
+     * // => [[1, 5, 7], [1, 2, 3]]
+     *
+     * _.invoke([123, 456], String.prototype.split, '');
+     * // => [['1', '2', '3'], ['4', '5', '6']]
+     */
+    var invoke = restParam(function(collection, path, args) {
+      var index = -1,
+          isFunc = typeof path == 'function',
+          isProp = isKey(path),
+          result = isArrayLike(collection) ? Array(collection.length) : [];
+
+      baseEach(collection, function(value) {
+        var func = isFunc ? path : ((isProp && value != null) ? value[path] : undefined);
+        result[++index] = func ? func.apply(value, args) : invokePath(value, path, args);
+      });
+      return result;
+    });
+
+    /**
+     * Creates an array of values by running each element in `collection` through
+     * `iteratee`. The `iteratee` is bound to `thisArg` and invoked with three
+     * arguments: (value, index|key, collection).
+     *
+     * If a property name is provided for `iteratee` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `iteratee` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * Many lodash methods are guarded to work as iteratees for methods like
+     * `_.every`, `_.filter`, `_.map`, `_.mapValues`, `_.reject`, and `_.some`.
+     *
+     * The guarded methods are:
+     * `ary`, `callback`, `chunk`, `clone`, `create`, `curry`, `curryRight`,
+     * `drop`, `dropRight`, `every`, `fill`, `flatten`, `invert`, `max`, `min`,
+     * `parseInt`, `slice`, `sortBy`, `take`, `takeRight`, `template`, `trim`,
+     * `trimLeft`, `trimRight`, `trunc`, `random`, `range`, `sample`, `some`,
+     * `sum`, `uniq`, and `words`
+     *
+     * @static
+     * @memberOf _
+     * @alias collect
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Array} Returns the new mapped array.
+     * @example
+     *
+     * function timesThree(n) {
+     *   return n * 3;
+     * }
+     *
+     * _.map([1, 2], timesThree);
+     * // => [3, 6]
+     *
+     * _.map({ 'a': 1, 'b': 2 }, timesThree);
+     * // => [3, 6] (iteration order is not guaranteed)
+     *
+     * var users = [
+     *   { 'user': 'barney' },
+     *   { 'user': 'fred' }
+     * ];
+     *
+     * // using the `_.property` callback shorthand
+     * _.map(users, 'user');
+     * // => ['barney', 'fred']
+     */
+    function map(collection, iteratee, thisArg) {
+      var func = isArray(collection) ? arrayMap : baseMap;
+      iteratee = getCallback(iteratee, thisArg, 3);
+      return func(collection, iteratee);
+    }
+
+    /**
+     * Creates an array of elements split into two groups, the first of which
+     * contains elements `predicate` returns truthy for, while the second of which
+     * contains elements `predicate` returns falsey for. The predicate is bound
+     * to `thisArg` and invoked with three arguments: (value, index|key, collection).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Array} Returns the array of grouped elements.
+     * @example
+     *
+     * _.partition([1, 2, 3], function(n) {
+     *   return n % 2;
+     * });
+     * // => [[1, 3], [2]]
+     *
+     * _.partition([1.2, 2.3, 3.4], function(n) {
+     *   return this.floor(n) % 2;
+     * }, Math);
+     * // => [[1.2, 3.4], [2.3]]
+     *
+     * var users = [
+     *   { 'user': 'barney',  'age': 36, 'active': false },
+     *   { 'user': 'fred',    'age': 40, 'active': true },
+     *   { 'user': 'pebbles', 'age': 1,  'active': false }
+     * ];
+     *
+     * var mapper = function(array) {
+     *   return _.pluck(array, 'user');
+     * };
+     *
+     * // using the `_.matches` callback shorthand
+     * _.map(_.partition(users, { 'age': 1, 'active': false }), mapper);
+     * // => [['pebbles'], ['barney', 'fred']]
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.map(_.partition(users, 'active', false), mapper);
+     * // => [['barney', 'pebbles'], ['fred']]
+     *
+     * // using the `_.property` callback shorthand
+     * _.map(_.partition(users, 'active'), mapper);
+     * // => [['fred'], ['barney', 'pebbles']]
+     */
+    var partition = createAggregator(function(result, value, key) {
+      result[key ? 0 : 1].push(value);
+    }, function() { return [[], []]; });
+
+    /**
+     * Gets the property value of `path` from all elements in `collection`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Array|string} path The path of the property to pluck.
+     * @returns {Array} Returns the property values.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney', 'age': 36 },
+     *   { 'user': 'fred',   'age': 40 }
+     * ];
+     *
+     * _.pluck(users, 'user');
+     * // => ['barney', 'fred']
+     *
+     * var userIndex = _.indexBy(users, 'user');
+     * _.pluck(userIndex, 'age');
+     * // => [36, 40] (iteration order is not guaranteed)
+     */
+    function pluck(collection, path) {
+      return map(collection, property(path));
+    }
+
+    /**
+     * Reduces `collection` to a value which is the accumulated result of running
+     * each element in `collection` through `iteratee`, where each successive
+     * invocation is supplied the return value of the previous. If `accumulator`
+     * is not provided the first element of `collection` is used as the initial
+     * value. The `iteratee` is bound to `thisArg` and invoked with four arguments:
+     * (accumulator, value, index|key, collection).
+     *
+     * Many lodash methods are guarded to work as iteratees for methods like
+     * `_.reduce`, `_.reduceRight`, and `_.transform`.
+     *
+     * The guarded methods are:
+     * `assign`, `defaults`, `defaultsDeep`, `includes`, `merge`, `sortByAll`,
+     * and `sortByOrder`
+     *
+     * @static
+     * @memberOf _
+     * @alias foldl, inject
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [accumulator] The initial value.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {*} Returns the accumulated value.
+     * @example
+     *
+     * _.reduce([1, 2], function(total, n) {
+     *   return total + n;
+     * });
+     * // => 3
+     *
+     * _.reduce({ 'a': 1, 'b': 2 }, function(result, n, key) {
+     *   result[key] = n * 3;
+     *   return result;
+     * }, {});
+     * // => { 'a': 3, 'b': 6 } (iteration order is not guaranteed)
+     */
+    var reduce = createReduce(arrayReduce, baseEach);
+
+    /**
+     * This method is like `_.reduce` except that it iterates over elements of
+     * `collection` from right to left.
+     *
+     * @static
+     * @memberOf _
+     * @alias foldr
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [accumulator] The initial value.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {*} Returns the accumulated value.
+     * @example
+     *
+     * var array = [[0, 1], [2, 3], [4, 5]];
+     *
+     * _.reduceRight(array, function(flattened, other) {
+     *   return flattened.concat(other);
+     * }, []);
+     * // => [4, 5, 2, 3, 0, 1]
+     */
+    var reduceRight = createReduce(arrayReduceRight, baseEachRight);
+
+    /**
+     * The opposite of `_.filter`; this method returns the elements of `collection`
+     * that `predicate` does **not** return truthy for.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Array} Returns the new filtered array.
+     * @example
+     *
+     * _.reject([1, 2, 3, 4], function(n) {
+     *   return n % 2 == 0;
+     * });
+     * // => [1, 3]
+     *
+     * var users = [
+     *   { 'user': 'barney', 'age': 36, 'active': false },
+     *   { 'user': 'fred',   'age': 40, 'active': true }
+     * ];
+     *
+     * // using the `_.matches` callback shorthand
+     * _.pluck(_.reject(users, { 'age': 40, 'active': true }), 'user');
+     * // => ['barney']
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.pluck(_.reject(users, 'active', false), 'user');
+     * // => ['fred']
+     *
+     * // using the `_.property` callback shorthand
+     * _.pluck(_.reject(users, 'active'), 'user');
+     * // => ['barney']
+     */
+    function reject(collection, predicate, thisArg) {
+      var func = isArray(collection) ? arrayFilter : baseFilter;
+      predicate = getCallback(predicate, thisArg, 3);
+      return func(collection, function(value, index, collection) {
+        return !predicate(value, index, collection);
+      });
+    }
+
+    /**
+     * Gets a random element or `n` random elements from a collection.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to sample.
+     * @param {number} [n] The number of elements to sample.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {*} Returns the random sample(s).
+     * @example
+     *
+     * _.sample([1, 2, 3, 4]);
+     * // => 2
+     *
+     * _.sample([1, 2, 3, 4], 2);
+     * // => [3, 1]
+     */
+    function sample(collection, n, guard) {
+      if (guard ? isIterateeCall(collection, n, guard) : n == null) {
+        collection = toIterable(collection);
+        var length = collection.length;
+        return length > 0 ? collection[baseRandom(0, length - 1)] : undefined;
+      }
+      var index = -1,
+          result = toArray(collection),
+          length = result.length,
+          lastIndex = length - 1;
+
+      n = nativeMin(n < 0 ? 0 : (+n || 0), length);
+      while (++index < n) {
+        var rand = baseRandom(index, lastIndex),
+            value = result[rand];
+
+        result[rand] = result[index];
+        result[index] = value;
+      }
+      result.length = n;
+      return result;
+    }
+
+    /**
+     * Creates an array of shuffled values, using a version of the
+     * [Fisher-Yates shuffle](https://en.wikipedia.org/wiki/Fisher-Yates_shuffle).
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to shuffle.
+     * @returns {Array} Returns the new shuffled array.
+     * @example
+     *
+     * _.shuffle([1, 2, 3, 4]);
+     * // => [4, 1, 3, 2]
+     */
+    function shuffle(collection) {
+      return sample(collection, POSITIVE_INFINITY);
+    }
+
+    /**
+     * Gets the size of `collection` by returning its length for array-like
+     * values or the number of own enumerable properties for objects.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to inspect.
+     * @returns {number} Returns the size of `collection`.
+     * @example
+     *
+     * _.size([1, 2, 3]);
+     * // => 3
+     *
+     * _.size({ 'a': 1, 'b': 2 });
+     * // => 2
+     *
+     * _.size('pebbles');
+     * // => 7
+     */
+    function size(collection) {
+      var length = collection ? getLength(collection) : 0;
+      return isLength(length) ? length : keys(collection).length;
+    }
+
+    /**
+     * Checks if `predicate` returns truthy for **any** element of `collection`.
+     * The function returns as soon as it finds a passing value and does not iterate
+     * over the entire collection. The predicate is bound to `thisArg` and invoked
+     * with three arguments: (value, index|key, collection).
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @alias any
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {boolean} Returns `true` if any element passes the predicate check,
+     *  else `false`.
+     * @example
+     *
+     * _.some([null, 0, 'yes', false], Boolean);
+     * // => true
+     *
+     * var users = [
+     *   { 'user': 'barney', 'active': true },
+     *   { 'user': 'fred',   'active': false }
+     * ];
+     *
+     * // using the `_.matches` callback shorthand
+     * _.some(users, { 'user': 'barney', 'active': false });
+     * // => false
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.some(users, 'active', false);
+     * // => true
+     *
+     * // using the `_.property` callback shorthand
+     * _.some(users, 'active');
+     * // => true
+     */
+    function some(collection, predicate, thisArg) {
+      var func = isArray(collection) ? arraySome : baseSome;
+      if (thisArg && isIterateeCall(collection, predicate, thisArg)) {
+        predicate = undefined;
+      }
+      if (typeof predicate != 'function' || thisArg !== undefined) {
+        predicate = getCallback(predicate, thisArg, 3);
+      }
+      return func(collection, predicate);
+    }
+
+    /**
+     * Creates an array of elements, sorted in ascending order by the results of
+     * running each element in a collection through `iteratee`. This method performs
+     * a stable sort, that is, it preserves the original sort order of equal elements.
+     * The `iteratee` is bound to `thisArg` and invoked with three arguments:
+     * (value, index|key, collection).
+     *
+     * If a property name is provided for `iteratee` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `iteratee` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Array} Returns the new sorted array.
+     * @example
+     *
+     * _.sortBy([1, 2, 3], function(n) {
+     *   return Math.sin(n);
+     * });
+     * // => [3, 1, 2]
+     *
+     * _.sortBy([1, 2, 3], function(n) {
+     *   return this.sin(n);
+     * }, Math);
+     * // => [3, 1, 2]
+     *
+     * var users = [
+     *   { 'user': 'fred' },
+     *   { 'user': 'pebbles' },
+     *   { 'user': 'barney' }
+     * ];
+     *
+     * // using the `_.property` callback shorthand
+     * _.pluck(_.sortBy(users, 'user'), 'user');
+     * // => ['barney', 'fred', 'pebbles']
+     */
+    function sortBy(collection, iteratee, thisArg) {
+      if (collection == null) {
+        return [];
+      }
+      if (thisArg && isIterateeCall(collection, iteratee, thisArg)) {
+        iteratee = undefined;
+      }
+      var index = -1;
+      iteratee = getCallback(iteratee, thisArg, 3);
+
+      var result = baseMap(collection, function(value, key, collection) {
+        return { 'criteria': iteratee(value, key, collection), 'index': ++index, 'value': value };
+      });
+      return baseSortBy(result, compareAscending);
+    }
+
+    /**
+     * This method is like `_.sortBy` except that it can sort by multiple iteratees
+     * or property names.
+     *
+     * If a property name is provided for an iteratee the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If an object is provided for an iteratee the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {...(Function|Function[]|Object|Object[]|string|string[])} iteratees
+     *  The iteratees to sort by, specified as individual values or arrays of values.
+     * @returns {Array} Returns the new sorted array.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'fred',   'age': 48 },
+     *   { 'user': 'barney', 'age': 36 },
+     *   { 'user': 'fred',   'age': 42 },
+     *   { 'user': 'barney', 'age': 34 }
+     * ];
+     *
+     * _.map(_.sortByAll(users, ['user', 'age']), _.values);
+     * // => [['barney', 34], ['barney', 36], ['fred', 42], ['fred', 48]]
+     *
+     * _.map(_.sortByAll(users, 'user', function(chr) {
+     *   return Math.floor(chr.age / 10);
+     * }), _.values);
+     * // => [['barney', 36], ['barney', 34], ['fred', 48], ['fred', 42]]
+     */
+    var sortByAll = restParam(function(collection, iteratees) {
+      if (collection == null) {
+        return [];
+      }
+      var guard = iteratees[2];
+      if (guard && isIterateeCall(iteratees[0], iteratees[1], guard)) {
+        iteratees.length = 1;
+      }
+      return baseSortByOrder(collection, baseFlatten(iteratees), []);
+    });
+
+    /**
+     * This method is like `_.sortByAll` except that it allows specifying the
+     * sort orders of the iteratees to sort by. If `orders` is unspecified, all
+     * values are sorted in ascending order. Otherwise, a value is sorted in
+     * ascending order if its corresponding order is "asc", and descending if "desc".
+     *
+     * If a property name is provided for an iteratee the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If an object is provided for an iteratee the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to iterate over.
+     * @param {Function[]|Object[]|string[]} iteratees The iteratees to sort by.
+     * @param {boolean[]} [orders] The sort orders of `iteratees`.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.reduce`.
+     * @returns {Array} Returns the new sorted array.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'fred',   'age': 48 },
+     *   { 'user': 'barney', 'age': 34 },
+     *   { 'user': 'fred',   'age': 42 },
+     *   { 'user': 'barney', 'age': 36 }
+     * ];
+     *
+     * // sort by `user` in ascending order and by `age` in descending order
+     * _.map(_.sortByOrder(users, ['user', 'age'], ['asc', 'desc']), _.values);
+     * // => [['barney', 36], ['barney', 34], ['fred', 48], ['fred', 42]]
+     */
+    function sortByOrder(collection, iteratees, orders, guard) {
+      if (collection == null) {
+        return [];
+      }
+      if (guard && isIterateeCall(iteratees, orders, guard)) {
+        orders = undefined;
+      }
+      if (!isArray(iteratees)) {
+        iteratees = iteratees == null ? [] : [iteratees];
+      }
+      if (!isArray(orders)) {
+        orders = orders == null ? [] : [orders];
+      }
+      return baseSortByOrder(collection, iteratees, orders);
+    }
+
+    /**
+     * Performs a deep comparison between each element in `collection` and the
+     * source object, returning an array of all elements that have equivalent
+     * property values.
+     *
+     * **Note:** This method supports comparing arrays, booleans, `Date` objects,
+     * numbers, `Object` objects, regexes, and strings. Objects are compared by
+     * their own, not inherited, enumerable properties. For comparing a single
+     * own or inherited property value see `_.matchesProperty`.
+     *
+     * @static
+     * @memberOf _
+     * @category Collection
+     * @param {Array|Object|string} collection The collection to search.
+     * @param {Object} source The object of property values to match.
+     * @returns {Array} Returns the new filtered array.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney', 'age': 36, 'active': false, 'pets': ['hoppy'] },
+     *   { 'user': 'fred',   'age': 40, 'active': true, 'pets': ['baby puss', 'dino'] }
+     * ];
+     *
+     * _.pluck(_.where(users, { 'age': 36, 'active': false }), 'user');
+     * // => ['barney']
+     *
+     * _.pluck(_.where(users, { 'pets': ['dino'] }), 'user');
+     * // => ['fred']
+     */
+    function where(collection, source) {
+      return filter(collection, baseMatches(source));
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Gets the number of milliseconds that have elapsed since the Unix epoch
+     * (1 January 1970 00:00:00 UTC).
+     *
+     * @static
+     * @memberOf _
+     * @category Date
+     * @example
+     *
+     * _.defer(function(stamp) {
+     *   console.log(_.now() - stamp);
+     * }, _.now());
+     * // => logs the number of milliseconds it took for the deferred function to be invoked
+     */
+    var now = nativeNow || function() {
+      return new Date().getTime();
+    };
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * The opposite of `_.before`; this method creates a function that invokes
+     * `func` once it is called `n` or more times.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {number} n The number of calls before `func` is invoked.
+     * @param {Function} func The function to restrict.
+     * @returns {Function} Returns the new restricted function.
+     * @example
+     *
+     * var saves = ['profile', 'settings'];
+     *
+     * var done = _.after(saves.length, function() {
+     *   console.log('done saving!');
+     * });
+     *
+     * _.forEach(saves, function(type) {
+     *   asyncSave({ 'type': type, 'complete': done });
+     * });
+     * // => logs 'done saving!' after the two async saves have completed
+     */
+    function after(n, func) {
+      if (typeof func != 'function') {
+        if (typeof n == 'function') {
+          var temp = n;
+          n = func;
+          func = temp;
+        } else {
+          throw new TypeError(FUNC_ERROR_TEXT);
+        }
+      }
+      n = nativeIsFinite(n = +n) ? n : 0;
+      return function() {
+        if (--n < 1) {
+          return func.apply(this, arguments);
+        }
+      };
+    }
+
+    /**
+     * Creates a function that accepts up to `n` arguments ignoring any
+     * additional arguments.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to cap arguments for.
+     * @param {number} [n=func.length] The arity cap.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * _.map(['6', '8', '10'], _.ary(parseInt, 1));
+     * // => [6, 8, 10]
+     */
+    function ary(func, n, guard) {
+      if (guard && isIterateeCall(func, n, guard)) {
+        n = undefined;
+      }
+      n = (func && n == null) ? func.length : nativeMax(+n || 0, 0);
+      return createWrapper(func, ARY_FLAG, undefined, undefined, undefined, undefined, n);
+    }
+
+    /**
+     * Creates a function that invokes `func`, with the `this` binding and arguments
+     * of the created function, while it is called less than `n` times. Subsequent
+     * calls to the created function return the result of the last `func` invocation.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {number} n The number of calls at which `func` is no longer invoked.
+     * @param {Function} func The function to restrict.
+     * @returns {Function} Returns the new restricted function.
+     * @example
+     *
+     * jQuery('#add').on('click', _.before(5, addContactToList));
+     * // => allows adding up to 4 contacts to the list
+     */
+    function before(n, func) {
+      var result;
+      if (typeof func != 'function') {
+        if (typeof n == 'function') {
+          var temp = n;
+          n = func;
+          func = temp;
+        } else {
+          throw new TypeError(FUNC_ERROR_TEXT);
+        }
+      }
+      return function() {
+        if (--n > 0) {
+          result = func.apply(this, arguments);
+        }
+        if (n <= 1) {
+          func = undefined;
+        }
+        return result;
+      };
+    }
+
+    /**
+     * Creates a function that invokes `func` with the `this` binding of `thisArg`
+     * and prepends any additional `_.bind` arguments to those provided to the
+     * bound function.
+     *
+     * The `_.bind.placeholder` value, which defaults to `_` in monolithic builds,
+     * may be used as a placeholder for partially applied arguments.
+     *
+     * **Note:** Unlike native `Function#bind` this method does not set the "length"
+     * property of bound functions.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to bind.
+     * @param {*} thisArg The `this` binding of `func`.
+     * @param {...*} [partials] The arguments to be partially applied.
+     * @returns {Function} Returns the new bound function.
+     * @example
+     *
+     * var greet = function(greeting, punctuation) {
+     *   return greeting + ' ' + this.user + punctuation;
+     * };
+     *
+     * var object = { 'user': 'fred' };
+     *
+     * var bound = _.bind(greet, object, 'hi');
+     * bound('!');
+     * // => 'hi fred!'
+     *
+     * // using placeholders
+     * var bound = _.bind(greet, object, _, '!');
+     * bound('hi');
+     * // => 'hi fred!'
+     */
+    var bind = restParam(function(func, thisArg, partials) {
+      var bitmask = BIND_FLAG;
+      if (partials.length) {
+        var holders = replaceHolders(partials, bind.placeholder);
+        bitmask |= PARTIAL_FLAG;
+      }
+      return createWrapper(func, bitmask, thisArg, partials, holders);
+    });
+
+    /**
+     * Binds methods of an object to the object itself, overwriting the existing
+     * method. Method names may be specified as individual arguments or as arrays
+     * of method names. If no method names are provided all enumerable function
+     * properties, own and inherited, of `object` are bound.
+     *
+     * **Note:** This method does not set the "length" property of bound functions.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Object} object The object to bind and assign the bound methods to.
+     * @param {...(string|string[])} [methodNames] The object method names to bind,
+     *  specified as individual method names or arrays of method names.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * var view = {
+     *   'label': 'docs',
+     *   'onClick': function() {
+     *     console.log('clicked ' + this.label);
+     *   }
+     * };
+     *
+     * _.bindAll(view);
+     * jQuery('#docs').on('click', view.onClick);
+     * // => logs 'clicked docs' when the element is clicked
+     */
+    var bindAll = restParam(function(object, methodNames) {
+      methodNames = methodNames.length ? baseFlatten(methodNames) : functions(object);
+
+      var index = -1,
+          length = methodNames.length;
+
+      while (++index < length) {
+        var key = methodNames[index];
+        object[key] = createWrapper(object[key], BIND_FLAG, object);
+      }
+      return object;
+    });
+
+    /**
+     * Creates a function that invokes the method at `object[key]` and prepends
+     * any additional `_.bindKey` arguments to those provided to the bound function.
+     *
+     * This method differs from `_.bind` by allowing bound functions to reference
+     * methods that may be redefined or don't yet exist.
+     * See [Peter Michaux's article](http://peter.michaux.ca/articles/lazy-function-definition-pattern)
+     * for more details.
+     *
+     * The `_.bindKey.placeholder` value, which defaults to `_` in monolithic
+     * builds, may be used as a placeholder for partially applied arguments.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Object} object The object the method belongs to.
+     * @param {string} key The key of the method.
+     * @param {...*} [partials] The arguments to be partially applied.
+     * @returns {Function} Returns the new bound function.
+     * @example
+     *
+     * var object = {
+     *   'user': 'fred',
+     *   'greet': function(greeting, punctuation) {
+     *     return greeting + ' ' + this.user + punctuation;
+     *   }
+     * };
+     *
+     * var bound = _.bindKey(object, 'greet', 'hi');
+     * bound('!');
+     * // => 'hi fred!'
+     *
+     * object.greet = function(greeting, punctuation) {
+     *   return greeting + 'ya ' + this.user + punctuation;
+     * };
+     *
+     * bound('!');
+     * // => 'hiya fred!'
+     *
+     * // using placeholders
+     * var bound = _.bindKey(object, 'greet', _, '!');
+     * bound('hi');
+     * // => 'hiya fred!'
+     */
+    var bindKey = restParam(function(object, key, partials) {
+      var bitmask = BIND_FLAG | BIND_KEY_FLAG;
+      if (partials.length) {
+        var holders = replaceHolders(partials, bindKey.placeholder);
+        bitmask |= PARTIAL_FLAG;
+      }
+      return createWrapper(key, bitmask, object, partials, holders);
+    });
+
+    /**
+     * Creates a function that accepts one or more arguments of `func` that when
+     * called either invokes `func` returning its result, if all `func` arguments
+     * have been provided, or returns a function that accepts one or more of the
+     * remaining `func` arguments, and so on. The arity of `func` may be specified
+     * if `func.length` is not sufficient.
+     *
+     * The `_.curry.placeholder` value, which defaults to `_` in monolithic builds,
+     * may be used as a placeholder for provided arguments.
+     *
+     * **Note:** This method does not set the "length" property of curried functions.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to curry.
+     * @param {number} [arity=func.length] The arity of `func`.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Function} Returns the new curried function.
+     * @example
+     *
+     * var abc = function(a, b, c) {
+     *   return [a, b, c];
+     * };
+     *
+     * var curried = _.curry(abc);
+     *
+     * curried(1)(2)(3);
+     * // => [1, 2, 3]
+     *
+     * curried(1, 2)(3);
+     * // => [1, 2, 3]
+     *
+     * curried(1, 2, 3);
+     * // => [1, 2, 3]
+     *
+     * // using placeholders
+     * curried(1)(_, 3)(2);
+     * // => [1, 2, 3]
+     */
+    var curry = createCurry(CURRY_FLAG);
+
+    /**
+     * This method is like `_.curry` except that arguments are applied to `func`
+     * in the manner of `_.partialRight` instead of `_.partial`.
+     *
+     * The `_.curryRight.placeholder` value, which defaults to `_` in monolithic
+     * builds, may be used as a placeholder for provided arguments.
+     *
+     * **Note:** This method does not set the "length" property of curried functions.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to curry.
+     * @param {number} [arity=func.length] The arity of `func`.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Function} Returns the new curried function.
+     * @example
+     *
+     * var abc = function(a, b, c) {
+     *   return [a, b, c];
+     * };
+     *
+     * var curried = _.curryRight(abc);
+     *
+     * curried(3)(2)(1);
+     * // => [1, 2, 3]
+     *
+     * curried(2, 3)(1);
+     * // => [1, 2, 3]
+     *
+     * curried(1, 2, 3);
+     * // => [1, 2, 3]
+     *
+     * // using placeholders
+     * curried(3)(1, _)(2);
+     * // => [1, 2, 3]
+     */
+    var curryRight = createCurry(CURRY_RIGHT_FLAG);
+
+    /**
+     * Creates a debounced function that delays invoking `func` until after `wait`
+     * milliseconds have elapsed since the last time the debounced function was
+     * invoked. The debounced function comes with a `cancel` method to cancel
+     * delayed invocations. Provide an options object to indicate that `func`
+     * should be invoked on the leading and/or trailing edge of the `wait` timeout.
+     * Subsequent calls to the debounced function return the result of the last
+     * `func` invocation.
+     *
+     * **Note:** If `leading` and `trailing` options are `true`, `func` is invoked
+     * on the trailing edge of the timeout only if the the debounced function is
+     * invoked more than once during the `wait` timeout.
+     *
+     * See [David Corbacho's article](http://drupalmotion.com/article/debounce-and-throttle-visual-explanation)
+     * for details over the differences between `_.debounce` and `_.throttle`.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to debounce.
+     * @param {number} [wait=0] The number of milliseconds to delay.
+     * @param {Object} [options] The options object.
+     * @param {boolean} [options.leading=false] Specify invoking on the leading
+     *  edge of the timeout.
+     * @param {number} [options.maxWait] The maximum time `func` is allowed to be
+     *  delayed before it is invoked.
+     * @param {boolean} [options.trailing=true] Specify invoking on the trailing
+     *  edge of the timeout.
+     * @returns {Function} Returns the new debounced function.
+     * @example
+     *
+     * // avoid costly calculations while the window size is in flux
+     * jQuery(window).on('resize', _.debounce(calculateLayout, 150));
+     *
+     * // invoke `sendMail` when the click event is fired, debouncing subsequent calls
+     * jQuery('#postbox').on('click', _.debounce(sendMail, 300, {
+     *   'leading': true,
+     *   'trailing': false
+     * }));
+     *
+     * // ensure `batchLog` is invoked once after 1 second of debounced calls
+     * var source = new EventSource('/stream');
+     * jQuery(source).on('message', _.debounce(batchLog, 250, {
+     *   'maxWait': 1000
+     * }));
+     *
+     * // cancel a debounced call
+     * var todoChanges = _.debounce(batchLog, 1000);
+     * Object.observe(models.todo, todoChanges);
+     *
+     * Object.observe(models, function(changes) {
+     *   if (_.find(changes, { 'user': 'todo', 'type': 'delete'})) {
+     *     todoChanges.cancel();
+     *   }
+     * }, ['delete']);
+     *
+     * // ...at some point `models.todo` is changed
+     * models.todo.completed = true;
+     *
+     * // ...before 1 second has passed `models.todo` is deleted
+     * // which cancels the debounced `todoChanges` call
+     * delete models.todo;
+     */
+    function debounce(func, wait, options) {
+      var args,
+          maxTimeoutId,
+          result,
+          stamp,
+          thisArg,
+          timeoutId,
+          trailingCall,
+          lastCalled = 0,
+          maxWait = false,
+          trailing = true;
+
+      if (typeof func != 'function') {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      wait = wait < 0 ? 0 : (+wait || 0);
+      if (options === true) {
+        var leading = true;
+        trailing = false;
+      } else if (isObject(options)) {
+        leading = !!options.leading;
+        maxWait = 'maxWait' in options && nativeMax(+options.maxWait || 0, wait);
+        trailing = 'trailing' in options ? !!options.trailing : trailing;
+      }
+
+      function cancel() {
+        if (timeoutId) {
+          clearTimeout(timeoutId);
+        }
+        if (maxTimeoutId) {
+          clearTimeout(maxTimeoutId);
+        }
+        lastCalled = 0;
+        maxTimeoutId = timeoutId = trailingCall = undefined;
+      }
+
+      function complete(isCalled, id) {
+        if (id) {
+          clearTimeout(id);
+        }
+        maxTimeoutId = timeoutId = trailingCall = undefined;
+        if (isCalled) {
+          lastCalled = now();
+          result = func.apply(thisArg, args);
+          if (!timeoutId && !maxTimeoutId) {
+            args = thisArg = undefined;
+          }
+        }
+      }
+
+      function delayed() {
+        var remaining = wait - (now() - stamp);
+        if (remaining <= 0 || remaining > wait) {
+          complete(trailingCall, maxTimeoutId);
+        } else {
+          timeoutId = setTimeout(delayed, remaining);
+        }
+      }
+
+      function maxDelayed() {
+        complete(trailing, timeoutId);
+      }
+
+      function debounced() {
+        args = arguments;
+        stamp = now();
+        thisArg = this;
+        trailingCall = trailing && (timeoutId || !leading);
+
+        if (maxWait === false) {
+          var leadingCall = leading && !timeoutId;
+        } else {
+          if (!maxTimeoutId && !leading) {
+            lastCalled = stamp;
+          }
+          var remaining = maxWait - (stamp - lastCalled),
+              isCalled = remaining <= 0 || remaining > maxWait;
+
+          if (isCalled) {
+            if (maxTimeoutId) {
+              maxTimeoutId = clearTimeout(maxTimeoutId);
+            }
+            lastCalled = stamp;
+            result = func.apply(thisArg, args);
+          }
+          else if (!maxTimeoutId) {
+            maxTimeoutId = setTimeout(maxDelayed, remaining);
+          }
+        }
+        if (isCalled && timeoutId) {
+          timeoutId = clearTimeout(timeoutId);
+        }
+        else if (!timeoutId && wait !== maxWait) {
+          timeoutId = setTimeout(delayed, wait);
+        }
+        if (leadingCall) {
+          isCalled = true;
+          result = func.apply(thisArg, args);
+        }
+        if (isCalled && !timeoutId && !maxTimeoutId) {
+          args = thisArg = undefined;
+        }
+        return result;
+      }
+      debounced.cancel = cancel;
+      return debounced;
+    }
+
+    /**
+     * Defers invoking the `func` until the current call stack has cleared. Any
+     * additional arguments are provided to `func` when it is invoked.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to defer.
+     * @param {...*} [args] The arguments to invoke the function with.
+     * @returns {number} Returns the timer id.
+     * @example
+     *
+     * _.defer(function(text) {
+     *   console.log(text);
+     * }, 'deferred');
+     * // logs 'deferred' after one or more milliseconds
+     */
+    var defer = restParam(function(func, args) {
+      return baseDelay(func, 1, args);
+    });
+
+    /**
+     * Invokes `func` after `wait` milliseconds. Any additional arguments are
+     * provided to `func` when it is invoked.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to delay.
+     * @param {number} wait The number of milliseconds to delay invocation.
+     * @param {...*} [args] The arguments to invoke the function with.
+     * @returns {number} Returns the timer id.
+     * @example
+     *
+     * _.delay(function(text) {
+     *   console.log(text);
+     * }, 1000, 'later');
+     * // => logs 'later' after one second
+     */
+    var delay = restParam(function(func, wait, args) {
+      return baseDelay(func, wait, args);
+    });
+
+    /**
+     * Creates a function that returns the result of invoking the provided
+     * functions with the `this` binding of the created function, where each
+     * successive invocation is supplied the return value of the previous.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {...Function} [funcs] Functions to invoke.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * function square(n) {
+     *   return n * n;
+     * }
+     *
+     * var addSquare = _.flow(_.add, square);
+     * addSquare(1, 2);
+     * // => 9
+     */
+    var flow = createFlow();
+
+    /**
+     * This method is like `_.flow` except that it creates a function that
+     * invokes the provided functions from right to left.
+     *
+     * @static
+     * @memberOf _
+     * @alias backflow, compose
+     * @category Function
+     * @param {...Function} [funcs] Functions to invoke.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * function square(n) {
+     *   return n * n;
+     * }
+     *
+     * var addSquare = _.flowRight(square, _.add);
+     * addSquare(1, 2);
+     * // => 9
+     */
+    var flowRight = createFlow(true);
+
+    /**
+     * Creates a function that memoizes the result of `func`. If `resolver` is
+     * provided it determines the cache key for storing the result based on the
+     * arguments provided to the memoized function. By default, the first argument
+     * provided to the memoized function is coerced to a string and used as the
+     * cache key. The `func` is invoked with the `this` binding of the memoized
+     * function.
+     *
+     * **Note:** The cache is exposed as the `cache` property on the memoized
+     * function. Its creation may be customized by replacing the `_.memoize.Cache`
+     * constructor with one whose instances implement the [`Map`](http://ecma-international.org/ecma-262/6.0/#sec-properties-of-the-map-prototype-object)
+     * method interface of `get`, `has`, and `set`.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to have its output memoized.
+     * @param {Function} [resolver] The function to resolve the cache key.
+     * @returns {Function} Returns the new memoizing function.
+     * @example
+     *
+     * var upperCase = _.memoize(function(string) {
+     *   return string.toUpperCase();
+     * });
+     *
+     * upperCase('fred');
+     * // => 'FRED'
+     *
+     * // modifying the result cache
+     * upperCase.cache.set('fred', 'BARNEY');
+     * upperCase('fred');
+     * // => 'BARNEY'
+     *
+     * // replacing `_.memoize.Cache`
+     * var object = { 'user': 'fred' };
+     * var other = { 'user': 'barney' };
+     * var identity = _.memoize(_.identity);
+     *
+     * identity(object);
+     * // => { 'user': 'fred' }
+     * identity(other);
+     * // => { 'user': 'fred' }
+     *
+     * _.memoize.Cache = WeakMap;
+     * var identity = _.memoize(_.identity);
+     *
+     * identity(object);
+     * // => { 'user': 'fred' }
+     * identity(other);
+     * // => { 'user': 'barney' }
+     */
+    function memoize(func, resolver) {
+      if (typeof func != 'function' || (resolver && typeof resolver != 'function')) {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      var memoized = function() {
+        var args = arguments,
+            key = resolver ? resolver.apply(this, args) : args[0],
+            cache = memoized.cache;
+
+        if (cache.has(key)) {
+          return cache.get(key);
+        }
+        var result = func.apply(this, args);
+        memoized.cache = cache.set(key, result);
+        return result;
+      };
+      memoized.cache = new memoize.Cache;
+      return memoized;
+    }
+
+    /**
+     * Creates a function that runs each argument through a corresponding
+     * transform function.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to wrap.
+     * @param {...(Function|Function[])} [transforms] The functions to transform
+     * arguments, specified as individual functions or arrays of functions.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * function doubled(n) {
+     *   return n * 2;
+     * }
+     *
+     * function square(n) {
+     *   return n * n;
+     * }
+     *
+     * var modded = _.modArgs(function(x, y) {
+     *   return [x, y];
+     * }, square, doubled);
+     *
+     * modded(1, 2);
+     * // => [1, 4]
+     *
+     * modded(5, 10);
+     * // => [25, 20]
+     */
+    var modArgs = restParam(function(func, transforms) {
+      transforms = baseFlatten(transforms);
+      if (typeof func != 'function' || !arrayEvery(transforms, baseIsFunction)) {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      var length = transforms.length;
+      return restParam(function(args) {
+        var index = nativeMin(args.length, length);
+        while (index--) {
+          args[index] = transforms[index](args[index]);
+        }
+        return func.apply(this, args);
+      });
+    });
+
+    /**
+     * Creates a function that negates the result of the predicate `func`. The
+     * `func` predicate is invoked with the `this` binding and arguments of the
+     * created function.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} predicate The predicate to negate.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * function isEven(n) {
+     *   return n % 2 == 0;
+     * }
+     *
+     * _.filter([1, 2, 3, 4, 5, 6], _.negate(isEven));
+     * // => [1, 3, 5]
+     */
+    function negate(predicate) {
+      if (typeof predicate != 'function') {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      return function() {
+        return !predicate.apply(this, arguments);
+      };
+    }
+
+    /**
+     * Creates a function that is restricted to invoking `func` once. Repeat calls
+     * to the function return the value of the first call. The `func` is invoked
+     * with the `this` binding and arguments of the created function.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to restrict.
+     * @returns {Function} Returns the new restricted function.
+     * @example
+     *
+     * var initialize = _.once(createApplication);
+     * initialize();
+     * initialize();
+     * // `initialize` invokes `createApplication` once
+     */
+    function once(func) {
+      return before(2, func);
+    }
+
+    /**
+     * Creates a function that invokes `func` with `partial` arguments prepended
+     * to those provided to the new function. This method is like `_.bind` except
+     * it does **not** alter the `this` binding.
+     *
+     * The `_.partial.placeholder` value, which defaults to `_` in monolithic
+     * builds, may be used as a placeholder for partially applied arguments.
+     *
+     * **Note:** This method does not set the "length" property of partially
+     * applied functions.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to partially apply arguments to.
+     * @param {...*} [partials] The arguments to be partially applied.
+     * @returns {Function} Returns the new partially applied function.
+     * @example
+     *
+     * var greet = function(greeting, name) {
+     *   return greeting + ' ' + name;
+     * };
+     *
+     * var sayHelloTo = _.partial(greet, 'hello');
+     * sayHelloTo('fred');
+     * // => 'hello fred'
+     *
+     * // using placeholders
+     * var greetFred = _.partial(greet, _, 'fred');
+     * greetFred('hi');
+     * // => 'hi fred'
+     */
+    var partial = createPartial(PARTIAL_FLAG);
+
+    /**
+     * This method is like `_.partial` except that partially applied arguments
+     * are appended to those provided to the new function.
+     *
+     * The `_.partialRight.placeholder` value, which defaults to `_` in monolithic
+     * builds, may be used as a placeholder for partially applied arguments.
+     *
+     * **Note:** This method does not set the "length" property of partially
+     * applied functions.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to partially apply arguments to.
+     * @param {...*} [partials] The arguments to be partially applied.
+     * @returns {Function} Returns the new partially applied function.
+     * @example
+     *
+     * var greet = function(greeting, name) {
+     *   return greeting + ' ' + name;
+     * };
+     *
+     * var greetFred = _.partialRight(greet, 'fred');
+     * greetFred('hi');
+     * // => 'hi fred'
+     *
+     * // using placeholders
+     * var sayHelloTo = _.partialRight(greet, 'hello', _);
+     * sayHelloTo('fred');
+     * // => 'hello fred'
+     */
+    var partialRight = createPartial(PARTIAL_RIGHT_FLAG);
+
+    /**
+     * Creates a function that invokes `func` with arguments arranged according
+     * to the specified indexes where the argument value at the first index is
+     * provided as the first argument, the argument value at the second index is
+     * provided as the second argument, and so on.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to rearrange arguments for.
+     * @param {...(number|number[])} indexes The arranged argument indexes,
+     *  specified as individual indexes or arrays of indexes.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * var rearged = _.rearg(function(a, b, c) {
+     *   return [a, b, c];
+     * }, 2, 0, 1);
+     *
+     * rearged('b', 'c', 'a')
+     * // => ['a', 'b', 'c']
+     *
+     * var map = _.rearg(_.map, [1, 0]);
+     * map(function(n) {
+     *   return n * 3;
+     * }, [1, 2, 3]);
+     * // => [3, 6, 9]
+     */
+    var rearg = restParam(function(func, indexes) {
+      return createWrapper(func, REARG_FLAG, undefined, undefined, undefined, baseFlatten(indexes));
+    });
+
+    /**
+     * Creates a function that invokes `func` with the `this` binding of the
+     * created function and arguments from `start` and beyond provided as an array.
+     *
+     * **Note:** This method is based on the [rest parameter](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Functions/rest_parameters).
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to apply a rest parameter to.
+     * @param {number} [start=func.length-1] The start position of the rest parameter.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * var say = _.restParam(function(what, names) {
+     *   return what + ' ' + _.initial(names).join(', ') +
+     *     (_.size(names) > 1 ? ', & ' : '') + _.last(names);
+     * });
+     *
+     * say('hello', 'fred', 'barney', 'pebbles');
+     * // => 'hello fred, barney, & pebbles'
+     */
+    function restParam(func, start) {
+      if (typeof func != 'function') {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      start = nativeMax(start === undefined ? (func.length - 1) : (+start || 0), 0);
+      return function() {
+        var args = arguments,
+            index = -1,
+            length = nativeMax(args.length - start, 0),
+            rest = Array(length);
+
+        while (++index < length) {
+          rest[index] = args[start + index];
+        }
+        switch (start) {
+          case 0: return func.call(this, rest);
+          case 1: return func.call(this, args[0], rest);
+          case 2: return func.call(this, args[0], args[1], rest);
+        }
+        var otherArgs = Array(start + 1);
+        index = -1;
+        while (++index < start) {
+          otherArgs[index] = args[index];
+        }
+        otherArgs[start] = rest;
+        return func.apply(this, otherArgs);
+      };
+    }
+
+    /**
+     * Creates a function that invokes `func` with the `this` binding of the created
+     * function and an array of arguments much like [`Function#apply`](https://es5.github.io/#x15.3.4.3).
+     *
+     * **Note:** This method is based on the [spread operator](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Operators/Spread_operator).
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to spread arguments over.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * var say = _.spread(function(who, what) {
+     *   return who + ' says ' + what;
+     * });
+     *
+     * say(['fred', 'hello']);
+     * // => 'fred says hello'
+     *
+     * // with a Promise
+     * var numbers = Promise.all([
+     *   Promise.resolve(40),
+     *   Promise.resolve(36)
+     * ]);
+     *
+     * numbers.then(_.spread(function(x, y) {
+     *   return x + y;
+     * }));
+     * // => a Promise of 76
+     */
+    function spread(func) {
+      if (typeof func != 'function') {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      return function(array) {
+        return func.apply(this, array);
+      };
+    }
+
+    /**
+     * Creates a throttled function that only invokes `func` at most once per
+     * every `wait` milliseconds. The throttled function comes with a `cancel`
+     * method to cancel delayed invocations. Provide an options object to indicate
+     * that `func` should be invoked on the leading and/or trailing edge of the
+     * `wait` timeout. Subsequent calls to the throttled function return the
+     * result of the last `func` call.
+     *
+     * **Note:** If `leading` and `trailing` options are `true`, `func` is invoked
+     * on the trailing edge of the timeout only if the the throttled function is
+     * invoked more than once during the `wait` timeout.
+     *
+     * See [David Corbacho's article](http://drupalmotion.com/article/debounce-and-throttle-visual-explanation)
+     * for details over the differences between `_.throttle` and `_.debounce`.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {Function} func The function to throttle.
+     * @param {number} [wait=0] The number of milliseconds to throttle invocations to.
+     * @param {Object} [options] The options object.
+     * @param {boolean} [options.leading=true] Specify invoking on the leading
+     *  edge of the timeout.
+     * @param {boolean} [options.trailing=true] Specify invoking on the trailing
+     *  edge of the timeout.
+     * @returns {Function} Returns the new throttled function.
+     * @example
+     *
+     * // avoid excessively updating the position while scrolling
+     * jQuery(window).on('scroll', _.throttle(updatePosition, 100));
+     *
+     * // invoke `renewToken` when the click event is fired, but not more than once every 5 minutes
+     * jQuery('.interactive').on('click', _.throttle(renewToken, 300000, {
+     *   'trailing': false
+     * }));
+     *
+     * // cancel a trailing throttled call
+     * jQuery(window).on('popstate', throttled.cancel);
+     */
+    function throttle(func, wait, options) {
+      var leading = true,
+          trailing = true;
+
+      if (typeof func != 'function') {
+        throw new TypeError(FUNC_ERROR_TEXT);
+      }
+      if (options === false) {
+        leading = false;
+      } else if (isObject(options)) {
+        leading = 'leading' in options ? !!options.leading : leading;
+        trailing = 'trailing' in options ? !!options.trailing : trailing;
+      }
+      return debounce(func, wait, { 'leading': leading, 'maxWait': +wait, 'trailing': trailing });
+    }
+
+    /**
+     * Creates a function that provides `value` to the wrapper function as its
+     * first argument. Any additional arguments provided to the function are
+     * appended to those provided to the wrapper function. The wrapper is invoked
+     * with the `this` binding of the created function.
+     *
+     * @static
+     * @memberOf _
+     * @category Function
+     * @param {*} value The value to wrap.
+     * @param {Function} wrapper The wrapper function.
+     * @returns {Function} Returns the new function.
+     * @example
+     *
+     * var p = _.wrap(_.escape, function(func, text) {
+     *   return '
                                                                                                                            ' + func(text) + '
                                                                                                                            ';
+     * });
+     *
+     * p('fred, barney, & pebbles');
+     * // => '
                                                                                                                            fred, barney, & pebbles
                                                                                                                            '
+     */
+    function wrap(value, wrapper) {
+      wrapper = wrapper == null ? identity : wrapper;
+      return createWrapper(wrapper, PARTIAL_FLAG, undefined, [value], []);
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Creates a clone of `value`. If `isDeep` is `true` nested objects are cloned,
+     * otherwise they are assigned by reference. If `customizer` is provided it is
+     * invoked to produce the cloned values. If `customizer` returns `undefined`
+     * cloning is handled by the method instead. The `customizer` is bound to
+     * `thisArg` and invoked with two argument; (value [, index|key, object]).
+     *
+     * **Note:** This method is loosely based on the
+     * [structured clone algorithm](http://www.w3.org/TR/html5/infrastructure.html#internal-structured-cloning-algorithm).
+     * The enumerable properties of `arguments` objects and objects created by
+     * constructors other than `Object` are cloned to plain `Object` objects. An
+     * empty object is returned for uncloneable values such as functions, DOM nodes,
+     * Maps, Sets, and WeakMaps.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to clone.
+     * @param {boolean} [isDeep] Specify a deep clone.
+     * @param {Function} [customizer] The function to customize cloning values.
+     * @param {*} [thisArg] The `this` binding of `customizer`.
+     * @returns {*} Returns the cloned value.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney' },
+     *   { 'user': 'fred' }
+     * ];
+     *
+     * var shallow = _.clone(users);
+     * shallow[0] === users[0];
+     * // => true
+     *
+     * var deep = _.clone(users, true);
+     * deep[0] === users[0];
+     * // => false
+     *
+     * // using a customizer callback
+     * var el = _.clone(document.body, function(value) {
+     *   if (_.isElement(value)) {
+     *     return value.cloneNode(false);
+     *   }
+     * });
+     *
+     * el === document.body
+     * // => false
+     * el.nodeName
+     * // => BODY
+     * el.childNodes.length;
+     * // => 0
+     */
+    function clone(value, isDeep, customizer, thisArg) {
+      if (isDeep && typeof isDeep != 'boolean' && isIterateeCall(value, isDeep, customizer)) {
+        isDeep = false;
+      }
+      else if (typeof isDeep == 'function') {
+        thisArg = customizer;
+        customizer = isDeep;
+        isDeep = false;
+      }
+      return typeof customizer == 'function'
+        ? baseClone(value, isDeep, bindCallback(customizer, thisArg, 1))
+        : baseClone(value, isDeep);
+    }
+
+    /**
+     * Creates a deep clone of `value`. If `customizer` is provided it is invoked
+     * to produce the cloned values. If `customizer` returns `undefined` cloning
+     * is handled by the method instead. The `customizer` is bound to `thisArg`
+     * and invoked with two argument; (value [, index|key, object]).
+     *
+     * **Note:** This method is loosely based on the
+     * [structured clone algorithm](http://www.w3.org/TR/html5/infrastructure.html#internal-structured-cloning-algorithm).
+     * The enumerable properties of `arguments` objects and objects created by
+     * constructors other than `Object` are cloned to plain `Object` objects. An
+     * empty object is returned for uncloneable values such as functions, DOM nodes,
+     * Maps, Sets, and WeakMaps.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to deep clone.
+     * @param {Function} [customizer] The function to customize cloning values.
+     * @param {*} [thisArg] The `this` binding of `customizer`.
+     * @returns {*} Returns the deep cloned value.
+     * @example
+     *
+     * var users = [
+     *   { 'user': 'barney' },
+     *   { 'user': 'fred' }
+     * ];
+     *
+     * var deep = _.cloneDeep(users);
+     * deep[0] === users[0];
+     * // => false
+     *
+     * // using a customizer callback
+     * var el = _.cloneDeep(document.body, function(value) {
+     *   if (_.isElement(value)) {
+     *     return value.cloneNode(true);
+     *   }
+     * });
+     *
+     * el === document.body
+     * // => false
+     * el.nodeName
+     * // => BODY
+     * el.childNodes.length;
+     * // => 20
+     */
+    function cloneDeep(value, customizer, thisArg) {
+      return typeof customizer == 'function'
+        ? baseClone(value, true, bindCallback(customizer, thisArg, 1))
+        : baseClone(value, true);
+    }
+
+    /**
+     * Checks if `value` is greater than `other`.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to compare.
+     * @param {*} other The other value to compare.
+     * @returns {boolean} Returns `true` if `value` is greater than `other`, else `false`.
+     * @example
+     *
+     * _.gt(3, 1);
+     * // => true
+     *
+     * _.gt(3, 3);
+     * // => false
+     *
+     * _.gt(1, 3);
+     * // => false
+     */
+    function gt(value, other) {
+      return value > other;
+    }
+
+    /**
+     * Checks if `value` is greater than or equal to `other`.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to compare.
+     * @param {*} other The other value to compare.
+     * @returns {boolean} Returns `true` if `value` is greater than or equal to `other`, else `false`.
+     * @example
+     *
+     * _.gte(3, 1);
+     * // => true
+     *
+     * _.gte(3, 3);
+     * // => true
+     *
+     * _.gte(1, 3);
+     * // => false
+     */
+    function gte(value, other) {
+      return value >= other;
+    }
+
+    /**
+     * Checks if `value` is classified as an `arguments` object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isArguments(function() { return arguments; }());
+     * // => true
+     *
+     * _.isArguments([1, 2, 3]);
+     * // => false
+     */
+    function isArguments(value) {
+      return isObjectLike(value) && isArrayLike(value) &&
+        hasOwnProperty.call(value, 'callee') && !propertyIsEnumerable.call(value, 'callee');
+    }
+
+    /**
+     * Checks if `value` is classified as an `Array` object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isArray([1, 2, 3]);
+     * // => true
+     *
+     * _.isArray(function() { return arguments; }());
+     * // => false
+     */
+    var isArray = nativeIsArray || function(value) {
+      return isObjectLike(value) && isLength(value.length) && objToString.call(value) == arrayTag;
+    };
+
+    /**
+     * Checks if `value` is classified as a boolean primitive or object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isBoolean(false);
+     * // => true
+     *
+     * _.isBoolean(null);
+     * // => false
+     */
+    function isBoolean(value) {
+      return value === true || value === false || (isObjectLike(value) && objToString.call(value) == boolTag);
+    }
+
+    /**
+     * Checks if `value` is classified as a `Date` object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isDate(new Date);
+     * // => true
+     *
+     * _.isDate('Mon April 23 2012');
+     * // => false
+     */
+    function isDate(value) {
+      return isObjectLike(value) && objToString.call(value) == dateTag;
+    }
+
+    /**
+     * Checks if `value` is a DOM element.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is a DOM element, else `false`.
+     * @example
+     *
+     * _.isElement(document.body);
+     * // => true
+     *
+     * _.isElement('');
+     * // => false
+     */
+    function isElement(value) {
+      return !!value && value.nodeType === 1 && isObjectLike(value) && !isPlainObject(value);
+    }
+
+    /**
+     * Checks if `value` is empty. A value is considered empty unless it is an
+     * `arguments` object, array, string, or jQuery-like collection with a length
+     * greater than `0` or an object with own enumerable properties.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {Array|Object|string} value The value to inspect.
+     * @returns {boolean} Returns `true` if `value` is empty, else `false`.
+     * @example
+     *
+     * _.isEmpty(null);
+     * // => true
+     *
+     * _.isEmpty(true);
+     * // => true
+     *
+     * _.isEmpty(1);
+     * // => true
+     *
+     * _.isEmpty([1, 2, 3]);
+     * // => false
+     *
+     * _.isEmpty({ 'a': 1 });
+     * // => false
+     */
+    function isEmpty(value) {
+      if (value == null) {
+        return true;
+      }
+      if (isArrayLike(value) && (isArray(value) || isString(value) || isArguments(value) ||
+          (isObjectLike(value) && isFunction(value.splice)))) {
+        return !value.length;
+      }
+      return !keys(value).length;
+    }
+
+    /**
+     * Performs a deep comparison between two values to determine if they are
+     * equivalent. If `customizer` is provided it is invoked to compare values.
+     * If `customizer` returns `undefined` comparisons are handled by the method
+     * instead. The `customizer` is bound to `thisArg` and invoked with three
+     * arguments: (value, other [, index|key]).
+     *
+     * **Note:** This method supports comparing arrays, booleans, `Date` objects,
+     * numbers, `Object` objects, regexes, and strings. Objects are compared by
+     * their own, not inherited, enumerable properties. Functions and DOM nodes
+     * are **not** supported. Provide a customizer function to extend support
+     * for comparing other values.
+     *
+     * @static
+     * @memberOf _
+     * @alias eq
+     * @category Lang
+     * @param {*} value The value to compare.
+     * @param {*} other The other value to compare.
+     * @param {Function} [customizer] The function to customize value comparisons.
+     * @param {*} [thisArg] The `this` binding of `customizer`.
+     * @returns {boolean} Returns `true` if the values are equivalent, else `false`.
+     * @example
+     *
+     * var object = { 'user': 'fred' };
+     * var other = { 'user': 'fred' };
+     *
+     * object == other;
+     * // => false
+     *
+     * _.isEqual(object, other);
+     * // => true
+     *
+     * // using a customizer callback
+     * var array = ['hello', 'goodbye'];
+     * var other = ['hi', 'goodbye'];
+     *
+     * _.isEqual(array, other, function(value, other) {
+     *   if (_.every([value, other], RegExp.prototype.test, /^h(?:i|ello)$/)) {
+     *     return true;
+     *   }
+     * });
+     * // => true
+     */
+    function isEqual(value, other, customizer, thisArg) {
+      customizer = typeof customizer == 'function' ? bindCallback(customizer, thisArg, 3) : undefined;
+      var result = customizer ? customizer(value, other) : undefined;
+      return  result === undefined ? baseIsEqual(value, other, customizer) : !!result;
+    }
+
+    /**
+     * Checks if `value` is an `Error`, `EvalError`, `RangeError`, `ReferenceError`,
+     * `SyntaxError`, `TypeError`, or `URIError` object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is an error object, else `false`.
+     * @example
+     *
+     * _.isError(new Error);
+     * // => true
+     *
+     * _.isError(Error);
+     * // => false
+     */
+    function isError(value) {
+      return isObjectLike(value) && typeof value.message == 'string' && objToString.call(value) == errorTag;
+    }
+
+    /**
+     * Checks if `value` is a finite primitive number.
+     *
+     * **Note:** This method is based on [`Number.isFinite`](http://ecma-international.org/ecma-262/6.0/#sec-number.isfinite).
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is a finite number, else `false`.
+     * @example
+     *
+     * _.isFinite(10);
+     * // => true
+     *
+     * _.isFinite('10');
+     * // => false
+     *
+     * _.isFinite(true);
+     * // => false
+     *
+     * _.isFinite(Object(10));
+     * // => false
+     *
+     * _.isFinite(Infinity);
+     * // => false
+     */
+    function isFinite(value) {
+      return typeof value == 'number' && nativeIsFinite(value);
+    }
+
+    /**
+     * Checks if `value` is classified as a `Function` object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isFunction(_);
+     * // => true
+     *
+     * _.isFunction(/abc/);
+     * // => false
+     */
+    function isFunction(value) {
+      // The use of `Object#toString` avoids issues with the `typeof` operator
+      // in older versions of Chrome and Safari which return 'function' for regexes
+      // and Safari 8 equivalents which return 'object' for typed array constructors.
+      return isObject(value) && objToString.call(value) == funcTag;
+    }
+
+    /**
+     * Checks if `value` is the [language type](https://es5.github.io/#x8) of `Object`.
+     * (e.g. arrays, functions, objects, regexes, `new Number(0)`, and `new String('')`)
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is an object, else `false`.
+     * @example
+     *
+     * _.isObject({});
+     * // => true
+     *
+     * _.isObject([1, 2, 3]);
+     * // => true
+     *
+     * _.isObject(1);
+     * // => false
+     */
+    function isObject(value) {
+      // Avoid a V8 JIT bug in Chrome 19-20.
+      // See https://code.google.com/p/v8/issues/detail?id=2291 for more details.
+      var type = typeof value;
+      return !!value && (type == 'object' || type == 'function');
+    }
+
+    /**
+     * Performs a deep comparison between `object` and `source` to determine if
+     * `object` contains equivalent property values. If `customizer` is provided
+     * it is invoked to compare values. If `customizer` returns `undefined`
+     * comparisons are handled by the method instead. The `customizer` is bound
+     * to `thisArg` and invoked with three arguments: (value, other, index|key).
+     *
+     * **Note:** This method supports comparing properties of arrays, booleans,
+     * `Date` objects, numbers, `Object` objects, regexes, and strings. Functions
+     * and DOM nodes are **not** supported. Provide a customizer function to extend
+     * support for comparing other values.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {Object} object The object to inspect.
+     * @param {Object} source The object of property values to match.
+     * @param {Function} [customizer] The function to customize value comparisons.
+     * @param {*} [thisArg] The `this` binding of `customizer`.
+     * @returns {boolean} Returns `true` if `object` is a match, else `false`.
+     * @example
+     *
+     * var object = { 'user': 'fred', 'age': 40 };
+     *
+     * _.isMatch(object, { 'age': 40 });
+     * // => true
+     *
+     * _.isMatch(object, { 'age': 36 });
+     * // => false
+     *
+     * // using a customizer callback
+     * var object = { 'greeting': 'hello' };
+     * var source = { 'greeting': 'hi' };
+     *
+     * _.isMatch(object, source, function(value, other) {
+     *   return _.every([value, other], RegExp.prototype.test, /^h(?:i|ello)$/) || undefined;
+     * });
+     * // => true
+     */
+    function isMatch(object, source, customizer, thisArg) {
+      customizer = typeof customizer == 'function' ? bindCallback(customizer, thisArg, 3) : undefined;
+      return baseIsMatch(object, getMatchData(source), customizer);
+    }
+
+    /**
+     * Checks if `value` is `NaN`.
+     *
+     * **Note:** This method is not the same as [`isNaN`](https://es5.github.io/#x15.1.2.4)
+     * which returns `true` for `undefined` and other non-numeric values.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is `NaN`, else `false`.
+     * @example
+     *
+     * _.isNaN(NaN);
+     * // => true
+     *
+     * _.isNaN(new Number(NaN));
+     * // => true
+     *
+     * isNaN(undefined);
+     * // => true
+     *
+     * _.isNaN(undefined);
+     * // => false
+     */
+    function isNaN(value) {
+      // An `NaN` primitive is the only value that is not equal to itself.
+      // Perform the `toStringTag` check first to avoid errors with some host objects in IE.
+      return isNumber(value) && value != +value;
+    }
+
+    /**
+     * Checks if `value` is a native function.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is a native function, else `false`.
+     * @example
+     *
+     * _.isNative(Array.prototype.push);
+     * // => true
+     *
+     * _.isNative(_);
+     * // => false
+     */
+    function isNative(value) {
+      if (value == null) {
+        return false;
+      }
+      if (isFunction(value)) {
+        return reIsNative.test(fnToString.call(value));
+      }
+      return isObjectLike(value) && reIsHostCtor.test(value);
+    }
+
+    /**
+     * Checks if `value` is `null`.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is `null`, else `false`.
+     * @example
+     *
+     * _.isNull(null);
+     * // => true
+     *
+     * _.isNull(void 0);
+     * // => false
+     */
+    function isNull(value) {
+      return value === null;
+    }
+
+    /**
+     * Checks if `value` is classified as a `Number` primitive or object.
+     *
+     * **Note:** To exclude `Infinity`, `-Infinity`, and `NaN`, which are classified
+     * as numbers, use the `_.isFinite` method.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isNumber(8.4);
+     * // => true
+     *
+     * _.isNumber(NaN);
+     * // => true
+     *
+     * _.isNumber('8.4');
+     * // => false
+     */
+    function isNumber(value) {
+      return typeof value == 'number' || (isObjectLike(value) && objToString.call(value) == numberTag);
+    }
+
+    /**
+     * Checks if `value` is a plain object, that is, an object created by the
+     * `Object` constructor or one with a `[[Prototype]]` of `null`.
+     *
+     * **Note:** This method assumes objects created by the `Object` constructor
+     * have no inherited enumerable properties.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is a plain object, else `false`.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     * }
+     *
+     * _.isPlainObject(new Foo);
+     * // => false
+     *
+     * _.isPlainObject([1, 2, 3]);
+     * // => false
+     *
+     * _.isPlainObject({ 'x': 0, 'y': 0 });
+     * // => true
+     *
+     * _.isPlainObject(Object.create(null));
+     * // => true
+     */
+    function isPlainObject(value) {
+      var Ctor;
+
+      // Exit early for non `Object` objects.
+      if (!(isObjectLike(value) && objToString.call(value) == objectTag && !isArguments(value)) ||
+          (!hasOwnProperty.call(value, 'constructor') && (Ctor = value.constructor, typeof Ctor == 'function' && !(Ctor instanceof Ctor)))) {
+        return false;
+      }
+      // IE < 9 iterates inherited properties before own properties. If the first
+      // iterated property is an object's own property then there are no inherited
+      // enumerable properties.
+      var result;
+      // In most environments an object's own properties are iterated before
+      // its inherited properties. If the last iterated property is an object's
+      // own property then there are no inherited enumerable properties.
+      baseForIn(value, function(subValue, key) {
+        result = key;
+      });
+      return result === undefined || hasOwnProperty.call(value, result);
+    }
+
+    /**
+     * Checks if `value` is classified as a `RegExp` object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isRegExp(/abc/);
+     * // => true
+     *
+     * _.isRegExp('/abc/');
+     * // => false
+     */
+    function isRegExp(value) {
+      return isObject(value) && objToString.call(value) == regexpTag;
+    }
+
+    /**
+     * Checks if `value` is classified as a `String` primitive or object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isString('abc');
+     * // => true
+     *
+     * _.isString(1);
+     * // => false
+     */
+    function isString(value) {
+      return typeof value == 'string' || (isObjectLike(value) && objToString.call(value) == stringTag);
+    }
+
+    /**
+     * Checks if `value` is classified as a typed array.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is correctly classified, else `false`.
+     * @example
+     *
+     * _.isTypedArray(new Uint8Array);
+     * // => true
+     *
+     * _.isTypedArray([]);
+     * // => false
+     */
+    function isTypedArray(value) {
+      return isObjectLike(value) && isLength(value.length) && !!typedArrayTags[objToString.call(value)];
+    }
+
+    /**
+     * Checks if `value` is `undefined`.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to check.
+     * @returns {boolean} Returns `true` if `value` is `undefined`, else `false`.
+     * @example
+     *
+     * _.isUndefined(void 0);
+     * // => true
+     *
+     * _.isUndefined(null);
+     * // => false
+     */
+    function isUndefined(value) {
+      return value === undefined;
+    }
+
+    /**
+     * Checks if `value` is less than `other`.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to compare.
+     * @param {*} other The other value to compare.
+     * @returns {boolean} Returns `true` if `value` is less than `other`, else `false`.
+     * @example
+     *
+     * _.lt(1, 3);
+     * // => true
+     *
+     * _.lt(3, 3);
+     * // => false
+     *
+     * _.lt(3, 1);
+     * // => false
+     */
+    function lt(value, other) {
+      return value < other;
+    }
+
+    /**
+     * Checks if `value` is less than or equal to `other`.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to compare.
+     * @param {*} other The other value to compare.
+     * @returns {boolean} Returns `true` if `value` is less than or equal to `other`, else `false`.
+     * @example
+     *
+     * _.lte(1, 3);
+     * // => true
+     *
+     * _.lte(3, 3);
+     * // => true
+     *
+     * _.lte(3, 1);
+     * // => false
+     */
+    function lte(value, other) {
+      return value <= other;
+    }
+
+    /**
+     * Converts `value` to an array.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to convert.
+     * @returns {Array} Returns the converted array.
+     * @example
+     *
+     * (function() {
+     *   return _.toArray(arguments).slice(1);
+     * }(1, 2, 3));
+     * // => [2, 3]
+     */
+    function toArray(value) {
+      var length = value ? getLength(value) : 0;
+      if (!isLength(length)) {
+        return values(value);
+      }
+      if (!length) {
+        return [];
+      }
+      return arrayCopy(value);
+    }
+
+    /**
+     * Converts `value` to a plain object flattening inherited enumerable
+     * properties of `value` to own properties of the plain object.
+     *
+     * @static
+     * @memberOf _
+     * @category Lang
+     * @param {*} value The value to convert.
+     * @returns {Object} Returns the converted plain object.
+     * @example
+     *
+     * function Foo() {
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.assign({ 'a': 1 }, new Foo);
+     * // => { 'a': 1, 'b': 2 }
+     *
+     * _.assign({ 'a': 1 }, _.toPlainObject(new Foo));
+     * // => { 'a': 1, 'b': 2, 'c': 3 }
+     */
+    function toPlainObject(value) {
+      return baseCopy(value, keysIn(value));
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Recursively merges own enumerable properties of the source object(s), that
+     * don't resolve to `undefined` into the destination object. Subsequent sources
+     * overwrite property assignments of previous sources. If `customizer` is
+     * provided it is invoked to produce the merged values of the destination and
+     * source properties. If `customizer` returns `undefined` merging is handled
+     * by the method instead. The `customizer` is bound to `thisArg` and invoked
+     * with five arguments: (objectValue, sourceValue, key, object, source).
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The destination object.
+     * @param {...Object} [sources] The source objects.
+     * @param {Function} [customizer] The function to customize assigned values.
+     * @param {*} [thisArg] The `this` binding of `customizer`.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * var users = {
+     *   'data': [{ 'user': 'barney' }, { 'user': 'fred' }]
+     * };
+     *
+     * var ages = {
+     *   'data': [{ 'age': 36 }, { 'age': 40 }]
+     * };
+     *
+     * _.merge(users, ages);
+     * // => { 'data': [{ 'user': 'barney', 'age': 36 }, { 'user': 'fred', 'age': 40 }] }
+     *
+     * // using a customizer callback
+     * var object = {
+     *   'fruits': ['apple'],
+     *   'vegetables': ['beet']
+     * };
+     *
+     * var other = {
+     *   'fruits': ['banana'],
+     *   'vegetables': ['carrot']
+     * };
+     *
+     * _.merge(object, other, function(a, b) {
+     *   if (_.isArray(a)) {
+     *     return a.concat(b);
+     *   }
+     * });
+     * // => { 'fruits': ['apple', 'banana'], 'vegetables': ['beet', 'carrot'] }
+     */
+    var merge = createAssigner(baseMerge);
+
+    /**
+     * Assigns own enumerable properties of source object(s) to the destination
+     * object. Subsequent sources overwrite property assignments of previous sources.
+     * If `customizer` is provided it is invoked to produce the assigned values.
+     * The `customizer` is bound to `thisArg` and invoked with five arguments:
+     * (objectValue, sourceValue, key, object, source).
+     *
+     * **Note:** This method mutates `object` and is based on
+     * [`Object.assign`](http://ecma-international.org/ecma-262/6.0/#sec-object.assign).
+     *
+     * @static
+     * @memberOf _
+     * @alias extend
+     * @category Object
+     * @param {Object} object The destination object.
+     * @param {...Object} [sources] The source objects.
+     * @param {Function} [customizer] The function to customize assigned values.
+     * @param {*} [thisArg] The `this` binding of `customizer`.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * _.assign({ 'user': 'barney' }, { 'age': 40 }, { 'user': 'fred' });
+     * // => { 'user': 'fred', 'age': 40 }
+     *
+     * // using a customizer callback
+     * var defaults = _.partialRight(_.assign, function(value, other) {
+     *   return _.isUndefined(value) ? other : value;
+     * });
+     *
+     * defaults({ 'user': 'barney' }, { 'age': 36 }, { 'user': 'fred' });
+     * // => { 'user': 'barney', 'age': 36 }
+     */
+    var assign = createAssigner(function(object, source, customizer) {
+      return customizer
+        ? assignWith(object, source, customizer)
+        : baseAssign(object, source);
+    });
+
+    /**
+     * Creates an object that inherits from the given `prototype` object. If a
+     * `properties` object is provided its own enumerable properties are assigned
+     * to the created object.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} prototype The object to inherit from.
+     * @param {Object} [properties] The properties to assign to the object.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Object} Returns the new object.
+     * @example
+     *
+     * function Shape() {
+     *   this.x = 0;
+     *   this.y = 0;
+     * }
+     *
+     * function Circle() {
+     *   Shape.call(this);
+     * }
+     *
+     * Circle.prototype = _.create(Shape.prototype, {
+     *   'constructor': Circle
+     * });
+     *
+     * var circle = new Circle;
+     * circle instanceof Circle;
+     * // => true
+     *
+     * circle instanceof Shape;
+     * // => true
+     */
+    function create(prototype, properties, guard) {
+      var result = baseCreate(prototype);
+      if (guard && isIterateeCall(prototype, properties, guard)) {
+        properties = undefined;
+      }
+      return properties ? baseAssign(result, properties) : result;
+    }
+
+    /**
+     * Assigns own enumerable properties of source object(s) to the destination
+     * object for all destination properties that resolve to `undefined`. Once a
+     * property is set, additional values of the same property are ignored.
+     *
+     * **Note:** This method mutates `object`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The destination object.
+     * @param {...Object} [sources] The source objects.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * _.defaults({ 'user': 'barney' }, { 'age': 36 }, { 'user': 'fred' });
+     * // => { 'user': 'barney', 'age': 36 }
+     */
+    var defaults = createDefaults(assign, assignDefaults);
+
+    /**
+     * This method is like `_.defaults` except that it recursively assigns
+     * default properties.
+     *
+     * **Note:** This method mutates `object`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The destination object.
+     * @param {...Object} [sources] The source objects.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * _.defaultsDeep({ 'user': { 'name': 'barney' } }, { 'user': { 'name': 'fred', 'age': 36 } });
+     * // => { 'user': { 'name': 'barney', 'age': 36 } }
+     *
+     */
+    var defaultsDeep = createDefaults(merge, mergeDefaults);
+
+    /**
+     * This method is like `_.find` except that it returns the key of the first
+     * element `predicate` returns truthy for instead of the element itself.
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to search.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {string|undefined} Returns the key of the matched element, else `undefined`.
+     * @example
+     *
+     * var users = {
+     *   'barney':  { 'age': 36, 'active': true },
+     *   'fred':    { 'age': 40, 'active': false },
+     *   'pebbles': { 'age': 1,  'active': true }
+     * };
+     *
+     * _.findKey(users, function(chr) {
+     *   return chr.age < 40;
+     * });
+     * // => 'barney' (iteration order is not guaranteed)
+     *
+     * // using the `_.matches` callback shorthand
+     * _.findKey(users, { 'age': 1, 'active': true });
+     * // => 'pebbles'
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.findKey(users, 'active', false);
+     * // => 'fred'
+     *
+     * // using the `_.property` callback shorthand
+     * _.findKey(users, 'active');
+     * // => 'barney'
+     */
+    var findKey = createFindKey(baseForOwn);
+
+    /**
+     * This method is like `_.findKey` except that it iterates over elements of
+     * a collection in the opposite order.
+     *
+     * If a property name is provided for `predicate` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `predicate` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to search.
+     * @param {Function|Object|string} [predicate=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {string|undefined} Returns the key of the matched element, else `undefined`.
+     * @example
+     *
+     * var users = {
+     *   'barney':  { 'age': 36, 'active': true },
+     *   'fred':    { 'age': 40, 'active': false },
+     *   'pebbles': { 'age': 1,  'active': true }
+     * };
+     *
+     * _.findLastKey(users, function(chr) {
+     *   return chr.age < 40;
+     * });
+     * // => returns `pebbles` assuming `_.findKey` returns `barney`
+     *
+     * // using the `_.matches` callback shorthand
+     * _.findLastKey(users, { 'age': 36, 'active': true });
+     * // => 'barney'
+     *
+     * // using the `_.matchesProperty` callback shorthand
+     * _.findLastKey(users, 'active', false);
+     * // => 'fred'
+     *
+     * // using the `_.property` callback shorthand
+     * _.findLastKey(users, 'active');
+     * // => 'pebbles'
+     */
+    var findLastKey = createFindKey(baseForOwnRight);
+
+    /**
+     * Iterates over own and inherited enumerable properties of an object invoking
+     * `iteratee` for each property. The `iteratee` is bound to `thisArg` and invoked
+     * with three arguments: (value, key, object). Iteratee functions may exit
+     * iteration early by explicitly returning `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.forIn(new Foo, function(value, key) {
+     *   console.log(key);
+     * });
+     * // => logs 'a', 'b', and 'c' (iteration order is not guaranteed)
+     */
+    var forIn = createForIn(baseFor);
+
+    /**
+     * This method is like `_.forIn` except that it iterates over properties of
+     * `object` in the opposite order.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.forInRight(new Foo, function(value, key) {
+     *   console.log(key);
+     * });
+     * // => logs 'c', 'b', and 'a' assuming `_.forIn ` logs 'a', 'b', and 'c'
+     */
+    var forInRight = createForIn(baseForRight);
+
+    /**
+     * Iterates over own enumerable properties of an object invoking `iteratee`
+     * for each property. The `iteratee` is bound to `thisArg` and invoked with
+     * three arguments: (value, key, object). Iteratee functions may exit iteration
+     * early by explicitly returning `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.forOwn(new Foo, function(value, key) {
+     *   console.log(key);
+     * });
+     * // => logs 'a' and 'b' (iteration order is not guaranteed)
+     */
+    var forOwn = createForOwn(baseForOwn);
+
+    /**
+     * This method is like `_.forOwn` except that it iterates over properties of
+     * `object` in the opposite order.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.forOwnRight(new Foo, function(value, key) {
+     *   console.log(key);
+     * });
+     * // => logs 'b' and 'a' assuming `_.forOwn` logs 'a' and 'b'
+     */
+    var forOwnRight = createForOwn(baseForOwnRight);
+
+    /**
+     * Creates an array of function property names from all enumerable properties,
+     * own and inherited, of `object`.
+     *
+     * @static
+     * @memberOf _
+     * @alias methods
+     * @category Object
+     * @param {Object} object The object to inspect.
+     * @returns {Array} Returns the new array of property names.
+     * @example
+     *
+     * _.functions(_);
+     * // => ['after', 'ary', 'assign', ...]
+     */
+    function functions(object) {
+      return baseFunctions(object, keysIn(object));
+    }
+
+    /**
+     * Gets the property value at `path` of `object`. If the resolved value is
+     * `undefined` the `defaultValue` is used in its place.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to query.
+     * @param {Array|string} path The path of the property to get.
+     * @param {*} [defaultValue] The value returned if the resolved value is `undefined`.
+     * @returns {*} Returns the resolved value.
+     * @example
+     *
+     * var object = { 'a': [{ 'b': { 'c': 3 } }] };
+     *
+     * _.get(object, 'a[0].b.c');
+     * // => 3
+     *
+     * _.get(object, ['a', '0', 'b', 'c']);
+     * // => 3
+     *
+     * _.get(object, 'a.b.c', 'default');
+     * // => 'default'
+     */
+    function get(object, path, defaultValue) {
+      var result = object == null ? undefined : baseGet(object, toPath(path), path + '');
+      return result === undefined ? defaultValue : result;
+    }
+
+    /**
+     * Checks if `path` is a direct property.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to query.
+     * @param {Array|string} path The path to check.
+     * @returns {boolean} Returns `true` if `path` is a direct property, else `false`.
+     * @example
+     *
+     * var object = { 'a': { 'b': { 'c': 3 } } };
+     *
+     * _.has(object, 'a');
+     * // => true
+     *
+     * _.has(object, 'a.b.c');
+     * // => true
+     *
+     * _.has(object, ['a', 'b', 'c']);
+     * // => true
+     */
+    function has(object, path) {
+      if (object == null) {
+        return false;
+      }
+      var result = hasOwnProperty.call(object, path);
+      if (!result && !isKey(path)) {
+        path = toPath(path);
+        object = path.length == 1 ? object : baseGet(object, baseSlice(path, 0, -1));
+        if (object == null) {
+          return false;
+        }
+        path = last(path);
+        result = hasOwnProperty.call(object, path);
+      }
+      return result || (isLength(object.length) && isIndex(path, object.length) &&
+        (isArray(object) || isArguments(object)));
+    }
+
+    /**
+     * Creates an object composed of the inverted keys and values of `object`.
+     * If `object` contains duplicate values, subsequent values overwrite property
+     * assignments of previous values unless `multiValue` is `true`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to invert.
+     * @param {boolean} [multiValue] Allow multiple values per key.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {Object} Returns the new inverted object.
+     * @example
+     *
+     * var object = { 'a': 1, 'b': 2, 'c': 1 };
+     *
+     * _.invert(object);
+     * // => { '1': 'c', '2': 'b' }
+     *
+     * // with `multiValue`
+     * _.invert(object, true);
+     * // => { '1': ['a', 'c'], '2': ['b'] }
+     */
+    function invert(object, multiValue, guard) {
+      if (guard && isIterateeCall(object, multiValue, guard)) {
+        multiValue = undefined;
+      }
+      var index = -1,
+          props = keys(object),
+          length = props.length,
+          result = {};
+
+      while (++index < length) {
+        var key = props[index],
+            value = object[key];
+
+        if (multiValue) {
+          if (hasOwnProperty.call(result, value)) {
+            result[value].push(key);
+          } else {
+            result[value] = [key];
+          }
+        }
+        else {
+          result[value] = key;
+        }
+      }
+      return result;
+    }
+
+    /**
+     * Creates an array of the own enumerable property names of `object`.
+     *
+     * **Note:** Non-object values are coerced to objects. See the
+     * [ES spec](http://ecma-international.org/ecma-262/6.0/#sec-object.keys)
+     * for more details.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to query.
+     * @returns {Array} Returns the array of property names.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.keys(new Foo);
+     * // => ['a', 'b'] (iteration order is not guaranteed)
+     *
+     * _.keys('hi');
+     * // => ['0', '1']
+     */
+    var keys = !nativeKeys ? shimKeys : function(object) {
+      var Ctor = object == null ? undefined : object.constructor;
+      if ((typeof Ctor == 'function' && Ctor.prototype === object) ||
+          (typeof object != 'function' && isArrayLike(object))) {
+        return shimKeys(object);
+      }
+      return isObject(object) ? nativeKeys(object) : [];
+    };
+
+    /**
+     * Creates an array of the own and inherited enumerable property names of `object`.
+     *
+     * **Note:** Non-object values are coerced to objects.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to query.
+     * @returns {Array} Returns the array of property names.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.keysIn(new Foo);
+     * // => ['a', 'b', 'c'] (iteration order is not guaranteed)
+     */
+    function keysIn(object) {
+      if (object == null) {
+        return [];
+      }
+      if (!isObject(object)) {
+        object = Object(object);
+      }
+      var length = object.length;
+      length = (length && isLength(length) &&
+        (isArray(object) || isArguments(object)) && length) || 0;
+
+      var Ctor = object.constructor,
+          index = -1,
+          isProto = typeof Ctor == 'function' && Ctor.prototype === object,
+          result = Array(length),
+          skipIndexes = length > 0;
+
+      while (++index < length) {
+        result[index] = (index + '');
+      }
+      for (var key in object) {
+        if (!(skipIndexes && isIndex(key, length)) &&
+            !(key == 'constructor' && (isProto || !hasOwnProperty.call(object, key)))) {
+          result.push(key);
+        }
+      }
+      return result;
+    }
+
+    /**
+     * The opposite of `_.mapValues`; this method creates an object with the
+     * same values as `object` and keys generated by running each own enumerable
+     * property of `object` through `iteratee`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to iterate over.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns the new mapped object.
+     * @example
+     *
+     * _.mapKeys({ 'a': 1, 'b': 2 }, function(value, key) {
+     *   return key + value;
+     * });
+     * // => { 'a1': 1, 'b2': 2 }
+     */
+    var mapKeys = createObjectMapper(true);
+
+    /**
+     * Creates an object with the same keys as `object` and values generated by
+     * running each own enumerable property of `object` through `iteratee`. The
+     * iteratee function is bound to `thisArg` and invoked with three arguments:
+     * (value, key, object).
+     *
+     * If a property name is provided for `iteratee` the created `_.property`
+     * style callback returns the property value of the given element.
+     *
+     * If a value is also provided for `thisArg` the created `_.matchesProperty`
+     * style callback returns `true` for elements that have a matching property
+     * value, else `false`.
+     *
+     * If an object is provided for `iteratee` the created `_.matches` style
+     * callback returns `true` for elements that have the properties of the given
+     * object, else `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to iterate over.
+     * @param {Function|Object|string} [iteratee=_.identity] The function invoked
+     *  per iteration.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {Object} Returns the new mapped object.
+     * @example
+     *
+     * _.mapValues({ 'a': 1, 'b': 2 }, function(n) {
+     *   return n * 3;
+     * });
+     * // => { 'a': 3, 'b': 6 }
+     *
+     * var users = {
+     *   'fred':    { 'user': 'fred',    'age': 40 },
+     *   'pebbles': { 'user': 'pebbles', 'age': 1 }
+     * };
+     *
+     * // using the `_.property` callback shorthand
+     * _.mapValues(users, 'age');
+     * // => { 'fred': 40, 'pebbles': 1 } (iteration order is not guaranteed)
+     */
+    var mapValues = createObjectMapper();
+
+    /**
+     * The opposite of `_.pick`; this method creates an object composed of the
+     * own and inherited enumerable properties of `object` that are not omitted.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The source object.
+     * @param {Function|...(string|string[])} [predicate] The function invoked per
+     *  iteration or property names to omit, specified as individual property
+     *  names or arrays of property names.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Object} Returns the new object.
+     * @example
+     *
+     * var object = { 'user': 'fred', 'age': 40 };
+     *
+     * _.omit(object, 'age');
+     * // => { 'user': 'fred' }
+     *
+     * _.omit(object, _.isNumber);
+     * // => { 'user': 'fred' }
+     */
+    var omit = restParam(function(object, props) {
+      if (object == null) {
+        return {};
+      }
+      if (typeof props[0] != 'function') {
+        var props = arrayMap(baseFlatten(props), String);
+        return pickByArray(object, baseDifference(keysIn(object), props));
+      }
+      var predicate = bindCallback(props[0], props[1], 3);
+      return pickByCallback(object, function(value, key, object) {
+        return !predicate(value, key, object);
+      });
+    });
+
+    /**
+     * Creates a two dimensional array of the key-value pairs for `object`,
+     * e.g. `[[key1, value1], [key2, value2]]`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to query.
+     * @returns {Array} Returns the new array of key-value pairs.
+     * @example
+     *
+     * _.pairs({ 'barney': 36, 'fred': 40 });
+     * // => [['barney', 36], ['fred', 40]] (iteration order is not guaranteed)
+     */
+    function pairs(object) {
+      object = toObject(object);
+
+      var index = -1,
+          props = keys(object),
+          length = props.length,
+          result = Array(length);
+
+      while (++index < length) {
+        var key = props[index];
+        result[index] = [key, object[key]];
+      }
+      return result;
+    }
+
+    /**
+     * Creates an object composed of the picked `object` properties. Property
+     * names may be specified as individual arguments or as arrays of property
+     * names. If `predicate` is provided it is invoked for each property of `object`
+     * picking the properties `predicate` returns truthy for. The predicate is
+     * bound to `thisArg` and invoked with three arguments: (value, key, object).
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The source object.
+     * @param {Function|...(string|string[])} [predicate] The function invoked per
+     *  iteration or property names to pick, specified as individual property
+     *  names or arrays of property names.
+     * @param {*} [thisArg] The `this` binding of `predicate`.
+     * @returns {Object} Returns the new object.
+     * @example
+     *
+     * var object = { 'user': 'fred', 'age': 40 };
+     *
+     * _.pick(object, 'user');
+     * // => { 'user': 'fred' }
+     *
+     * _.pick(object, _.isString);
+     * // => { 'user': 'fred' }
+     */
+    var pick = restParam(function(object, props) {
+      if (object == null) {
+        return {};
+      }
+      return typeof props[0] == 'function'
+        ? pickByCallback(object, bindCallback(props[0], props[1], 3))
+        : pickByArray(object, baseFlatten(props));
+    });
+
+    /**
+     * This method is like `_.get` except that if the resolved value is a function
+     * it is invoked with the `this` binding of its parent object and its result
+     * is returned.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to query.
+     * @param {Array|string} path The path of the property to resolve.
+     * @param {*} [defaultValue] The value returned if the resolved value is `undefined`.
+     * @returns {*} Returns the resolved value.
+     * @example
+     *
+     * var object = { 'a': [{ 'b': { 'c1': 3, 'c2': _.constant(4) } }] };
+     *
+     * _.result(object, 'a[0].b.c1');
+     * // => 3
+     *
+     * _.result(object, 'a[0].b.c2');
+     * // => 4
+     *
+     * _.result(object, 'a.b.c', 'default');
+     * // => 'default'
+     *
+     * _.result(object, 'a.b.c', _.constant('default'));
+     * // => 'default'
+     */
+    function result(object, path, defaultValue) {
+      var result = object == null ? undefined : object[path];
+      if (result === undefined) {
+        if (object != null && !isKey(path, object)) {
+          path = toPath(path);
+          object = path.length == 1 ? object : baseGet(object, baseSlice(path, 0, -1));
+          result = object == null ? undefined : object[last(path)];
+        }
+        result = result === undefined ? defaultValue : result;
+      }
+      return isFunction(result) ? result.call(object) : result;
+    }
+
+    /**
+     * Sets the property value of `path` on `object`. If a portion of `path`
+     * does not exist it is created.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to augment.
+     * @param {Array|string} path The path of the property to set.
+     * @param {*} value The value to set.
+     * @returns {Object} Returns `object`.
+     * @example
+     *
+     * var object = { 'a': [{ 'b': { 'c': 3 } }] };
+     *
+     * _.set(object, 'a[0].b.c', 4);
+     * console.log(object.a[0].b.c);
+     * // => 4
+     *
+     * _.set(object, 'x[0].y.z', 5);
+     * console.log(object.x[0].y.z);
+     * // => 5
+     */
+    function set(object, path, value) {
+      if (object == null) {
+        return object;
+      }
+      var pathKey = (path + '');
+      path = (object[pathKey] != null || isKey(path, object)) ? [pathKey] : toPath(path);
+
+      var index = -1,
+          length = path.length,
+          lastIndex = length - 1,
+          nested = object;
+
+      while (nested != null && ++index < length) {
+        var key = path[index];
+        if (isObject(nested)) {
+          if (index == lastIndex) {
+            nested[key] = value;
+          } else if (nested[key] == null) {
+            nested[key] = isIndex(path[index + 1]) ? [] : {};
+          }
+        }
+        nested = nested[key];
+      }
+      return object;
+    }
+
+    /**
+     * An alternative to `_.reduce`; this method transforms `object` to a new
+     * `accumulator` object which is the result of running each of its own enumerable
+     * properties through `iteratee`, with each invocation potentially mutating
+     * the `accumulator` object. The `iteratee` is bound to `thisArg` and invoked
+     * with four arguments: (accumulator, value, key, object). Iteratee functions
+     * may exit iteration early by explicitly returning `false`.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Array|Object} object The object to iterate over.
+     * @param {Function} [iteratee=_.identity] The function invoked per iteration.
+     * @param {*} [accumulator] The custom accumulator value.
+     * @param {*} [thisArg] The `this` binding of `iteratee`.
+     * @returns {*} Returns the accumulated value.
+     * @example
+     *
+     * _.transform([2, 3, 4], function(result, n) {
+     *   result.push(n *= n);
+     *   return n % 2 == 0;
+     * });
+     * // => [4, 9]
+     *
+     * _.transform({ 'a': 1, 'b': 2 }, function(result, n, key) {
+     *   result[key] = n * 3;
+     * });
+     * // => { 'a': 3, 'b': 6 }
+     */
+    function transform(object, iteratee, accumulator, thisArg) {
+      var isArr = isArray(object) || isTypedArray(object);
+      iteratee = getCallback(iteratee, thisArg, 4);
+
+      if (accumulator == null) {
+        if (isArr || isObject(object)) {
+          var Ctor = object.constructor;
+          if (isArr) {
+            accumulator = isArray(object) ? new Ctor : [];
+          } else {
+            accumulator = baseCreate(isFunction(Ctor) ? Ctor.prototype : undefined);
+          }
+        } else {
+          accumulator = {};
+        }
+      }
+      (isArr ? arrayEach : baseForOwn)(object, function(value, index, object) {
+        return iteratee(accumulator, value, index, object);
+      });
+      return accumulator;
+    }
+
+    /**
+     * Creates an array of the own enumerable property values of `object`.
+     *
+     * **Note:** Non-object values are coerced to objects.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to query.
+     * @returns {Array} Returns the array of property values.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.values(new Foo);
+     * // => [1, 2] (iteration order is not guaranteed)
+     *
+     * _.values('hi');
+     * // => ['h', 'i']
+     */
+    function values(object) {
+      return baseValues(object, keys(object));
+    }
+
+    /**
+     * Creates an array of the own and inherited enumerable property values
+     * of `object`.
+     *
+     * **Note:** Non-object values are coerced to objects.
+     *
+     * @static
+     * @memberOf _
+     * @category Object
+     * @param {Object} object The object to query.
+     * @returns {Array} Returns the array of property values.
+     * @example
+     *
+     * function Foo() {
+     *   this.a = 1;
+     *   this.b = 2;
+     * }
+     *
+     * Foo.prototype.c = 3;
+     *
+     * _.valuesIn(new Foo);
+     * // => [1, 2, 3] (iteration order is not guaranteed)
+     */
+    function valuesIn(object) {
+      return baseValues(object, keysIn(object));
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Checks if `n` is between `start` and up to but not including, `end`. If
+     * `end` is not specified it is set to `start` with `start` then set to `0`.
+     *
+     * @static
+     * @memberOf _
+     * @category Number
+     * @param {number} n The number to check.
+     * @param {number} [start=0] The start of the range.
+     * @param {number} end The end of the range.
+     * @returns {boolean} Returns `true` if `n` is in the range, else `false`.
+     * @example
+     *
+     * _.inRange(3, 2, 4);
+     * // => true
+     *
+     * _.inRange(4, 8);
+     * // => true
+     *
+     * _.inRange(4, 2);
+     * // => false
+     *
+     * _.inRange(2, 2);
+     * // => false
+     *
+     * _.inRange(1.2, 2);
+     * // => true
+     *
+     * _.inRange(5.2, 4);
+     * // => false
+     */
+    function inRange(value, start, end) {
+      start = +start || 0;
+      if (end === undefined) {
+        end = start;
+        start = 0;
+      } else {
+        end = +end || 0;
+      }
+      return value >= nativeMin(start, end) && value < nativeMax(start, end);
+    }
+
+    /**
+     * Produces a random number between `min` and `max` (inclusive). If only one
+     * argument is provided a number between `0` and the given number is returned.
+     * If `floating` is `true`, or either `min` or `max` are floats, a floating-point
+     * number is returned instead of an integer.
+     *
+     * @static
+     * @memberOf _
+     * @category Number
+     * @param {number} [min=0] The minimum possible value.
+     * @param {number} [max=1] The maximum possible value.
+     * @param {boolean} [floating] Specify returning a floating-point number.
+     * @returns {number} Returns the random number.
+     * @example
+     *
+     * _.random(0, 5);
+     * // => an integer between 0 and 5
+     *
+     * _.random(5);
+     * // => also an integer between 0 and 5
+     *
+     * _.random(5, true);
+     * // => a floating-point number between 0 and 5
+     *
+     * _.random(1.2, 5.2);
+     * // => a floating-point number between 1.2 and 5.2
+     */
+    function random(min, max, floating) {
+      if (floating && isIterateeCall(min, max, floating)) {
+        max = floating = undefined;
+      }
+      var noMin = min == null,
+          noMax = max == null;
+
+      if (floating == null) {
+        if (noMax && typeof min == 'boolean') {
+          floating = min;
+          min = 1;
+        }
+        else if (typeof max == 'boolean') {
+          floating = max;
+          noMax = true;
+        }
+      }
+      if (noMin && noMax) {
+        max = 1;
+        noMax = false;
+      }
+      min = +min || 0;
+      if (noMax) {
+        max = min;
+        min = 0;
+      } else {
+        max = +max || 0;
+      }
+      if (floating || min % 1 || max % 1) {
+        var rand = nativeRandom();
+        return nativeMin(min + (rand * (max - min + parseFloat('1e-' + ((rand + '').length - 1)))), max);
+      }
+      return baseRandom(min, max);
+    }
+
+    /*------------------------------------------------------------------------*/
+
+    /**
+     * Converts `string` to [camel case](https://en.wikipedia.org/wiki/CamelCase).
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to convert.
+     * @returns {string} Returns the camel cased string.
+     * @example
+     *
+     * _.camelCase('Foo Bar');
+     * // => 'fooBar'
+     *
+     * _.camelCase('--foo-bar');
+     * // => 'fooBar'
+     *
+     * _.camelCase('__foo_bar__');
+     * // => 'fooBar'
+     */
+    var camelCase = createCompounder(function(result, word, index) {
+      word = word.toLowerCase();
+      return result + (index ? (word.charAt(0).toUpperCase() + word.slice(1)) : word);
+    });
+
+    /**
+     * Capitalizes the first character of `string`.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to capitalize.
+     * @returns {string} Returns the capitalized string.
+     * @example
+     *
+     * _.capitalize('fred');
+     * // => 'Fred'
+     */
+    function capitalize(string) {
+      string = baseToString(string);
+      return string && (string.charAt(0).toUpperCase() + string.slice(1));
+    }
+
+    /**
+     * Deburrs `string` by converting [latin-1 supplementary letters](https://en.wikipedia.org/wiki/Latin-1_Supplement_(Unicode_block)#Character_table)
+     * to basic latin letters and removing [combining diacritical marks](https://en.wikipedia.org/wiki/Combining_Diacritical_Marks).
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to deburr.
+     * @returns {string} Returns the deburred string.
+     * @example
+     *
+     * _.deburr('déjà vu');
+     * // => 'deja vu'
+     */
+    function deburr(string) {
+      string = baseToString(string);
+      return string && string.replace(reLatin1, deburrLetter).replace(reComboMark, '');
+    }
+
+    /**
+     * Checks if `string` ends with the given target string.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to search.
+     * @param {string} [target] The string to search for.
+     * @param {number} [position=string.length] The position to search from.
+     * @returns {boolean} Returns `true` if `string` ends with `target`, else `false`.
+     * @example
+     *
+     * _.endsWith('abc', 'c');
+     * // => true
+     *
+     * _.endsWith('abc', 'b');
+     * // => false
+     *
+     * _.endsWith('abc', 'b', 2);
+     * // => true
+     */
+    function endsWith(string, target, position) {
+      string = baseToString(string);
+      target = (target + '');
+
+      var length = string.length;
+      position = position === undefined
+        ? length
+        : nativeMin(position < 0 ? 0 : (+position || 0), length);
+
+      position -= target.length;
+      return position >= 0 && string.indexOf(target, position) == position;
+    }
+
+    /**
+     * Converts the characters "&", "<", ">", '"', "'", and "\`", in `string` to
+     * their corresponding HTML entities.
+     *
+     * **Note:** No other characters are escaped. To escape additional characters
+     * use a third-party library like [_he_](https://mths.be/he).
+     *
+     * Though the ">" character is escaped for symmetry, characters like
+     * ">" and "/" don't need escaping in HTML and have no special meaning
+     * unless they're part of a tag or unquoted attribute value.
+     * See [Mathias Bynens's article](https://mathiasbynens.be/notes/ambiguous-ampersands)
+     * (under "semi-related fun fact") for more details.
+     *
+     * Backticks are escaped because in Internet Explorer < 9, they can break out
+     * of attribute values or HTML comments. See [#59](https://html5sec.org/#59),
+     * [#102](https://html5sec.org/#102), [#108](https://html5sec.org/#108), and
+     * [#133](https://html5sec.org/#133) of the [HTML5 Security Cheatsheet](https://html5sec.org/)
+     * for more details.
+     *
+     * When working with HTML you should always [quote attribute values](http://wonko.com/post/html-escaping)
+     * to reduce XSS vectors.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to escape.
+     * @returns {string} Returns the escaped string.
+     * @example
+     *
+     * _.escape('fred, barney, & pebbles');
+     * // => 'fred, barney, & pebbles'
+     */
+    function escape(string) {
+      // Reset `lastIndex` because in IE < 9 `String#replace` does not.
+      string = baseToString(string);
+      return (string && reHasUnescapedHtml.test(string))
+        ? string.replace(reUnescapedHtml, escapeHtmlChar)
+        : string;
+    }
+
+    /**
+     * Escapes the `RegExp` special characters "\", "/", "^", "$", ".", "|", "?",
+     * "*", "+", "(", ")", "[", "]", "{" and "}" in `string`.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to escape.
+     * @returns {string} Returns the escaped string.
+     * @example
+     *
+     * _.escapeRegExp('[lodash](https://lodash.com/)');
+     * // => '\[lodash\]\(https:\/\/lodash\.com\/\)'
+     */
+    function escapeRegExp(string) {
+      string = baseToString(string);
+      return (string && reHasRegExpChars.test(string))
+        ? string.replace(reRegExpChars, escapeRegExpChar)
+        : (string || '(?:)');
+    }
+
+    /**
+     * Converts `string` to [kebab case](https://en.wikipedia.org/wiki/Letter_case#Special_case_styles).
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to convert.
+     * @returns {string} Returns the kebab cased string.
+     * @example
+     *
+     * _.kebabCase('Foo Bar');
+     * // => 'foo-bar'
+     *
+     * _.kebabCase('fooBar');
+     * // => 'foo-bar'
+     *
+     * _.kebabCase('__foo_bar__');
+     * // => 'foo-bar'
+     */
+    var kebabCase = createCompounder(function(result, word, index) {
+      return result + (index ? '-' : '') + word.toLowerCase();
+    });
+
+    /**
+     * Pads `string` on the left and right sides if it's shorter than `length`.
+     * Padding characters are truncated if they can't be evenly divided by `length`.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to pad.
+     * @param {number} [length=0] The padding length.
+     * @param {string} [chars=' '] The string used as padding.
+     * @returns {string} Returns the padded string.
+     * @example
+     *
+     * _.pad('abc', 8);
+     * // => '  abc   '
+     *
+     * _.pad('abc', 8, '_-');
+     * // => '_-abc_-_'
+     *
+     * _.pad('abc', 3);
+     * // => 'abc'
+     */
+    function pad(string, length, chars) {
+      string = baseToString(string);
+      length = +length;
+
+      var strLength = string.length;
+      if (strLength >= length || !nativeIsFinite(length)) {
+        return string;
+      }
+      var mid = (length - strLength) / 2,
+          leftLength = nativeFloor(mid),
+          rightLength = nativeCeil(mid);
+
+      chars = createPadding('', rightLength, chars);
+      return chars.slice(0, leftLength) + string + chars;
+    }
+
+    /**
+     * Pads `string` on the left side if it's shorter than `length`. Padding
+     * characters are truncated if they exceed `length`.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to pad.
+     * @param {number} [length=0] The padding length.
+     * @param {string} [chars=' '] The string used as padding.
+     * @returns {string} Returns the padded string.
+     * @example
+     *
+     * _.padLeft('abc', 6);
+     * // => '   abc'
+     *
+     * _.padLeft('abc', 6, '_-');
+     * // => '_-_abc'
+     *
+     * _.padLeft('abc', 3);
+     * // => 'abc'
+     */
+    var padLeft = createPadDir();
+
+    /**
+     * Pads `string` on the right side if it's shorter than `length`. Padding
+     * characters are truncated if they exceed `length`.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to pad.
+     * @param {number} [length=0] The padding length.
+     * @param {string} [chars=' '] The string used as padding.
+     * @returns {string} Returns the padded string.
+     * @example
+     *
+     * _.padRight('abc', 6);
+     * // => 'abc   '
+     *
+     * _.padRight('abc', 6, '_-');
+     * // => 'abc_-_'
+     *
+     * _.padRight('abc', 3);
+     * // => 'abc'
+     */
+    var padRight = createPadDir(true);
+
+    /**
+     * Converts `string` to an integer of the specified radix. If `radix` is
+     * `undefined` or `0`, a `radix` of `10` is used unless `value` is a hexadecimal,
+     * in which case a `radix` of `16` is used.
+     *
+     * **Note:** This method aligns with the [ES5 implementation](https://es5.github.io/#E)
+     * of `parseInt`.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} string The string to convert.
+     * @param {number} [radix] The radix to interpret `value` by.
+     * @param- {Object} [guard] Enables use as a callback for functions like `_.map`.
+     * @returns {number} Returns the converted integer.
+     * @example
+     *
+     * _.parseInt('08');
+     * // => 8
+     *
+     * _.map(['6', '08', '10'], _.parseInt);
+     * // => [6, 8, 10]
+     */
+    function parseInt(string, radix, guard) {
+      // Firefox < 21 and Opera < 15 follow ES3 for `parseInt`.
+      // Chrome fails to trim leading  whitespace characters.
+      // See https://code.google.com/p/v8/issues/detail?id=3109 for more details.
+      if (guard ? isIterateeCall(string, radix, guard) : radix == null) {
+        radix = 0;
+      } else if (radix) {
+        radix = +radix;
+      }
+      string = trim(string);
+      return nativeParseInt(string, radix || (reHasHexPrefix.test(string) ? 16 : 10));
+    }
+
+    /**
+     * Repeats the given string `n` times.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to repeat.
+     * @param {number} [n=0] The number of times to repeat the string.
+     * @returns {string} Returns the repeated string.
+     * @example
+     *
+     * _.repeat('*', 3);
+     * // => '***'
+     *
+     * _.repeat('abc', 2);
+     * // => 'abcabc'
+     *
+     * _.repeat('abc', 0);
+     * // => ''
+     */
+    function repeat(string, n) {
+      var result = '';
+      string = baseToString(string);
+      n = +n;
+      if (n < 1 || !string || !nativeIsFinite(n)) {
+        return result;
+      }
+      // Leverage the exponentiation by squaring algorithm for a faster repeat.
+      // See https://en.wikipedia.org/wiki/Exponentiation_by_squaring for more details.
+      do {
+        if (n % 2) {
+          result += string;
+        }
+        n = nativeFloor(n / 2);
+        string += string;
+      } while (n);
+
+      return result;
+    }
+
+    /**
+     * Converts `string` to [snake case](https://en.wikipedia.org/wiki/Snake_case).
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to convert.
+     * @returns {string} Returns the snake cased string.
+     * @example
+     *
+     * _.snakeCase('Foo Bar');
+     * // => 'foo_bar'
+     *
+     * _.snakeCase('fooBar');
+     * // => 'foo_bar'
+     *
+     * _.snakeCase('--foo-bar');
+     * // => 'foo_bar'
+     */
+    var snakeCase = createCompounder(function(result, word, index) {
+      return result + (index ? '_' : '') + word.toLowerCase();
+    });
+
+    /**
+     * Converts `string` to [start case](https://en.wikipedia.org/wiki/Letter_case#Stylistic_or_specialised_usage).
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to convert.
+     * @returns {string} Returns the start cased string.
+     * @example
+     *
+     * _.startCase('--foo-bar');
+     * // => 'Foo Bar'
+     *
+     * _.startCase('fooBar');
+     * // => 'Foo Bar'
+     *
+     * _.startCase('__foo_bar__');
+     * // => 'Foo Bar'
+     */
+    var startCase = createCompounder(function(result, word, index) {
+      return result + (index ? ' ' : '') + (word.charAt(0).toUpperCase() + word.slice(1));
+    });
+
+    /**
+     * Checks if `string` starts with the given target string.
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The string to search.
+     * @param {string} [target] The string to search for.
+     * @param {number} [position=0] The position to search from.
+     * @returns {boolean} Returns `true` if `string` starts with `target`, else `false`.
+     * @example
+     *
+     * _.startsWith('abc', 'a');
+     * // => true
+     *
+     * _.startsWith('abc', 'b');
+     * // => false
+     *
+     * _.startsWith('abc', 'b', 1);
+     * // => true
+     */
+    function startsWith(string, target, position) {
+      string = baseToString(string);
+      position = position == null
+        ? 0
+        : nativeMin(position < 0 ? 0 : (+position || 0), string.length);
+
+      return string.lastIndexOf(target, position) == position;
+    }
+
+    /**
+     * Creates a compiled template function that can interpolate data properties
+     * in "interpolate" delimiters, HTML-escape interpolated data properties in
+     * "escape" delimiters, and execute JavaScript in "evaluate" delimiters. Data
+     * properties may be accessed as free variables in the template. If a setting
+     * object is provided it takes precedence over `_.templateSettings` values.
+     *
+     * **Note:** In the development build `_.template` utilizes
+     * [sourceURLs](http://www.html5rocks.com/en/tutorials/developertools/sourcemaps/#toc-sourceurl)
+     * for easier debugging.
+     *
+     * For more information on precompiling templates see
+     * [lodash's custom builds documentation](https://lodash.com/custom-builds).
+     *
+     * For more information on Chrome extension sandboxes see
+     * [Chrome's extensions documentation](https://developer.chrome.com/extensions/sandboxingEval).
+     *
+     * @static
+     * @memberOf _
+     * @category String
+     * @param {string} [string=''] The template string.
+     * @param {Object} [options] The options object.
+     * @param {RegExp} [options.escape] The HTML "escape" delimiter.
+     * @param {RegExp} [options.evaluate] The "evaluate" delimiter.
+     * @param {Object} [options.imports] An object to import into the template as free variables.
+     * @param {RegExp} [options.interpolate] The "interpolate" delimiter.
+     * @param {string} [options.sourceURL] The sourceURL of the template's compiled source.
+     * @param {string} [options.variable] The data object variable name.
+     * @param- {Object} [otherOptions] Enables the legacy `options` param signature.
+     * @returns {Function} Returns the compiled template function.
+     * @example
+     *
+     * // using the "interpolate" delimiter to create a compiled template
+     * var compiled = _.template('hello <%= user %>!');
+     * compiled({ 'user': 'fred' });
+     * // => 'hello fred!'
+     *
+     * // using the HTML "escape" delimiter to escape data property values
+     * var compiled = _.template('<%- value %>');
+     * compiled({ 'value': '
+
+  
+
+  
+
+  
+
+  
+
+
+  
                                                                                                                            
+
+
+    
+
+    
                                                                                                                            
+      
                                                                                                                            
+        
                                                                                                                            
+          
+          
                                                                                                                            
+        
                                                                                                                            
+        
                                                                                                                            lunr.js 0.5.12
                                                                                                                            
+      
                                                                                                                            
+
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            lunr
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            Convenience function for instantiating a new lunr index and configuring it with the default pipeline functions and the passed config function.
                                                                                                                            
+
+
                                                                                                                            When using this convenience function a new index will be created with the following functions already in the pipeline:
                                                                                                                            
+
+
                                                                                                                            lunr.StopWordFilter - filters out any stop words before they enter the index
                                                                                                                            
+
+
                                                                                                                            lunr.stemmer - stems the tokens before entering the index.
                                                                                                                            
+
+
                                                                                                                            Example:
                                                                                                                            
+
+
                                                                                                                            var idx = lunr(function () {
+  this.field('title', 10)
+  this.field('tags', 100)
+  this.field('body')
+
+  this.ref('cid')
+
+  this.pipeline.add(function () {
+    // some custom pipeline function
+  })
+
+})
+
                                                                                                                            
+          
                                                                                                                            
+
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            EventEmitter
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.EventEmitter is an event emitter for lunr. It manages adding and removing event handlers and triggering events and their handlers.
                                                                                                                            
+          
                                                                                                                            
+
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            addListener
                                                                                                                            
+                
                                                                                                                            lunr.EventEmitter.prototype.addListener()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: addListener
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • [eventName] - The name(s) of events to bind this function to.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • fn - The function to call when an event is fired.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Binds a handler function to a specific event(s).
                                                                                                                            
+
+
                                                                                                                            Can bind a single function to many different events in one call.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.EventEmitter.prototype.addListener = function () {
+  var args = Array.prototype.slice.call(arguments),
+      fn = args.pop(),
+      names = args
+
+  if (typeof fn !== "function") throw new TypeError ("last argument must be a function")
+
+  names.forEach(function (name) {
+    if (!this.hasHandler(name)) this.events[name] = []
+    this.events[name].push(fn)
+  }, this)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            removeListener
                                                                                                                            
+                
                                                                                                                            lunr.EventEmitter.prototype.removeListener()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: removeListener
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • eventName - The name of the event to remove this function from.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • fn - The function to remove from an event.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Removes a handler function from a specific event.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.EventEmitter.prototype.removeListener = function (name, fn) {
+  if (!this.hasHandler(name)) return
+
+  var fnIndex = this.events[name].indexOf(fn)
+  this.events[name].splice(fnIndex, 1)
+
+  if (!this.events[name].length) delete this.events[name]
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            emit
                                                                                                                            
+                
                                                                                                                            lunr.EventEmitter.prototype.emit()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: emit
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • eventName - The name of the event to emit.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Calls all functions bound to the given event.
                                                                                                                            
+
+
                                                                                                                            Additional data can be passed to the event handler as arguments to emit after the event name.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.EventEmitter.prototype.emit = function (name) {
+  if (!this.hasHandler(name)) return
+
+  var args = Array.prototype.slice.call(arguments, 1)
+
+  this.events[name].forEach(function (fn) {
+    fn.apply(undefined, args)
+  })
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            hasHandler
                                                                                                                            
+                
                                                                                                                            lunr.EventEmitter.prototype.hasHandler()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: hasHandler
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • eventName - The name of the event to check.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Checks whether a handler has ever been stored against an event.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.EventEmitter.prototype.hasHandler = function (name) {
+  return name in this.events
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            tokenizer
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            A function for splitting a string into tokens ready to be inserted into the search index.
                                                                                                                            
+          
                                                                                                                            
+
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            Pipeline
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.Pipelines maintain an ordered list of functions to be applied to all tokens in documents entering the search index and queries being ran against the index.
                                                                                                                            
+
+
                                                                                                                            An instance of lunr.Index created with the lunr shortcut will contain a pipeline with a stop word filter and an English language stemmer. Extra functions can be added before or after either of these functions or these default functions can be removed.
                                                                                                                            
+
+
                                                                                                                            When run the pipeline will call each function in turn, passing a token, the index of that token in the original list of all tokens and finally a list of all the original tokens.
                                                                                                                            
+
+
                                                                                                                            The output of functions in the pipeline will be passed to the next function in the pipeline. To exclude a token from entering the index the function should return undefined, the rest of the pipeline will not be called with this token.
                                                                                                                            
+
+
                                                                                                                            For serialisation of pipelines to work, all functions used in an instance of a pipeline should be registered with lunr.Pipeline. Registered functions can then be loaded. If trying to load a serialised pipeline that uses functions that are not registered an error will be thrown.
                                                                                                                            
+
+
                                                                                                                            If not planning on serialising the pipeline then registering pipeline functions is not necessary.
                                                                                                                            
+          
                                                                                                                            
+
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            registerFunction
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.registerFunction()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: registerFunction
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • fn - The function to check for.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • label - The label to register this function with
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Register a function with the pipeline.
                                                                                                                            
+
+
                                                                                                                            Functions that are used in the pipeline should be registered if the pipeline needs to be serialised, or a serialised pipeline needs to be loaded.
                                                                                                                            
+
+
                                                                                                                            Registering a function does not add it to a pipeline, functions must still be added to instances of the pipeline for them to be used when running a pipeline.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.registerFunction = function (fn, label) {
+  if (label in this.registeredFunctions) {
+    lunr.utils.warn('Overwriting existing registered function: ' + label)
+  }
+
+  fn.label = label
+  lunr.Pipeline.registeredFunctions[fn.label] = fn
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            warnIfFunctionNotRegistered
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.warnIfFunctionNotRegistered()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: warnIfFunctionNotRegistered
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • fn - The function to check for.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Warns if the function is not registered as a Pipeline function.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.warnIfFunctionNotRegistered = function (fn) {
+  var isRegistered = fn.label && (fn.label in this.registeredFunctions)
+
+  if (!isRegistered) {
+    lunr.utils.warn('Function is not registered with pipeline. This may cause problems when serialising the index.\n', fn)
+  }
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            load
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.load()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: load
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • serialised - The serialised pipeline to load.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Loads a previously serialised pipeline.
                                                                                                                            
+
+
                                                                                                                            All functions to be loaded must already be registered with lunr.Pipeline. If any function from the serialised data has not been registered then an error will be thrown.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.load = function (serialised) {
+  var pipeline = new lunr.Pipeline
+
+  serialised.forEach(function (fnName) {
+    var fn = lunr.Pipeline.registeredFunctions[fnName]
+
+    if (fn) {
+      pipeline.add(fn)
+    } else {
+      throw new Error('Cannot load un-registered function: ' + fnName)
+    }
+  })
+
+  return pipeline
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            add
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.add()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: add
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • functions - Any number of functions to add to the pipeline.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Adds new functions to the end of the pipeline.
                                                                                                                            
+
+
                                                                                                                            Logs a warning if the function has not been registered.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.add = function () {
+  var fns = Array.prototype.slice.call(arguments)
+
+  fns.forEach(function (fn) {
+    lunr.Pipeline.warnIfFunctionNotRegistered(fn)
+    this._stack.push(fn)
+  }, this)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            after
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.after()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: after
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • existingFn - A function that already exists in the pipeline.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • newFn - The new function to add to the pipeline.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Adds a single function after a function that already exists in the pipeline.
                                                                                                                            
+
+
                                                                                                                            Logs a warning if the function has not been registered.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.after = function (existingFn, newFn) {
+  lunr.Pipeline.warnIfFunctionNotRegistered(newFn)
+
+  var pos = this._stack.indexOf(existingFn)
+  if (pos == -1) {
+    throw new Error('Cannot find existingFn')
+  }
+
+  pos = pos + 1
+  this._stack.splice(pos, 0, newFn)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            before
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.before()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: before
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • existingFn - A function that already exists in the pipeline.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • newFn - The new function to add to the pipeline.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Adds a single function before a function that already exists in the pipeline.
                                                                                                                            
+
+
                                                                                                                            Logs a warning if the function has not been registered.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.before = function (existingFn, newFn) {
+  lunr.Pipeline.warnIfFunctionNotRegistered(newFn)
+
+  var pos = this._stack.indexOf(existingFn)
+  if (pos == -1) {
+    throw new Error('Cannot find existingFn')
+  }
+
+  this._stack.splice(pos, 0, newFn)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            remove
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.remove()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: remove
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • fn - The function to remove from the pipeline.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Removes a function from the pipeline.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.remove = function (fn) {
+  var pos = this._stack.indexOf(fn)
+  if (pos == -1) {
+    return
+  }
+
+  this._stack.splice(pos, 1)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            run
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.run()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: run
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • tokens - The tokens to run through the pipeline.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Runs the current list of functions that make up the pipeline against the passed tokens.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.run = function (tokens) {
+  var out = [],
+      tokenLength = tokens.length,
+      stackLength = this._stack.length
+
+  for (var i = 0; i < tokenLength; i++) {
+    var token = tokens[i]
+
+    for (var j = 0; j < stackLength; j++) {
+      token = this._stack[j](token, i, tokens)
+      if (token === void 0) break
+    };
+
+    if (token !== void 0) out.push(token)
+  };
+
+  return out
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            reset
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.reset()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: reset
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Resets the pipeline by removing any existing processors.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.reset = function () {
+  this._stack = []
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            toJSON
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.toJSON()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: toJSON
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Returns a representation of the pipeline ready for serialisation.
                                                                                                                            
+
+
                                                                                                                            Logs a warning if the function has not been registered.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Pipeline.prototype.toJSON = function () {
+  return this._stack.map(function (fn) {
+    lunr.Pipeline.warnIfFunctionNotRegistered(fn)
+
+    return fn.label
+  })
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            Vector
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.Vectors implement vector related operations for a series of elements.
                                                                                                                            
+          
                                                                                                                            
+
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            Node
                                                                                                                            
+                
                                                                                                                            lunr.Vector.Node()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: Node
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • The - index of the node in the vector.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • The - data at this node in the vector.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • The - node directly after this node in the vector.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            lunr.Vector.Node is a simple struct for each node in a lunr.Vector.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Vector.Node = function (idx, val, next) {
+  this.idx = idx
+  this.val = val
+  this.next = next
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            magnitude
                                                                                                                            
+                
                                                                                                                            lunr.Vector.prototype.magnitude()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: magnitude
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Calculates the magnitude of this vector.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Vector.prototype.magnitude = function () {
+  if (this._magnitude) return this._magnitude
+  var node = this.list,
+      sumOfSquares = 0,
+      val
+
+  while (node) {
+    val = node.val
+    sumOfSquares += val * val
+    node = node.next
+  }
+
+  return this._magnitude = Math.sqrt(sumOfSquares)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            dot
                                                                                                                            
+                
                                                                                                                            lunr.Vector.prototype.dot()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: dot
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • otherVector - The vector to compute the dot product with.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Calculates the dot product of this vector and another vector.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Vector.prototype.dot = function (otherVector) {
+  var node = this.list,
+      otherNode = otherVector.list,
+      dotProduct = 0
+
+  while (node && otherNode) {
+    if (node.idx < otherNode.idx) {
+      node = node.next
+    } else if (node.idx > otherNode.idx) {
+      otherNode = otherNode.next
+    } else {
+      dotProduct += node.val * otherNode.val
+      node = node.next
+      otherNode = otherNode.next
+    }
+  }
+
+  return dotProduct
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            similarity
                                                                                                                            
+                
                                                                                                                            lunr.Vector.prototype.similarity()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: similarity
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • otherVector - The other vector to calculate the
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Calculates the cosine similarity between this vector and another vector.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Vector.prototype.similarity = function (otherVector) {
+  return this.dot(otherVector) / (this.magnitude() * otherVector.magnitude())
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            Node
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.Vector.Node is a simple struct for each node in a lunr.Vector.
                                                                                                                            
+          
                                                                                                                            
+
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            SortedSet
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.SortedSets are used to maintain an array of uniq values in a sorted order.
                                                                                                                            
+          
                                                                                                                            
+
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            load
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.load()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: load
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • serialisedData - The serialised set to load.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Loads a previously serialised sorted set.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.load = function (serialisedData) {
+  var set = new this
+
+  set.elements = serialisedData
+  set.length = serialisedData.length
+
+  return set
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            add
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.add()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: add
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • The - objects to add to this set.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Inserts new items into the set in the correct position to maintain the order.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.add = function () {
+  var i, element
+
+  for (i = 0; i < arguments.length; i++) {
+    element = arguments[i]
+    if (~this.indexOf(element)) continue
+    this.elements.splice(this.locationFor(element), 0, element)
+  }
+
+  this.length = this.elements.length
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            toArray
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.toArray()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: toArray
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Converts this sorted set into an array.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.toArray = function () {
+  return this.elements.slice()
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            map
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.map()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: map
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • fn - The function that is called on each element of the
                                                                                                                              • 
+                  
+                    
                                                                                                                            • ctx - An optional object that can be used as the context
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Creates a new array with the results of calling a provided function on every element in this sorted set.
                                                                                                                            
+
+
                                                                                                                            Delegates to Array.prototype.map and has the same signature.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.map = function (fn, ctx) {
+  return this.elements.map(fn, ctx)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            forEach
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.forEach()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: forEach
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • fn - The function that is called on each element of the
                                                                                                                              • 
+                  
+                    
                                                                                                                            • ctx - An optional object that can be used as the context
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Executes a provided function once per sorted set element.
                                                                                                                            
+
+
                                                                                                                            Delegates to Array.prototype.forEach and has the same signature.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.forEach = function (fn, ctx) {
+  return this.elements.forEach(fn, ctx)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            indexOf
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.indexOf()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: indexOf
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • elem - The object to locate in the sorted set.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Returns the index at which a given element can be found in the sorted set, or -1 if it is not present.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.indexOf = function (elem) {
+  var start = 0,
+      end = this.elements.length,
+      sectionLength = end - start,
+      pivot = start + Math.floor(sectionLength / 2),
+      pivotElem = this.elements[pivot]
+
+  while (sectionLength > 1) {
+    if (pivotElem === elem) return pivot
+
+    if (pivotElem < elem) start = pivot
+    if (pivotElem > elem) end = pivot
+
+    sectionLength = end - start
+    pivot = start + Math.floor(sectionLength / 2)
+    pivotElem = this.elements[pivot]
+  }
+
+  if (pivotElem === elem) return pivot
+
+  return -1
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            locationFor
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.locationFor()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: locationFor
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • elem - The elem to find the position for in the set
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Returns the position within the sorted set that an element should be inserted at to maintain the current order of the set.
                                                                                                                            
+
+
                                                                                                                            This function assumes that the element to search for does not already exist in the sorted set.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.locationFor = function (elem) {
+  var start = 0,
+      end = this.elements.length,
+      sectionLength = end - start,
+      pivot = start + Math.floor(sectionLength / 2),
+      pivotElem = this.elements[pivot]
+
+  while (sectionLength > 1) {
+    if (pivotElem < elem) start = pivot
+    if (pivotElem > elem) end = pivot
+
+    sectionLength = end - start
+    pivot = start + Math.floor(sectionLength / 2)
+    pivotElem = this.elements[pivot]
+  }
+
+  if (pivotElem > elem) return pivot
+  if (pivotElem < elem) return pivot + 1
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            intersect
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.intersect()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: intersect
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • otherSet - The set to intersect with this set.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Creates a new lunr.SortedSet that contains the elements in the intersection of this set and the passed set.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.intersect = function (otherSet) {
+  var intersectSet = new lunr.SortedSet,
+      i = 0, j = 0,
+      a_len = this.length, b_len = otherSet.length,
+      a = this.elements, b = otherSet.elements
+
+  while (true) {
+    if (i > a_len - 1 || j > b_len - 1) break
+
+    if (a[i] === b[j]) {
+      intersectSet.add(a[i])
+      i++, j++
+      continue
+    }
+
+    if (a[i] < b[j]) {
+      i++
+      continue
+    }
+
+    if (a[i] > b[j]) {
+      j++
+      continue
+    }
+  };
+
+  return intersectSet
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            clone
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.clone()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: clone
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Makes a copy of this set
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.clone = function () {
+  var clone = new lunr.SortedSet
+
+  clone.elements = this.toArray()
+  clone.length = clone.elements.length
+
+  return clone
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            union
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.union()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: union
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • otherSet - The set to union with this set.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Creates a new lunr.SortedSet that contains the elements in the union of this set and the passed set.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.union = function (otherSet) {
+  var longSet, shortSet, unionSet
+
+  if (this.length >= otherSet.length) {
+    longSet = this, shortSet = otherSet
+  } else {
+    longSet = otherSet, shortSet = this
+  }
+
+  unionSet = longSet.clone()
+
+  unionSet.add.apply(unionSet, shortSet.toArray())
+
+  return unionSet
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            toJSON
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.toJSON()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: toJSON
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Returns a representation of the sorted set ready for serialisation.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.SortedSet.prototype.toJSON = function () {
+  return this.toArray()
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            Index
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.Index is object that manages a search index.  It contains the indexes and stores all the tokens and document lookups.  It also provides the main user facing API for the library.
                                                                                                                            
+          
                                                                                                                            
+
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            on
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.on()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: on
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • [eventName] - The name(s) of events to bind the function to.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • fn - The serialised set to load.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Bind a handler to events being emitted by the index.
                                                                                                                            
+
+
                                                                                                                            The handler can be bound to many events at the same time.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.on = function () {
+  var args = Array.prototype.slice.call(arguments)
+  return this.eventEmitter.addListener.apply(this.eventEmitter, args)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            off
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.off()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: off
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • eventName - The name of events to remove the function from.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • fn - The serialised set to load.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Removes a handler from an event being emitted by the index.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.off = function (name, fn) {
+  return this.eventEmitter.removeListener(name, fn)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            load
                                                                                                                            
+                
                                                                                                                            lunr.Index.load()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: load
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • serialisedData - The serialised set to load.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Loads a previously serialised index.
                                                                                                                            
+
+
                                                                                                                            Issues a warning if the index being imported was serialised by a different version of lunr.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.load = function (serialisedData) {
+  if (serialisedData.version !== lunr.version) {
+    lunr.utils.warn('version mismatch: current ' + lunr.version + ' importing ' + serialisedData.version)
+  }
+
+  var idx = new this
+
+  idx._fields = serialisedData.fields
+  idx._ref = serialisedData.ref
+
+  idx.documentStore = lunr.Store.load(serialisedData.documentStore)
+  idx.tokenStore = lunr.TokenStore.load(serialisedData.tokenStore)
+  idx.corpusTokens = lunr.SortedSet.load(serialisedData.corpusTokens)
+  idx.pipeline = lunr.Pipeline.load(serialisedData.pipeline)
+
+  return idx
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            field
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.field()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: field
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • fieldName - The name of the field within the document that
                                                                                                                              • 
+                  
+                    
                                                                                                                            • boost - An optional boost that can be applied to terms in this
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Adds a field to the list of fields that will be searchable within documents in the index.
                                                                                                                            
+
+
                                                                                                                            An optional boost param can be passed to affect how much tokens in this field rank in search results, by default the boost value is 1.
                                                                                                                            
+
+
                                                                                                                            Fields should be added before any documents are added to the index, fields that are added after documents are added to the index will only apply to new documents added to the index.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.field = function (fieldName, opts) {
+  var opts = opts || {},
+      field = { name: fieldName, boost: opts.boost || 1 }
+
+  this._fields.push(field)
+  return this
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            ref
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.ref()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: ref
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • refName - The property to use to uniquely identify the
                                                                                                                              • 
+                  
+                    
                                                                                                                            • emitEvent - Whether to emit add events, defaults to true
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Sets the property used to uniquely identify documents added to the index, by default this property is 'id'.
                                                                                                                            
+
+
                                                                                                                            This should only be changed before adding documents to the index, changing the ref property without resetting the index can lead to unexpected results.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.ref = function (refName) {
+  this._ref = refName
+  return this
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            add
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.add()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: add
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • doc - The document to add to the index.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • emitEvent - Whether or not to emit events, default true.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Add a document to the index.
                                                                                                                            
+
+
                                                                                                                            This is the way new documents enter the index, this function will run the fields from the document through the index's pipeline and then add it to the index, it will then show up in search results.
                                                                                                                            
+
+
                                                                                                                            An 'add' event is emitted with the document that has been added and the index the document has been added to. This event can be silenced by passing false as the second argument to add.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.add = function (doc, emitEvent) {
+  var docTokens = {},
+      allDocumentTokens = new lunr.SortedSet,
+      docRef = doc[this._ref],
+      emitEvent = emitEvent === undefined ? true : emitEvent
+
+  this._fields.forEach(function (field) {
+    var fieldTokens = this.pipeline.run(lunr.tokenizer(doc[field.name]))
+
+    docTokens[field.name] = fieldTokens
+    lunr.SortedSet.prototype.add.apply(allDocumentTokens, fieldTokens)
+  }, this)
+
+  this.documentStore.set(docRef, allDocumentTokens)
+  lunr.SortedSet.prototype.add.apply(this.corpusTokens, allDocumentTokens.toArray())
+
+  for (var i = 0; i < allDocumentTokens.length; i++) {
+    var token = allDocumentTokens.elements[i]
+    var tf = this._fields.reduce(function (memo, field) {
+      var fieldLength = docTokens[field.name].length
+
+      if (!fieldLength) return memo
+
+      var tokenCount = docTokens[field.name].filter(function (t) { return t === token }).length
+
+      return memo + (tokenCount / fieldLength * field.boost)
+    }, 0)
+
+    this.tokenStore.add(token, { ref: docRef, tf: tf })
+  };
+
+  if (emitEvent) this.eventEmitter.emit('add', doc, this)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            remove
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.remove()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: remove
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • doc - The document to remove from the index.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • emitEvent - Whether to emit remove events, defaults to true
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Removes a document from the index.
                                                                                                                            
+
+
                                                                                                                            To make sure documents no longer show up in search results they can be removed from the index using this method.
                                                                                                                            
+
+
                                                                                                                            The document passed only needs to have the same ref property value as the document that was added to the index, they could be completely different objects.
                                                                                                                            
+
+
                                                                                                                            A 'remove' event is emitted with the document that has been removed and the index the document has been removed from. This event can be silenced by passing false as the second argument to remove.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.remove = function (doc, emitEvent) {
+  var docRef = doc[this._ref],
+      emitEvent = emitEvent === undefined ? true : emitEvent
+
+  if (!this.documentStore.has(docRef)) return
+
+  var docTokens = this.documentStore.get(docRef)
+
+  this.documentStore.remove(docRef)
+
+  docTokens.forEach(function (token) {
+    this.tokenStore.remove(token, docRef)
+  }, this)
+
+  if (emitEvent) this.eventEmitter.emit('remove', doc, this)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            update
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.update()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: update
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • doc - The document to update in the index.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • emitEvent - Whether to emit update events, defaults to true
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Updates a document in the index.
                                                                                                                            
+
+
                                                                                                                            When a document contained within the index gets updated, fields changed, added or removed, to make sure it correctly matched against search queries, it should be updated in the index.
                                                                                                                            
+
+
                                                                                                                            This method is just a wrapper around remove and add
                                                                                                                            
+
+
                                                                                                                            An 'update' event is emitted with the document that has been updated and the index. This event can be silenced by passing false as the second argument to update. Only an update event will be fired, the 'add' and 'remove' events of the underlying calls are silenced.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.update = function (doc, emitEvent) {
+  var emitEvent = emitEvent === undefined ? true : emitEvent
+
+  this.remove(doc, false)
+  this.add(doc, false)
+
+  if (emitEvent) this.eventEmitter.emit('update', doc, this)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            idf
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.idf()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: idf
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • token - The token to calculate the idf of.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Calculates the inverse document frequency for a token within the index.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.idf = function (term) {
+  var cacheKey = "@" + term
+  if (Object.prototype.hasOwnProperty.call(this._idfCache, cacheKey)) return this._idfCache[cacheKey]
+
+  var documentFrequency = this.tokenStore.count(term),
+      idf = 1
+
+  if (documentFrequency > 0) {
+    idf = 1 + Math.log(this.documentStore.length / documentFrequency)
+  }
+
+  return this._idfCache[cacheKey] = idf
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            documentVector
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.documentVector()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: documentVector
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • documentRef - The ref to find the document with.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Generates a vector containing all the tokens in the document matching the passed documentRef.
                                                                                                                            
+
+
                                                                                                                            The vector contains the tf-idf score for each token contained in the document with the passed documentRef.  The vector will contain an element for every token in the indexes corpus, if the document does not contain that token the element will be 0.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.documentVector = function (documentRef) {
+  var documentTokens = this.documentStore.get(documentRef),
+      documentTokensLength = documentTokens.length,
+      documentVector = new lunr.Vector
+
+  for (var i = 0; i < documentTokensLength; i++) {
+    var token = documentTokens.elements[i],
+        tf = this.tokenStore.get(token)[documentRef].tf,
+        idf = this.idf(token)
+
+    documentVector.insert(this.corpusTokens.indexOf(token), tf * idf)
+  };
+
+  return documentVector
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            toJSON
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.toJSON()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: toJSON
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Returns a representation of the index ready for serialisation.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.toJSON = function () {
+  return {
+    version: lunr.version,
+    fields: this._fields,
+    ref: this._ref,
+    documentStore: this.documentStore.toJSON(),
+    tokenStore: this.tokenStore.toJSON(),
+    corpusTokens: this.corpusTokens.toJSON(),
+    pipeline: this.pipeline.toJSON()
+  }
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            use
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.use()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: use
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • plugin - The plugin to apply.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Applies a plugin to the current index.
                                                                                                                            
+
+
                                                                                                                            A plugin is a function that is called with the index as its context. Plugins can be used to customise or extend the behaviour the index in some way. A plugin is just a function, that encapsulated the custom behaviour that should be applied to the index.
                                                                                                                            
+
+
                                                                                                                            The plugin function will be called with the index as its argument, additional arguments can also be passed when calling use. The function will be called with the index as its context.
                                                                                                                            
+
+
                                                                                                                            Example:
                                                                                                                            
+
+
                                                                                                                            var myPlugin = function (idx, arg1, arg2) {
+  // `this` is the index to be extended
+  // apply any extensions etc here.
+}
+
+var idx = lunr(function () {
+  this.use(myPlugin, 'arg1', 'arg2')
+})
+
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Index.prototype.use = function (plugin) {
+  var args = Array.prototype.slice.call(arguments, 1)
+  args.unshift(this)
+  plugin.apply(this, args)
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            Store
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.Store is a simple key-value store used for storing sets of tokens for documents stored in index.
                                                                                                                            
+          
                                                                                                                            
+
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            load
                                                                                                                            
+                
                                                                                                                            lunr.Store.load()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: load
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • serialisedData - The serialised store to load.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Loads a previously serialised store
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Store.load = function (serialisedData) {
+  var store = new this
+
+  store.length = serialisedData.length
+  store.store = Object.keys(serialisedData.store).reduce(function (memo, key) {
+    memo[key] = lunr.SortedSet.load(serialisedData.store[key])
+    return memo
+  }, {})
+
+  return store
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            set
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.set()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: set
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • id - The key used to store the tokens against.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • tokens - The tokens to store against the key.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Stores the given tokens in the store against the given id.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.set = function (id, tokens) {
+  if (!this.has(id)) this.length++
+  this.store[id] = tokens
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            get
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.get()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: get
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • id - The key to lookup and retrieve from the store.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Retrieves the tokens from the store for a given key.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.get = function (id) {
+  return this.store[id]
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            has
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.has()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: has
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • id - The id to look up in the store.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Checks whether the store contains a key.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.has = function (id) {
+  return id in this.store
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            remove
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.remove()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: remove
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • id - The id to remove from the store.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Removes the value for a key in the store.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.remove = function (id) {
+  if (!this.has(id)) return
+
+  delete this.store[id]
+  this.length--
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            toJSON
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.toJSON()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: toJSON
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Returns a representation of the store ready for serialisation.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.Store.prototype.toJSON = function () {
+  return {
+    store: this.store,
+    length: this.length
+  }
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            stemmer
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.stemmer is an english language stemmer, this is a JavaScript implementation of the PorterStemmer taken from http://tartarus.org/~martin
                                                                                                                            
+          
                                                                                                                            
+
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            stopWordFilter
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.stopWordFilter is an English language stop word list filter, any words contained in the list will not be passed through the filter.
                                                                                                                            
+
+
                                                                                                                            This is intended to be used in the Pipeline. If the token does not pass the filter then undefined will be returned.
                                                                                                                            
+          
                                                                                                                            
+
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            trimmer
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.trimmer is a pipeline function for trimming non word characters from the begining and end of tokens before they enter the index.
                                                                                                                            
+
+
                                                                                                                            This implementation may not work correctly for non latin characters and should either be removed or adapted for use with languages with non-latin characters.
                                                                                                                            
+          
                                                                                                                            
+
+          
+        
                                                                                                                            
+      
+        
                                                                                                                            
+          
                                                                                                                            
+            
                                                                                                                            TokenStore
                                                                                                                            
+          
                                                                                                                            
+
+          
                                                                                                                            
+            
                                                                                                                            lunr.TokenStore is used for efficient storing and lookup of the reverse index of token to document ref.
                                                                                                                            
+          
                                                                                                                            
+
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            load
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.load()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: load
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • serialisedData - The serialised token store to load.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Loads a previously serialised token store
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.load = function (serialisedData) {
+  var store = new this
+
+  store.root = serialisedData.root
+  store.length = serialisedData.length
+
+  return store
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            add
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.add()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: add
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • token - The token to store the doc under
                                                                                                                              • 
+                  
+                    
                                                                                                                            • doc - The doc to store against the token
                                                                                                                              • 
+                  
+                    
                                                                                                                            • root - An optional node at which to start looking for the
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Adds a new token doc pair to the store.
                                                                                                                            
+
+
                                                                                                                            By default this function starts at the root of the current store, however it can start at any node of any token store if required.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.add = function (token, doc, root) {
+  var root = root || this.root,
+      key = token[0],
+      rest = token.slice(1)
+
+  if (!(key in root)) root[key] = {docs: {}}
+
+  if (rest.length === 0) {
+    root[key].docs[doc.ref] = doc
+    this.length += 1
+    return
+  } else {
+    return this.add(rest, doc, root[key])
+  }
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            has
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.has()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: has
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • token - The token to check for
                                                                                                                              • 
+                  
+                    
                                                                                                                            • root - An optional node at which to start
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Checks whether this key is contained within this lunr.TokenStore.
                                                                                                                            
+
+
                                                                                                                            By default this function starts at the root of the current store, however it can start at any node of any token store if required.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.has = function (token) {
+  if (!token) return false
+
+  var node = this.root
+
+  for (var i = 0; i < token.length; i++) {
+    if (!node[token[i]]) return false
+
+    node = node[token[i]]
+  }
+
+  return true
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            getNode
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.getNode()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: getNode
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • token - The token to get the node for.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • root - An optional node at which to start.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Retrieve a node from the token store for a given token.
                                                                                                                            
+
+
                                                                                                                            By default this function starts at the root of the current store, however it can start at any node of any token store if required.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.getNode = function (token) {
+  if (!token) return {}
+
+  var node = this.root
+
+  for (var i = 0; i < token.length; i++) {
+    if (!node[token[i]]) return {}
+
+    node = node[token[i]]
+  }
+
+  return node
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            get
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.get()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: get
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • token - The token to get the documents for.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • root - An optional node at which to start.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Retrieve the documents for a node for the given token.
                                                                                                                            
+
+
                                                                                                                            By default this function starts at the root of the current store, however it can start at any node of any token store if required.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.get = function (token, root) {
+  return this.getNode(token, root).docs || {}
+}
+
+lunr.TokenStore.prototype.count = function (token, root) {
+  return Object.keys(this.get(token, root)).length
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            remove
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.remove()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: remove
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • token - The token to get the documents for.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • ref - The ref of the document to remove from this token.
                                                                                                                              • 
+                  
+                    
                                                                                                                            • root - An optional node at which to start.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Remove the document identified by ref from the token in the store.
                                                                                                                            
+
+
                                                                                                                            By default this function starts at the root of the current store, however it can start at any node of any token store if required.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.remove = function (token, ref) {
+  if (!token) return
+  var node = this.root
+
+  for (var i = 0; i < token.length; i++) {
+    if (!(token[i] in node)) return
+    node = node[token[i]]
+  }
+
+  delete node.docs[ref]
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            expand
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.expand()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: expand
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                  
                                                                                                                            Params
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                    
                                                                                                                            • token - The token to expand.
                                                                                                                              • 
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Find all the possible suffixes of the passed token using tokens currently in the store.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.expand = function (token, memo) {
+  var root = this.getNode(token),
+      docs = root.docs || {},
+      memo = memo || []
+
+  if (Object.keys(docs).length) memo.push(token)
+
+  Object.keys(root)
+    .forEach(function (key) {
+      if (key === 'docs') return
+
+      memo.concat(this.expand(token + key, memo))
+    }, this)
+
+  return memo
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+            
                                                                                                                            
+              
                                                                                                                            
+                
                                                                                                                            toJSON
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.toJSON()
                                                                                                                            
+                
                                                                                                                            method
                                                                                                                            
+                
+                  
                                                                                                                            See: toJSON
                                                                                                                            
+                
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
+                
                                                                                                                              
+                  
+                
                                                                                                                            
+              
                                                                                                                            
+
+              
+
+              
                                                                                                                            
+                
                                                                                                                            Returns a representation of the token store ready for serialisation.
                                                                                                                            
+              
                                                                                                                            
+
+              
                                                                                                                            
+                
                                                                                                                            Source
                                                                                                                            
+                
                                                                                                                            lunr.TokenStore.prototype.toJSON = function () {
+  return {
+    root: this.root,
+    length: this.length
+  }
+}
                                                                                                                            
+              
                                                                                                                            
+              
+            
                                                                                                                            
+          
+        
                                                                                                                            
+      
+    
                                                                                                                            
+  
                                                                                                                            
+  
+
diff --git a/node_modules/lunr/example/app.js b/node_modules/lunr/example/app.js
new file mode 100644
index 0000000..3a450b9
--- /dev/null
+++ b/node_modules/lunr/example/app.js
@@ -0,0 +1,89 @@
+require([
+  '/example/jquery.js',
+  '/example/mustache.js',
+  '../lunr.js',
+  'text!templates/question_view.mustache',
+  'text!templates/question_list.mustache',
+  'text!example_data.json',
+  'text!example_index.json'
+], function (_, Mustache, lunr, questionView, questionList, data, indexDump) {
+
+  var renderQuestionList = function (qs) {
+    $("#question-list-container")
+      .empty()
+      .append(Mustache.to_html(questionList, {questions: qs}))
+  }
+
+  var renderQuestionView = function (question) {
+    $("#question-view-container")
+      .empty()
+      .append(Mustache.to_html(questionView, question))
+  }
+
+  window.profile = function (term) {
+    console.profile('search')
+    idx.search(term)
+    console.profileEnd('search')
+  }
+
+  window.search = function (term) {
+    console.time('search')
+    idx.search(term)
+    console.timeEnd('search')
+  }
+
+  var indexDump = JSON.parse(indexDump)
+  console.time('load')
+  window.idx = lunr.Index.load(indexDump)
+  console.timeEnd('load')
+
+  var questions = JSON.parse(data).questions.map(function (raw) {
+    return {
+      id: raw.question_id,
+      title: raw.title,
+      body: raw.body,
+      tags: raw.tags.join(' ')
+    }
+  })
+
+  renderQuestionList(questions)
+  renderQuestionView(questions[0])
+
+  $('a.all').bind('click', function () {
+    renderQuestionList(questions)
+    $('input').val('')
+  })
+
+  var debounce = function (fn) {
+    var timeout
+    return function () {
+      var args = Array.prototype.slice.call(arguments),
+          ctx = this
+
+      clearTimeout(timeout)
+      timeout = setTimeout(function () {
+        fn.apply(ctx, args)
+      }, 100)
+    }
+  }
+
+  $('input').bind('keyup', debounce(function () {
+    if ($(this).val() < 2) return
+    var query = $(this).val()
+    var results = idx.search(query).map(function (result) {
+      return questions.filter(function (q) { return q.id === parseInt(result.ref, 10) })[0]
+    })
+
+    renderQuestionList(results)
+  }))
+
+  $("#question-list-container").delegate('li', 'click', function () {
+    var li = $(this)
+    var id = li.data('question-id')
+
+    renderQuestionView(questions.filter(function (question) {
+      return (question.id == id)
+    })[0])
+  })
+
+})
diff --git a/node_modules/lunr/example/example_data.json b/node_modules/lunr/example/example_data.json
new file mode 100644
index 0000000..a052edb
--- /dev/null
+++ b/node_modules/lunr/example/example_data.json
@@ -0,0 +1,3016 @@
+
+{
+  "total": 105507,
+  "page": 1,
+  "pagesize": 100,
+  "questions": [
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "html"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414827/timeline",
+      "question_comments_url": "/questions/6414827/comments",
+      "question_answers_url": "/questions/6414827/answers",
+      "question_id": 6414827,
+      "owner": {
+        "user_id": 807067,
+        "user_type": "unregistered",
+        "display_name": "Barcino",
+        "reputation": 1,
+        "email_hash": "a4aec9f48b0281995da5b2223b3ac213"
+      },
+      "creation_date": 1308589530,
+      "last_activity_date": 1308589530,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 6,
+      "score": 0,
+      "community_owned": false,
+      "title": "Why does my checkbox return the wrong state?",
+      "body": "
                                                                                                                            I'm really confused. I have the following:
                                                                                                                            \n\n
                                                                                                                            <input class=\"check-box\" \n  id=\"Data__Correct\" \n  name=\"Data.Correct\" \n  type=\"checkbox\" value=\"Data.Correct\" />\n
                                                                                                                            \n\n
                                                                                                                            When I put a check in the checkbox and check with fiddler I see it's sending back:
                                                                                                                            \n\n
                                                                                                                            Data.Correct    False\n
                                                                                                                            \n\n
                                                                                                                            I thought it should be the other way around. What's happening?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "php",
+        "javascript",
+        "jquery",
+        "html",
+        "div"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6414808,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6414614/timeline",
+      "question_comments_url": "/questions/6414614/comments",
+      "question_answers_url": "/questions/6414614/answers",
+      "question_id": 6414614,
+      "owner": {
+        "user_id": 798662,
+        "user_type": "registered",
+        "display_name": "Eric",
+        "reputation": 161,
+        "email_hash": "25601fc3740f83926598cc89dc604e5f"
+      },
+      "creation_date": 1308588228,
+      "last_edit_date": 1308589468,
+      "last_activity_date": 1308589468,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 31,
+      "score": 0,
+      "community_owned": false,
+      "title": "Fairly easy JQuery Input Selection location problem",
+      "body": "
                                                                                                                            I am having a problem with getting my JQuery javascript code to apply to the select box elements that it is supposed to. What's happening is that the select boxes are not following the actions that are specified in the javascript code. They are simply staying disabled and checked (see code below) instead of changing based on the first checkbox's selection.
                                                                                                                            \n\n
                                                                                                                            I believe it is a problem regarding how I specify the location of the select boxes in the javascript code, but I don't know how to go about fixing it. Then again, I could be wrong about that too.
                                                                                                                            \n\n
                                                                                                                            If you have any insight on this or can correct the code, please do! Cheers.
                                                                                                                            \n\n
                                                                                                                            \n\n
                                                                                                                            HTML:
                                                                                                                            \n\n
                                                                                                                            <div class=\"medium_box\">\n    <form name=\"searchform\" class=\"FECKsearch\" method=\"get\" onSubmit=\"return dosearch();\">\n        <input name=\"s\" id=\"searchBox\" class=\"input\" type=\"text\" value=\"\" onfocus=\"myFocusHandler(this);\" onblur=\"myBlurHandler(this);\" size=\"18\" maxlength=\"50\">\n        <input type=\"submit\" name=\"searchsubmit\" class=\"button\" value=\"Go\" />\n\n        <span class=\"searcher\">International: <input type=\"checkbox\" id=\"International\" checked=\"yes\"></input></span>\n        <span class=\"searcher1\">Americas: <input type=\"checkbox\" id=\"Americas\" disabled checked=\"yes\"></input></span>\n        <span class=\"searcher1\">Europe: <input type=\"checkbox\" id=\"Europe\" disabled checked=\"yes\"></input></span>\n        Asia: <input type=\"checkbox\" id=\"Asia\" disabled checked=\"yes\"></input>\n    </form> \n</div>\n
                                                                                                                            \n\n
                                                                                                                            Javascript:
                                                                                                                            \n\n
                                                                                                                            $('#International').click(function() {\nvar paramChangeBoxes = $('input:checkbox');\nif ($(this).is(':checked')) {\n    $('#Americas').attr('checked', 'checked');\n    $('#Americas').attr('disabled', 'disabled');\n    $('#Europe').attr('checked', 'checked');\n    $('#Europe').attr('disabled', 'disabled');\n    $('#Asia').attr('checked', 'checked');\n    $('#Asia').attr('disabled', 'disabled');\n}\nelse {\n    paramChangeBoxes.removeAttr('disabled');\n    $('#Americas').removeAttr('disabled');\n    $('#Europe').removeAttr('disabled');\n    $('#Asia').removeAttr('disabled');\n\n    }\n});\n
                                                                                                                            \n\n
                                                                                                                            \n\n
                                                                                                                            Update & Solution:
                                                                                                                            \n\n
                                                                                                                            Cheers to John for the code $('#International').live(\"click\",function() { which corrected the error of the JQuery code not functioning. Apparently if you are importing the code from a remote file you must include the \"live\" portion inside of your coding.
                                                                                                                            \n\n
                                                                                                                            Thanks again John!
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "html",
+        "file-upload"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "bounty_closes_date": 1308660760,
+      "bounty_amount": 50,
+      "question_timeline_url": "/questions/6296451/timeline",
+      "question_comments_url": "/questions/6296451/comments",
+      "question_answers_url": "/questions/6296451/answers",
+      "question_id": 6296451,
+      "owner": {
+        "user_id": 393751,
+        "user_type": "registered",
+        "display_name": "ibhbuhbuhb",
+        "reputation": 92,
+        "email_hash": "2a06a2827b2baa70da6c7ac35acfcb5e"
+      },
+      "creation_date": 1307638388,
+      "last_edit_date": 1308056144,
+      "last_activity_date": 1308589363,
+      "up_vote_count": 7,
+      "down_vote_count": 0,
+      "view_count": 212,
+      "score": 7,
+      "community_owned": false,
+      "title": "problem in file upload",
+      "body": "
                                                                                                                            I have the following markup:
                                                                                                                            \n\n
                                                                                                                              <select multiple=\"multiple\" id=\"targetFilesList\"  style=\"width:200px;height:110px;\">\n   </select>\n   <input type=\"button\" value=\"Get\" id=\"btnGet\" />\n
                                                                                                                            \n\n
                                                                                                                            and following javascript:
                                                                                                                            \n\n
                                                                                                                                $(function()\n    {\n        $('#btnGet').click(function()\n        {\n            var fileupload = $(\"<input type='file' name='filetoupload' style='visibility:hidden;'/>\");\n            $('body').append(fileupload);\n\n            fileupload[0].onchange = function()\n            {\n                $('#targetFilesList').append('<option >' + fileupload.val() + '</option>');\n                return false;\n            }\n            fileupload.click();\n        });\n    });\n
                                                                                                                            \n\n
                                                                                                                            Scenario is that i have to upload multiple files and once user has chosen the file to be uploaded i have to show the file name to user.Then,on submitting the form i will upload all the files.For this,on clicking the get button i am adding a fileupload control dynamically\nand initialise onchange event of the fileupload control just added. The problem in chrome 12 on clicking get button fileupload control does not get opened but in firefox4 and ie8 it is working.\nAny idea why?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "php",
+        "javascript",
+        "facebook",
+        "twitter",
+        "share"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414782/timeline",
+      "question_comments_url": "/questions/6414782/comments",
+      "question_answers_url": "/questions/6414782/answers",
+      "question_id": 6414782,
+      "owner": {
+        "user_id": 807063,
+        "user_type": "unregistered",
+        "display_name": "ponens",
+        "reputation": 6,
+        "email_hash": "28f14a601696f114e84c5be712032c73"
+      },
+      "creation_date": 1308589336,
+      "last_activity_date": 1308589336,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 3,
+      "score": 1,
+      "community_owned": false,
+      "title": "Provide link/Redirect after a 'Like' or 'Share' on Facebook or a 'Share' on Twitter",
+      "body": "
                                                                                                                            basically what I want to do is forward people to a download link once they either 'like' my page on Facebook or post a link of the page to their profile (whatever is easier) and something similar for Twitter.
                                                                                                                            \n\n
                                                                                                                            I have seen some bands do this when promoting a free download — to download the new song you must post this to your profile etc.
                                                                                                                            \n\n
                                                                                                                            Anybody know how I could go about this? (This isn't a 'can you do it for me' question, I just need a point in the right direction regarding API's or any examples) 
                                                                                                                            \n\n
                                                                                                                            Thanks.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery"
+      ],
+      "answer_count": 8,
+      "accepted_answer_id": 6412781,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412607/timeline",
+      "question_comments_url": "/questions/6412607/comments",
+      "question_answers_url": "/questions/6412607/answers",
+      "question_id": 6412607,
+      "owner": {
+        "user_id": 256439,
+        "user_type": "registered",
+        "display_name": "Sandra Schlichting",
+        "reputation": 1327,
+        "email_hash": "c4b17df9c9b2f33a96eb84f92054f708"
+      },
+      "creation_date": 1308579341,
+      "last_edit_date": 1308586824,
+      "last_activity_date": 1308589242,
+      "up_vote_count": 2,
+      "down_vote_count": 0,
+      "view_count": 67,
+      "score": 2,
+      "community_owned": false,
+      "title": "Passing argument to function. What's wrong?",
+      "body": "
                                                                                                                            In this jsFiddle
                                                                                                                            \n\n
                                                                                                                            am I trying to pass an argument to a function, but it doesn't receive the argument or it isn't executed.
                                                                                                                            \n\n
                                                                                                                            <a href=\"javascript:addRemove('7249');\">Details</a>\n
                                                                                                                            \n\n
                                                                                                                            JQuery
                                                                                                                            \n\n
                                                                                                                            $(document).ready(function() {\n\n    function addRemove(u) {\n    alert(u);\n    }\n\n});\n
                                                                                                                            \n\n
                                                                                                                            Any ideas what's wrong and how to fix it?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "c#",
+        "javascript",
+        "matlab"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414755/timeline",
+      "question_comments_url": "/questions/6414755/comments",
+      "question_answers_url": "/questions/6414755/answers",
+      "question_id": 6414755,
+      "owner": {
+        "user_id": 662770,
+        "user_type": "registered",
+        "display_name": "shahar_m",
+        "reputation": 291,
+        "email_hash": "4590affff8ab7bda7cbc2a3d766f02bd"
+      },
+      "creation_date": 1308589121,
+      "last_activity_date": 1308589121,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 9,
+      "score": 1,
+      "community_owned": false,
+      "title": "Convert Matlab Fuzzy Logic toolbox fis file to c# / c++ / javascript",
+      "body": "
                                                                                                                            I have a Matlab program that is partially relies on Matlab's Fuzzy logic toolbox, which I want to convert to c# program (and later on to objective-c, but let's keep this for later).\nIs ther any means to convert my fuzzy logic fis file into c# (or c++, or maybe even javascript)?
                                                                                                                            \n\n
                                                                                                                            P.S. I know the deploytool can convert my program to exe, but I don't want to rely on matlab runtime component and dlls but to make it a complete c# (or c++) program.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "html5",
+        "browser",
+        "cross-browser"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 5560986,
+      "favorite_count": 3,
+      "question_timeline_url": "/questions/5306132/timeline",
+      "question_comments_url": "/questions/5306132/comments",
+      "question_answers_url": "/questions/5306132/answers",
+      "question_id": 5306132,
+      "owner": {
+        "user_id": 471795,
+        "user_type": "registered",
+        "display_name": "kanaka",
+        "reputation": 3994,
+        "email_hash": "b2bd81c28bcafeea19ac72e554859ec0"
+      },
+      "creation_date": 1300148053,
+      "last_edit_date": 1308589105,
+      "last_activity_date": 1308589105,
+      "up_vote_count": 6,
+      "down_vote_count": 0,
+      "view_count": 274,
+      "score": 6,
+      "community_owned": false,
+      "title": "Translate Javascript keyCode into charCode for non-U.S. keyboard layout (i.e. azerty)",
+      "body": "
                                                                                                                            Quick background:
                                                                                                                            \n\n
                                                                                                                              \n
                                                                                                                            • when a key is pressed in a browser, three events are generated: keyDown, keyPress and keyUp.
                                                                                                                              • \n
                                                                                                                            • keyDown and keyUp have a keyCode property which is approximately the physical key pressed.
                                                                                                                              • \n
                                                                                                                            • keyPress also has charCode property set which takes into account modifier keys and keyboard layout (A and a have same keyCode but a different charCode).
                                                                                                                              • \n
                                                                                                                            • all three events have properties that indicate which modifier keys were pressed during those events.
                                                                                                                              • \n
                                                                                                                            \n\n
                                                                                                                            I'm the main noVNC developer and I have a tough problem: noVNC needs the translated charCode value without using the keyPress event for the following reasons:
                                                                                                                            \n\n
                                                                                                                              \n
                                                                                                                            • noVNC needs to send the keyDown and keyUp events separately to the VNC server (otherwise it's not a completely functional VNC client).
                                                                                                                              • \n
                                                                                                                            • more importantly, noVNC needs to prevent the default keyboard actions while connected which means calling the preventDefault() method of the keyDown event. This has the side-effect of also preventing the keyPress event from firing.
                                                                                                                              • \n
                                                                                                                            \n\n
                                                                                                                            Due to differences in keyboard layouts (i.e. different keyCode to charCode mappings) I've determine that noVNC will need a lookup table for different keyboard layouts.
                                                                                                                            \n\n
                                                                                                                            But here is the real problem: on alternate layouts, some different physical keys have the SAME keyCode. For example, with an azerty (French) keyboard layout the '-' (dash) and '_' underscore keys both generate keyCode 189. Ack!!!
                                                                                                                            \n\n
                                                                                                                            So ... how do I get proper keyCode to charCode mapping and prevent default browser actions at the same time?
                                                                                                                            \n\n
                                                                                                                            BTW, I suspect the solution to this will be applicable to other interactive web applications and HTML5 games since you often want to be able to know full information about the key pressed without triggering any additional browser response to that keypress.
                                                                                                                            \n\n
                                                                                                                            Useful links:
                                                                                                                            \n\n\n\n
                                                                                                                            Solution: see my post below.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "ruby-on-rails"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413951/timeline",
+      "question_comments_url": "/questions/6413951/comments",
+      "question_answers_url": "/questions/6413951/answers",
+      "question_id": 6413951,
+      "owner": {
+        "user_id": 51382,
+        "user_type": "registered",
+        "display_name": "willcodejavaforfood",
+        "reputation": 12699,
+        "email_hash": "d5c948086776fc91b4c7abff56bb7672"
+      },
+      "creation_date": 1308584996,
+      "last_activity_date": 1308588759,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 17,
+      "score": 0,
+      "community_owned": false,
+      "title": "How do I update my model object before a create/update?",
+      "body": "
                                                                                                                            It's me the big rails newbie. I have another problem.
                                                                                                                            \n\n
                                                                                                                            This is my partial for _care_point.html.erb
                                                                                                                            \n\n
                                                                                                                            <div id='<%=dom_id(care_point) %>' class='draggable node_chin'>\n  <div id=<%=\"node_#{care_point.id}\" %> class='node'><%= care_point.body %>\n  </div>\n  <textarea class='node_input'><%= care_point.body %></textarea>\n  <%= link_to 'Close', [care_map, care_point], :method => :post, :remote => true, :class => 'close' %>\n  <%= link_to 'Delete', [care_map, care_point], :confirm => \"Are you sure?\", :method => :delete, :remote => true, :class => 'delete' %>\n</div>\n
                                                                                                                            \n\n
                                                                                                                            When I click the Close link the request is sent to the server as expected. All the fields are null though. How do I make sure that my model object is kept updated before it is sent to the server? Do I have to use the form functionality or can I just update it with Javascript somehow?
                                                                                                                            \n\n
                                                                                                                            Cheers
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "ajax",
+        "jquery-ajax"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414530/timeline",
+      "question_comments_url": "/questions/6414530/comments",
+      "question_answers_url": "/questions/6414530/answers",
+      "question_id": 6414530,
+      "owner": {
+        "user_id": 484082,
+        "user_type": "registered",
+        "display_name": "blasteralfred",
+        "reputation": 505,
+        "email_hash": "cd867e89325fe74445707fb6b4364be8"
+      },
+      "creation_date": 1308587719,
+      "last_edit_date": 1308588455,
+      "last_activity_date": 1308588636,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 45,
+      "score": 0,
+      "community_owned": false,
+      "title": "Change background using Javascript - AJAX - jQuery",
+      "body": "
                                                                                                                            I have a table as below;
                                                                                                                            \n\n
                                                                                                                            <table style=\"width: 100%; border: solid 1px #666600; min-width: 800px\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td id=\"aaa\">&nbsp;</td>\n<td class=\"content\" >&nbsp;</td>\n<td class=\"content\" >&nbsp;</td>\n<td class=\"content\" >&nbsp;</td>\n<td class=\"content\" >&nbsp;</td>\n<td class=\"content\" >&nbsp;</td>\n<td class=\"content\" >&nbsp;</td>\n<td id=\"bbb\">&nbsp;</td>\n</tr>\n<tr>\n<td>&nbsp;</td>\n<td class=\"title\" >&nbsp;</td>\n<td class=\"title\" >&nbsp;</td>\n<td class=\"title\" >&nbsp;</td>\n<td class=\"title\" >&nbsp;</td>\n<td class=\"title\" >&nbsp;</td>\n<td class=\"title\" >&nbsp;</td>\n<td>&nbsp;</td>\n</tr>\n</table>\n
                                                                                                                            \n\n
                                                                                                                            I am using jquery ajax and i have script as below;
                                                                                                                            \n\n
                                                                                                                            $(document).ready( function() {\nvar i = 1;\n$.ajax({\n  type: 'POST',\n  url: 'ajax.php',\n  data: 'id=' + i,\n  dataType: 'json',\n  cache: false,\n  success: function(result) {\n    $('.title').each(function(index){\n      values = result[index].split('*');\n      indexa = values[0];\n      indexb = values[1];\n      if((result[index])){\n        $(this).html(indexb);\n      }else{\n        $(this).html(\"&nbsp;\");\n      }\n    });\n  },\n  });\n});\n
                                                                                                                            \n\n
                                                                                                                            The php file will return [\"data1*abc\",\"data2*abc\",\"data3*abc\",\"data4*abc\",\"data5*abc\",\"data6*abc\"] for i=1, [\"data7*abc\",\"data8*abc\",\"data9*abc\",\"data10*abc\",\"data11*abc\",\"data12*abc\"] for i=2 etc etc.. The text in class=\"title\" changes accordingly with respect to the data, as abc or whatever it is..
                                                                                                                            \n\n
                                                                                                                            You can see another cell above every title cell having class=\"content\". I have a php file, ajax2.php, which will return an image name with respect to a $_POST[\"data1\"] and $_POST[\"data2\"]. The $_POST[\"data1\"] portion should have value indexa and $_POST[\"data2\"] portion should have value indexb from javascript for each ajax request. The images are placed in images folder and the data returned by php file will be only image_name.extension.
                                                                                                                            \n\n
                                                                                                                            In short, I want to change the background image of content cell above title cell to change when data / text in corresponding title cell changes. Anybody tell me how to do the AJAX request and change background image (change background image url).
                                                                                                                            \n\n
                                                                                                                            I think it will be something like;
                                                                                                                            \n\n
                                                                                                                            $(.content).css({ 'background-image':'url(images/' + imagename });
                                                                                                                            \n\n
                                                                                                                            You can see my fiddle here
                                                                                                                            \n\n
                                                                                                                            Thanks in advance..
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript"
+      ],
+      "answer_count": 3,
+      "accepted_answer_id": 4047114,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/4047072/timeline",
+      "question_comments_url": "/questions/4047072/comments",
+      "question_answers_url": "/questions/4047072/answers",
+      "question_id": 4047072,
+      "owner": {
+        "user_id": 457827,
+        "user_type": "registered",
+        "display_name": "Johnson",
+        "reputation": 304,
+        "email_hash": "1ce4f00aae1dbed39c2899dbd85e4169"
+      },
+      "creation_date": 1288299036,
+      "last_activity_date": 1308588573,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 70,
+      "score": 0,
+      "community_owned": false,
+      "title": "JS: setInterval and blur.",
+      "body": "
                                                                                                                            I have this:
                                                                                                                            \n\n
                                                                                                                            $(window).blur(function() {\n    setInterval(function() {\n        $.ajax({\n            type: \"POST\",\n            url: \"imback.php\",\n            data: {\n                mode: 'ajax',\n                getUpdates: 'auto',\n            },\n            success: function(msg){\n                document.title = msg + titleOrig;\n            }\n        });\n    }, 35000);\n
                                                                                                                            \n\n
                                                                                                                            Works fine.
                                                                                                                            \n\n
                                                                                                                            Although, if you have been blur, and then when you focus back, it will keep making the ajax call, it doesnt stop sending ajax call after interval 35 seconds. 
                                                                                                                            \n\n
                                                                                                                            How can i fix this?\n    })
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "xml"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/4272538/timeline",
+      "question_comments_url": "/questions/4272538/comments",
+      "question_answers_url": "/questions/4272538/answers",
+      "question_id": 4272538,
+      "owner": {
+        "user_id": 519506,
+        "user_type": "unregistered",
+        "display_name": "Erin",
+        "reputation": 6,
+        "email_hash": "dcc375d4184c9ce18bedc0db1391cb2f"
+      },
+      "creation_date": 1290641828,
+      "last_edit_date": 1308588407,
+      "last_activity_date": 1308588407,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 398,
+      "score": 1,
+      "community_owned": false,
+      "title": "How can I parse XML in javascript in both IE and firefox?",
+      "body": "
                                                                                                                            I'm trying to write a single piece of code to parse javascript in both IE and firefox.
                                                                                                                            \n\n
                                                                                                                            The following works in IE, and functions without complaining in firefox
                                                                                                                            \n\n
                                                                                                                            function XmlDom(sXml){\n    var oXml;\n    if (window.ActiveXObject) {\n        // ie\n        oXml = new ActiveXObject(\"Microsoft.XMLDOM\");\n        oXml.resolveExternals = false;\n        oXml.async = false;\n        oXml.loadXML(sXml);\n    }\n    else if (window.DOMParser){\n\n        var parser = new DOMParser(); \n        oXml = parser.parseFromString(sXml, \"text/xml\");\n\n    }\nreturn oXml\n}\n
                                                                                                                            \n\n
                                                                                                                            The following works in IE, but gives errors (because childNodes doesn't exist) under Firefox
                                                                                                                            \n\n
                                                                                                                            var oXml = XmlDom(sourceXML);\nvar listHtml = \"\";\nif (oXml.firstChild != null) {\n    var childNodes = null;\n    try {\n        childNodes = oXml.lastChild.lastChild.firstChild.childNodes;\n    }\n    if (childNodes != null && childNodes.length > 0) {\n\n        for (var i = 0; i < childNodes.length; i++) {\n\n            var vehicleName = NodeText(SelectSingleNode(childNodes[i], 'VehicleName', 'VehicleName'));\n            var vehicleId = NodeText(SelectSingleNode(childNodes[i], 'VehicleId', 'VehicleId'));\n\n        }\n    }\n}\n
                                                                                                                            \n\n
                                                                                                                            Using jquery gives me correct behavior under firefox, but doesn't quite work in IE (it finds the correct number of vehicles, but each one has a null id and name)
                                                                                                                            \n\n
                                                                                                                             $(sourceXml).find(\"Table1\").each(function() {\n        var vehicleId = $(this).find(\"VehicleId\").text();\n        var vehicleName = $(this).find(\"VehicleName\").text();\n    });\n
                                                                                                                            \n\n
                                                                                                                            I firmly believe that both these approaches should work. But something is going wrong. I'd love a hand.
                                                                                                                            \n\n
                                                                                                                            <?xml version=\"1.0\" encoding=\"utf-16\"?>\n<DataSet>\n  <xs:schema id=\"NewDataSet\" xmlns=\"\" xmlns:xs=\"http://www.w3.org/2001/XMLSchema\"     xmlns:msdata=\"urn:schemas-microsoft-com:xml-msdata\" xmlns:msprop=\"urn:schemas-microsoft-com:xml-msprop\">\n    <xs:element name=\"NewDataSet\" msdata:IsDataSet=\"true\" msdata:UseCurrentLocale=\"true\">\n      <xs:complexType>\n        <xs:choice minOccurs=\"0\" maxOccurs=\"unbounded\">\n          <xs:element name=\"Table1\">\n            <xs:complexType>\n              <xs:sequence>\n                <xs:element name=\"VehicleId\" msprop:metadatacolumnname=\"VehicleId\" msprop:caption=\"VehicleId\" type=\"xs:string\" minOccurs=\"0\" />\n                <xs:element name=\"VehicleName\" msprop:metadatacolumnname=\"VehicleName\" msprop:caption=\"VehicleName\" type=\"xs:string\" minOccurs=\"0\" />\n            <xs:element name=\"SendAlarms\" msprop:metadatacolumnname=\"SendAlarms\" msprop:caption=\"SendAlarms\" type=\"xs:string\" minOccurs=\"0\" />\n          </xs:sequence>\n        </xs:complexType>\n      </xs:element>\n    </xs:choice>\n  </xs:complexType>\n  </xs:element>\n  </xs:schema>\n  <diffgr:diffgram xmlns:msdata=\"urn:schemas-microsoft-com:xml-msdata\"   xmlns:diffgr=\"urn:schemas-microsoft-com:xml-diffgram-v1\">\n<NewDataSet>\n  <Table1 diffgr:id=\"Table11\" msdata:rowOrder=\"0\" diffgr:hasChanges=\"inserted\">\n    <VehicleId>8</VehicleId>\n    <VehicleName>AIS Gate</VehicleName>\n    <SendAlarms>False</SendAlarms>\n  </Table1>\n  <Table1 diffgr:id=\"Table12\" msdata:rowOrder=\"1\" diffgr:hasChanges=\"inserted\">\n    <VehicleId>82</VehicleId>\n    <VehicleName>Amigos</VehicleName>\n    <SendAlarms>False</SendAlarms>\n  </Table1> \n</NewDataSet>\n</diffgr:diffgram>\n</DataSet>\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "json",
+        "apple",
+        "dashcode"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414613/timeline",
+      "question_comments_url": "/questions/6414613/comments",
+      "question_answers_url": "/questions/6414613/answers",
+      "question_id": 6414613,
+      "owner": {
+        "user_id": 706742,
+        "user_type": "registered",
+        "display_name": "Nero F. RoxXx",
+        "reputation": 8,
+        "email_hash": "bc2da610ac397822eeb3405b7718a9d9"
+      },
+      "creation_date": 1308588222,
+      "last_activity_date": 1308588222,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 2,
+      "score": 0,
+      "community_owned": false,
+      "title": "Using Dashcode's List Controller without their DataSource option",
+      "body": "
                                                                                                                            I'm working on my own custom google calendar, so far i'm able to get everything to work, i've loaded all the data and everything works great, each event shows up on a select box.
                                                                                                                            \n\n
                                                                                                                            What i want to do now is to load each event name on the LIST part. How exactly can i do that? i'm very lost with it.
                                                                                                                            \n\n
                                                                                                                            I looked at the sample code that dashcode has for the list part but i really am lost with populating the list in real time, can somebody help me? i can provide more info as needed, thanks!
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "google-maps",
+        "marker"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413244/timeline",
+      "question_comments_url": "/questions/6413244/comments",
+      "question_answers_url": "/questions/6413244/answers",
+      "question_id": 6413244,
+      "owner": {
+        "user_id": 365251,
+        "user_type": "registered",
+        "display_name": "markzzz",
+        "reputation": 1345,
+        "email_hash": "586ed1e5c3543cf7c304861c1240efdf"
+      },
+      "creation_date": 1308581995,
+      "last_edit_date": 1308583496,
+      "last_activity_date": 1308588085,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 16,
+      "score": 0,
+      "community_owned": false,
+      "title": "How to set the google-maps marker as it is showed on the original website",
+      "body": "
                                                                                                                            Try to Search the first address on google maps, and click on it :
                                                                                                                            \n\n
                                                                                                                            it will show us a marker with a photo (if avaiable), description, and some links.\nI'd like to add the same marker in my web application.
                                                                                                                            \n\n
                                                                                                                            Which API I need to use? At the moment I just make my own string and append it :
                                                                                                                            \n\n
                                                                                                                            var finestra='';\nfinestra += '<div style=\"position:relative;width:200px;\">';\nfinestra += '<div style=\"position:relative;float:left; color:#000000;\" class=canale>';\nfinestra += 'Archimede<br />Via Brennero,12<br />38100 Trento(TN)<br />c.+39 555555555';\nfinestra += '</div>';\nfinestra += '</div>';\n\nvar marker = createMarker(map.getCenter());\nmap.setCenter(new GLatLng(46.084989,11.118851), 16, G_NORMAL_MAP);\nmap.addOverlay(marker);\nmarker.openInfoWindowHtml(finestra);    \n
                                                                                                                            \n\n
                                                                                                                            But I need the same marker as google maps show on the original website.\nIs it possible?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "internet",
+        "internet-explorer-9",
+        "explorer"
+      ],
+      "answer_count": 0,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6414578/timeline",
+      "question_comments_url": "/questions/6414578/comments",
+      "question_answers_url": "/questions/6414578/answers",
+      "question_id": 6414578,
+      "owner": {
+        "user_id": 807033,
+        "user_type": "unregistered",
+        "display_name": "Mario",
+        "reputation": 1,
+        "email_hash": "15116221263b5450dd8abff3cc7a8ea9"
+      },
+      "creation_date": 1308588053,
+      "last_activity_date": 1308588053,
+      "up_vote_count": 0,
+      "down_vote_count": 1,
+      "view_count": 14,
+      "score": -1,
+      "community_owned": false,
+      "title": "Javascript slider not showing in IE9",
+      "body": "
                                                                                                                            We have an automatic slider on this website, http://www.realcapfinancial.com and it has been working on all browsers. IE9 doesnt seem to work. It comes up with and error, no object line 298... character 2 etc. I forget what it says but I can't check it again since I'm at work using a mac.
                                                                                                                            \n\n
                                                                                                                            Any help is perfect, thank you
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "node.js",
+        "socket.io",
+        "nowjs"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6409944/timeline",
+      "question_comments_url": "/questions/6409944/comments",
+      "question_answers_url": "/questions/6409944/answers",
+      "question_id": 6409944,
+      "owner": {
+        "user_id": 578963,
+        "user_type": "registered",
+        "display_name": "DasAntonym",
+        "reputation": 53,
+        "email_hash": "90d33a04aa3d2ba5230831650d449714"
+      },
+      "creation_date": 1308566372,
+      "last_activity_date": 1308588014,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 21,
+      "score": 0,
+      "community_owned": false,
+      "title": "NowJS manually initiating a new connection after a lost connection",
+      "body": "
                                                                                                                            i have a case where clients connect to a node.js server running nowjs and remain connected for a fairly long time (about 30 minutes). on some browsers though the connection gets dropped after a while and the client disconnects.
                                                                                                                            \n\n
                                                                                                                            i implemented a disconnect handler on the client side like this:
                                                                                                                            \n\n
                                                                                                                            now.core.on('disconnect', function () {\n    // we should reconnect here, maybe after a short timeout\n});\n
                                                                                                                            \n\n
                                                                                                                            what i am unclear about is how exactly to trigger a reconnect. this might be something blatantly obvious to experienced users but i didn't manage to figure this out.
                                                                                                                            \n\n
                                                                                                                            the now.js script initializes on page load and after that i can use the now object, but i can't figure out how to repeat this process without reloading the page.
                                                                                                                            \n\n
                                                                                                                            thanks!
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "regex",
+        "comma"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413444/timeline",
+      "question_comments_url": "/questions/6413444/comments",
+      "question_answers_url": "/questions/6413444/answers",
+      "question_id": 6413444,
+      "owner": {
+        "user_id": 806905,
+        "user_type": "unregistered",
+        "display_name": "Frederick Thompson",
+        "reputation": 11,
+        "email_hash": "5698d4707354e0b9e4ba6f22a0be84d8"
+      },
+      "creation_date": 1308582827,
+      "last_edit_date": 1308586491,
+      "last_activity_date": 1308587996,
+      "up_vote_count": 2,
+      "down_vote_count": 0,
+      "view_count": 61,
+      "score": 2,
+      "community_owned": false,
+      "title": "Regex Comma Separated Emails",
+      "body": "
                                                                                                                            I am trying to get this Regex statement to work
                                                                                                                            \n\n
                                                                                                                            ^([_a-z0-9-]+(\\.[_a-z0-9-]+)*@[a-z0-9-]+(\\.[a-z0-9-]+)*(\\.[a-z]{2,3})+(\\s?[,]\\s?|$))+$
                                                                                                                            \n\n
                                                                                                                            for a string of comma separated emails in a textbox using jQuery('#textbox').val(); which passes the values into the Regex statement to find errors for a string like:
                                                                                                                            \n\n
                                                                                                                            \"test@test.com, test1@test.com,test2@test.com\"
                                                                                                                            \n\n
                                                                                                                            But for some reason it is returning an error. I tried running it through http://regexpal.com/ but i'm unsure ?
                                                                                                                            \n\n
                                                                                                                            NB: This is just a basic client-side test. I validate emails via the MailClass on the server-side using .NET4.0 - so don't jump down my throat re-this. The aim here is to eliminate simple errors.
                                                                                                                            \n\n
                                                                                                                            Escaped Version: 
                                                                                                                            \n\n
                                                                                                                            ^([_a-z0-9-]+(\\\\.[_a-z0-9-]+)*@[a-z0-9-]+(\\\\.[a-z0-9-]+)*(\\\\.[a-z]{2,3})+(\\\\s?[,]\\\\s?|$))+$
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "javascript-library"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414240/timeline",
+      "question_comments_url": "/questions/6414240/comments",
+      "question_answers_url": "/questions/6414240/answers",
+      "question_id": 6414240,
+      "owner": {
+        "user_id": 806937,
+        "user_type": "unregistered",
+        "display_name": "simplified.",
+        "reputation": 1,
+        "email_hash": "e30b781f0306f0b46f32b17733b8398d"
+      },
+      "creation_date": 1308586242,
+      "last_edit_date": 1308586843,
+      "last_activity_date": 1308587979,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 35,
+      "score": 0,
+      "community_owned": false,
+      "title": "Constant Variables in Javascript",
+      "body": "
                                                                                                                            I am trying to have some const global variables which I can use in the javascript and I came out with this code and picking up from some answers referred in SO. But it seems that I have a little mistake somewhere which I couldn't spot. Can someone help me with this?
                                                                                                                            \n\n
                                                                                                                            in testQuery.js
                                                                                                                            \n\n
                                                                                                                            (function (window, undefined) {\n\n    var testQuery = function(obj) {\n        if (!(this instanceof testQuery)) {\n            return new testQuery(obj);\n        }\n    }\n\n    var MYGLOBALS = function() {\n        var globals = {\n            foo : \"bar\",\n            batz : \"blah\"           \n        }\n\n        return {\n            getValue : function(s) {\n                return globals[s];\n            }\n        }\n    }();\n\n    window.testQuery = testQuery;\n\n}) (window);\n
                                                                                                                            \n\n
                                                                                                                            \n\n
                                                                                                                            and in the html javascript tag i have this line of code.
                                                                                                                            \n\n
                                                                                                                            in testQuery.html file
                                                                                                                            \n\n
                                                                                                                            <html>\n  <head>\n    <script src=\"testQuery.js\"></script>\n    <script>\n\n       function onClick() {\n\n             alert(MYGLOBALS.getValue(\"foo\"));\n       }\n\n    </script>\n  </head>\n\n  <body>\n\n      <input type=\"button\" onclick=\"onClick()\">\n\n  </body>\n\n</html>\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "internet-explorer-8",
+        "frame",
+        "hang",
+        "google-chrome-frame"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414558/timeline",
+      "question_comments_url": "/questions/6414558/comments",
+      "question_answers_url": "/questions/6414558/answers",
+      "question_id": 6414558,
+      "owner": {
+        "user_id": 467240,
+        "user_type": "registered",
+        "display_name": "mtyson",
+        "reputation": 40,
+        "email_hash": "acd22ce8d834f8548c4200bec5fe6c40"
+      },
+      "creation_date": 1308587934,
+      "last_activity_date": 1308587934,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 5,
+      "score": 0,
+      "community_owned": false,
+      "title": "In IE8 with Chrome Frame, after Download, App hangs",
+      "body": "
                                                                                                                            Here's a strange one.  Throwing it out there to see if anyone has any thoughts.
                                                                                                                            \n\n
                                                                                                                            This problem only occurs with IE8 with Chrome Frame installed.  However, some machines with IE8 and chrome frame do not have the problem.
                                                                                                                            \n\n
                                                                                                                            When a user downloads a file, the app stops responding (the file is successfully downloaded).  Links still work, but all JS appears to be blocked.  If the user re-loads the browser, the app works fine, and re-downloading (even the same file) no longer causes the app to hang.
                                                                                                                            \n\n
                                                                                                                            I should add that only a small number of users have this issue (so its definitely something in the app causing the problem).  The problem seems to require: certain user, certain setup with IE8+chrome frame.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "java",
+        "javascript",
+        "xml",
+        "regex",
+        "parsing"
+      ],
+      "answer_count": 5,
+      "accepted_answer_id": 3047464,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/3047391/timeline",
+      "question_comments_url": "/questions/3047391/comments",
+      "question_answers_url": "/questions/3047391/answers",
+      "question_id": 3047391,
+      "owner": {
+        "user_id": 107721,
+        "user_type": "registered",
+        "display_name": "wojtek_z",
+        "reputation": 20,
+        "email_hash": "45e2bb34105769aaae7dbf841b37da84"
+      },
+      "creation_date": 1276621727,
+      "last_activity_date": 1308587918,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 225,
+      "score": 0,
+      "community_owned": false,
+      "title": "Parsing complex string using regex",
+      "body": "
                                                                                                                            My regex skills are not very good and recently a new data element has thrown my parser into a loop
                                                                                                                            \n\n
                                                                                                                            Take the following string
                                                                                                                            \n\n
                                                                                                                            \"+USER=Bob Smith-GROUP=Admin+FUNCTION=Read/FUNCTION=Write\"
                                                                                                                            \n\n
                                                                                                                            Previously I had the following for my regex : [+\\\\-/]
                                                                                                                            \n\n
                                                                                                                            Which would turn the result into  
                                                                                                                            \n\n
                                                                                                                            USER=Bob Smith
                                                                                                                            \nGROUP=Admin
                                                                                                                            \nFUNCTION=Read
                                                                                                                            \nFUNCTION=Write
                                                                                                                            \nFUNCTION=Read  
                                                                                                                            \n\n
                                                                                                                            But now I have values with dashes in them which is causing bad output
                                                                                                                            \n\n
                                                                                                                            New string looks like \"+USER=Bob Smith-GROUP=Admin+FUNCTION=Read/FUNCTION=Write/FUNCTION=Read-Write\"
                                                                                                                            \n\n
                                                                                                                            Which gives me the following result , and breaks the key = value structure.
                                                                                                                            \n\n
                                                                                                                            USER=Bob Smith
                                                                                                                            \nGROUP=Admin
                                                                                                                            \nFUNCTION=Read
                                                                                                                            \nFUNCTION=Write
                                                                                                                            \nFUNCTION=Read
                                                                                                                            \nWrite  
                                                                                                                            \n\n
                                                                                                                            Can someone help me formulate a valid regex for handling this or point me to some key / value examples. Basically I need to be able to handle + - / signs in order to get combinations.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "jquery-plugins",
+        "jqplot",
+        "time-format"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414438/timeline",
+      "question_comments_url": "/questions/6414438/comments",
+      "question_answers_url": "/questions/6414438/answers",
+      "question_id": 6414438,
+      "owner": {
+        "user_id": 576364,
+        "user_type": "registered",
+        "display_name": "mcbobo",
+        "reputation": 3,
+        "email_hash": "7c269209b6935ebf04de6171e6da80a5"
+      },
+      "creation_date": 1308587186,
+      "last_edit_date": 1308587719,
+      "last_activity_date": 1308587719,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 12,
+      "score": 0,
+      "community_owned": false,
+      "title": "jQuery jqPlot library 12 hour Time Y-Axis Inversion issue",
+      "body": "
                                                                                                                            I've started using jqPlot recently. The generated graphs look amazing and I love it. There are a few little things to learn here and there, but overall it's great.
                                                                                                                            \n\n
                                                                                                                            I'm using the stacked bar generation and came into a werid issue. Basically, I want a 12 hour time from hours 0 - 24 on the Y axis, days on the X axis, and plot seconds of a certain activity on the graph. But also, I want the days (midnight) to start at the top of the graph, and come to the bottom.
                                                                                                                            \n\n
                                                                                                                            I can flip the data easily with an inverse of the 'min' and 'max', but the issue arises when I try to flip the ticks; essentially, the \"time\".
                                                                                                                            \n\n
                                                                                                                            I have my series defaults set to a hidden axis:
                                                                                                                            \n\n
                                                                                                                            seriesDefaults: {\n    renderer: $.jqplot.BarRenderer,\n    yaxis: 'y2axis'\n},\n
                                                                                                                            \n\n
                                                                                                                            And I put a placeholder series ( with the values all 0's, eg: [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0] ) to associate with a separate yaxis to plot the date ticks:
                                                                                                                            \n\n
                                                                                                                            series: [\n    { show: true, yaxis: 'yaxis', }\n],\n
                                                                                                                            \n\n
                                                                                                                            I can flip the values by changing the min and max on the default y axis and hiding it:
                                                                                                                            \n\n
                                                                                                                            y2axis:{\n    min: 24,\n    max: 0,\n    showTicks: false\n}\n
                                                                                                                            \n\n
                                                                                                                            Then I set the ticks, and format them with the DateAxisRenderer:
                                                                                                                            \n\n
                                                                                                                            yaxis:{\n    renderer:$.jqplot.DateAxisRenderer,\n    ticks: ['0', '2', '4', '6', '8', '10', '12', '14', '16', '18', '20', '22', '24'],\n    tickOptions: { formatString: '%I:%M %p' }\n}\n
                                                                                                                            \n\n
                                                                                                                            This creates a yaxis with the time's from 12:00 AM to 12:00PM back to 12:00 AM in that format. but in increasing order from the bottom of the graph.
                                                                                                                            \n\n
                                                                                                                            Obviously, flipping the min and max on the 'yaxis' would accomplish nothing, as there is only place holder values, and it only flips the values. How would I go about to flip the axis values so that the time goes (from the bottom) 24, 22, 20... etc, etc, ?
                                                                                                                            \n\n
                                                                                                                            Thanks for your help in advance.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "firefox"
+      ],
+      "answer_count": 6,
+      "accepted_answer_id": 6414466,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414376/timeline",
+      "question_comments_url": "/questions/6414376/comments",
+      "question_answers_url": "/questions/6414376/answers",
+      "question_id": 6414376,
+      "owner": {
+        "user_id": 533617,
+        "user_type": "unregistered",
+        "display_name": "David19801",
+        "reputation": 822,
+        "email_hash": "cba0529762ef11ebc58637b537a42acd"
+      },
+      "creation_date": 1308586914,
+      "last_activity_date": 1308587629,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 24,
+      "score": 0,
+      "community_owned": false,
+      "title": "Can I see what jquery is sending to an external server?",
+      "body": "
                                                                                                                            I am on a website...it has jquery and is sending some requests using javascript out to a php page.  
                                                                                                                            \n\n
                                                                                                                            Is their any way to see what data it is sending out from my computer and/or which URLs it is talking to?
                                                                                                                            \n\n
                                                                                                                            I am using firefox and can load software if their is any needed.
                                                                                                                            \n\n
                                                                                                                            EDIT - I have downloaded firebug and have the page loaded.  Any idea what option I need to select?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "html",
+        "text-editor",
+        "textwrapping"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414473/timeline",
+      "question_comments_url": "/questions/6414473/comments",
+      "question_answers_url": "/questions/6414473/answers",
+      "question_id": 6414473,
+      "owner": {
+        "user_id": 807019,
+        "user_type": "unregistered",
+        "display_name": "neutreno",
+        "reputation": 1,
+        "email_hash": "86e6ff8f75f9daef42d53b7f8002fd95"
+      },
+      "creation_date": 1308587382,
+      "last_activity_date": 1308587609,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 17,
+      "score": 0,
+      "community_owned": false,
+      "title": "How to cause live text wrap while image/element is being dragged, in javascript?",
+      "body": "
                                                                                                                            I want to make a text editor which incorporates this sort of effect (see video). However, I have no idea how this would be possible with javascript.
                                                                                                                            \n\n
                                                                                                                            http://www.youtube.com/watch?v=mYnj4Mz9g9g
                                                                                                                            \n\n
                                                                                                                            Any ideas would be amazing!
                                                                                                                            \n\n
                                                                                                                            Thanks
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "javascript-events"
+      ],
+      "answer_count": 4,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414123/timeline",
+      "question_comments_url": "/questions/6414123/comments",
+      "question_answers_url": "/questions/6414123/answers",
+      "question_id": 6414123,
+      "owner": {
+        "user_id": 540394,
+        "user_type": "registered",
+        "display_name": "jurchiks",
+        "reputation": 50,
+        "email_hash": "b12346cb9e2e217ae6741e6af3ee6852"
+      },
+      "creation_date": 1308585694,
+      "last_edit_date": 1308585896,
+      "last_activity_date": 1308587324,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 27,
+      "score": 0,
+      "community_owned": false,
+      "title": "javascript trigger function on event from a script, not explicitly from html",
+      "body": "
                                                                                                                            So I'm making a registration form ATM, I have it like I want it so far except the excess JavaScript code to check the values realtime (onmouseover, onmouseout, onblur etc.).
                                                                                                                            \nA small sample:  
                                                                                                                            \n\n
                                                                                                                            <tr>\n    <td>\n        <label for=\"name\"\n               onmouseover=\"fieldSelected('name', '', 3);\"\n               onmouseout=\"checkValue('name', '', 3);\">\n            Enter your name:\n        </label>\n    </td>\n    <td>\n        <input type=\"text\"\n               id=\"name\"\n               name=\"name\"\n               onmouseover=\"fieldSelected('name', '', 3);\"\n               onmouseout=\"checkValue('name', '', 3);\"\n               onblur=\"checkValue('name', '', 3);\">\n    </td>\n</tr>\n
                                                                                                                            \n\n
                                                                                                                            fieldSelected makes the field background yellow if the value of the specified element (first parameter) matches the second parameter (default value) or is shorter than third parameter.
                                                                                                                            \nYou mouseover the label or the input field and it changes the bg first to yellow, then to red (since you didn't input anything).
                                                                                                                            \ncheckValue changes the field background to either red or green depending on the value (same parameters).
                                                                                                                            \nYou enter something in the input field, switch to another field and it changes the background color.  
                                                                                                                            \n\n
                                                                                                                            Now, as you will probably notice, there's a LOT of JavaScript function calls right there (5 per each input/select field). It would be great if someone would know a way to attach those event triggers from another place (I don't usually code this dirty), not directly in the form like this and preferably to multiple IDs at once. I have jQuery here, but I'm really no expert in JavaScript.  
                                                                                                                            \n\n
                                                                                                                            Or maybe there's a simpler way to do this? I want that the field background color changes on all those events for maximum interactivity. Sure, it's nothing much when all the data goes to the server side but I just want it that way.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "google-maps"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414093/timeline",
+      "question_comments_url": "/questions/6414093/comments",
+      "question_answers_url": "/questions/6414093/answers",
+      "question_id": 6414093,
+      "owner": {
+        "user_id": 365251,
+        "user_type": "registered",
+        "display_name": "markzzz",
+        "reputation": 1345,
+        "email_hash": "586ed1e5c3543cf7c304861c1240efdf"
+      },
+      "creation_date": 1308585621,
+      "last_edit_date": 1308586479,
+      "last_activity_date": 1308587198,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 19,
+      "score": 0,
+      "community_owned": false,
+      "title": "Why isn't this google maps loaded?",
+      "body": "
                                                                                                                            This is my code :
                                                                                                                            \n\n
                                                                                                                            <script type=\"text/javascript\" src=\"http://maps.google.com/maps/api/js?sensor=true\"></script>     \n<script type=\"text/javascript\">\n    function load() {\n        if (GBrowserIsCompatible()) {\n            var map;\n            var location = new google.maps.LatLng(46.084989, 11.118851);\n\n            var stylez =\n            [\n              {\n                  featureType: \"all\",\n                  elementType: \"all\",\n                  stylers: [\n                  { saturation: -98 }\n                ]\n              }\n            ];\n\n            var mapOptions = {\n                zoom: 11,\n                center: location,\n                mapTypeControlOptions: {\n                    mapTypeIds: [google.maps.MapTypeId.ROADMAP, 'myScale']\n                }\n            };\n\n            map = new google.maps.Map(document.getElementById(\"map_canvas\"), mapOptions);\n            var mapType = new google.maps.StyledMapType(stylez, { name: \"Grayscale\" });\n            map.mapTypes.set('myScale', mapType);\n            map.setMapTypeId('myScale')        \n        }\n    }\n\n    $(document).ready(function(){\n        load();\n    });\n</script>\n\n\n<div id=\"map_canvas\" style=\"width: 100%; height: 700px\"></div>\n
                                                                                                                            \n\n
                                                                                                                            but nothing is loaded. Where am I wrong? Removing GBrowserIsCompatible() it works, but it doesn't recognize the location.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "php",
+        "javascript"
+      ],
+      "answer_count": 3,
+      "accepted_answer_id": 6413910,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413881/timeline",
+      "question_comments_url": "/questions/6413881/comments",
+      "question_answers_url": "/questions/6413881/answers",
+      "question_id": 6413881,
+      "owner": {
+        "user_id": 734174,
+        "user_type": "unregistered",
+        "display_name": "Michael",
+        "reputation": 41,
+        "email_hash": "5f8a354d18429fa4d502de0b18ddaa5b"
+      },
+      "creation_date": 1308584712,
+      "last_activity_date": 1308587057,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 29,
+      "score": 0,
+      "community_owned": false,
+      "title": "Setting a maximum and minimum value for text box",
+      "body": "
                                                                                                                            I own a canvas website and want my customers to be able to enter a custom length of the canvas within a set range.
                                                                                                                            \n\n
                                                                                                                            Say the range for the product is:
                                                                                                                            \n\n
                                                                                                                              \n
                                                                                                                            • Minimum: 10 cm 
                                                                                                                              • \n
                                                                                                                            • Maximum: 200 cm
                                                                                                                              • \n
                                                                                                                            \n\n
                                                                                                                            Then in the text box they can enter any number between that range, but if they enter \"215\" then it should automatically go down to \"200\". Likewise if they enter \"7\" then it should automatically go up to \"10\"
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "xmlhttprequest",
+        "google-weather-api"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413908/timeline",
+      "question_comments_url": "/questions/6413908/comments",
+      "question_answers_url": "/questions/6413908/answers",
+      "question_id": 6413908,
+      "owner": {
+        "user_id": 766182,
+        "user_type": "registered",
+        "display_name": "user766182",
+        "reputation": 6,
+        "email_hash": "3e412d974a909f07ac9382b2d46cdf80"
+      },
+      "creation_date": 1308584819,
+      "last_edit_date": 1308584942,
+      "last_activity_date": 1308587049,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 14,
+      "score": 0,
+      "community_owned": false,
+      "title": "Simple XMLHttpRequest (Google Weather)",
+      "body": "
                                                                                                                            Hello I want to get xml from Google Weather
                                                                                                                            \n\n
                                                                                                                            var xmlhttp;\n\nif (window.XMLHttpRequest)\n  {// code for IE7+, Firefox, Chrome, Opera, Safari\n  xmlhttp= new XMLHttpRequest();\n  }\nelse\n  {// code for IE6, IE5\n  xmlhttp=new ActiveXObject(\"Microsoft.XMLHTTP\");\n  }\n\n xmlhttp.open(\"GET\", \"http://www.google.com/ig/api?weather=london&hl=en\", true);\n\nxmlhttp.send(null);\n\nxmlDoc=xmlhttp.responseXML;\n
                                                                                                                            \n\n
                                                                                                                            It`s not working . Thanks
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "forms",
+        "html5",
+        "autocomplete",
+        "localstorage"
+      ],
+      "answer_count": 3,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/5351143/timeline",
+      "question_comments_url": "/questions/5351143/comments",
+      "question_answers_url": "/questions/5351143/answers",
+      "question_id": 5351143,
+      "owner": {
+        "user_id": 665929,
+        "user_type": "unregistered",
+        "display_name": "prabhat",
+        "reputation": 1,
+        "email_hash": "5de923d527dc4cd4cacbafb74d4c5d18"
+      },
+      "creation_date": 1300446824,
+      "last_edit_date": 1308586981,
+      "last_activity_date": 1308586981,
+      "up_vote_count": 0,
+      "down_vote_count": 2,
+      "view_count": 286,
+      "score": -2,
+      "community_owned": false,
+      "title": "how to create autocomplete forum using html5 local storage?",
+      "body": "
                                                                                                                            Hi to all, I am new to programming. will you help me to write code for autocomplete text fields in a html form. I want to use local storage data.\nIf any time user will inter some data in text field, it will be stored in local storage. if next time when he enters data then, localstorage data related to that field will appear as popup(like mozila or chrome autocomplete).
                                                                                                                            \n\n
                                                                                                                            please provide me some guidelines
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "firefox",
+        "browser"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413732/timeline",
+      "question_comments_url": "/questions/6413732/comments",
+      "question_answers_url": "/questions/6413732/answers",
+      "question_id": 6413732,
+      "owner": {
+        "user_id": 806937,
+        "user_type": "unregistered",
+        "display_name": "simplified.",
+        "reputation": 1,
+        "email_hash": "e30b781f0306f0b46f32b17733b8398d"
+      },
+      "creation_date": 1308584011,
+      "last_edit_date": 1308586969,
+      "last_activity_date": 1308586969,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 46,
+      "score": 0,
+      "community_owned": false,
+      "title": "Why won't this web page finish loading?",
+      "body": "
                                                                                                                            If I run this code, why doesn't the page ever finish loading? It will always show connecting on my browser tab.
                                                                                                                            \n\n
                                                                                                                            It is a simple javascript which will prompt an alert box and change the entire document to the word testing.
                                                                                                                            \n\n
                                                                                                                            Javascript - testQuery.js
                                                                                                                            \n\n
                                                                                                                            (function (window, undefined) {\n\nvar testQuery = function(obj) {\n        if (!(this instanceof testQuery)) {\n            return new testQuery(obj);\n        }\n}\n\n\ntestQuery.alertMessage = function () {\n        alert(\"alert\");\n    document.write(\"testing\");\n};\n\n   window.testQuery = testQuery;\n\n}) (window);\n
                                                                                                                            \n\n
                                                                                                                            HTML - testQuery.html
                                                                                                                            \n\n
                                                                                                                            <html>\n<head>\n\n<script src=\"testQuery.js\"></script>\n<script>\n\nfunction onClick() {\n\ntestQuery.alertMessage();\n\n}\n\n</script>\n</head>\n
                                                                                                                            \n\n
                                                                                                                            \n\n
                                                                                                                            \n\n
                                                                                                                            \n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "asp.net"
+      ],
+      "answer_count": 3,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412632/timeline",
+      "question_comments_url": "/questions/6412632/comments",
+      "question_answers_url": "/questions/6412632/answers",
+      "question_id": 6412632,
+      "owner": {
+        "user_id": 806682,
+        "user_type": "registered",
+        "display_name": "Peter Santos",
+        "reputation": 6,
+        "email_hash": "a2fe3b7599ef15af835ce803d5244f8e"
+      },
+      "creation_date": 1308579446,
+      "last_edit_date": 1308586779,
+      "last_activity_date": 1308586779,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 40,
+      "score": 1,
+      "community_owned": false,
+      "title": "How to find and modify an asp.net control with JavaScript?",
+      "body": "
                                                                                                                            This has been bothering me for quite some time. I'm simply trying to change the value of a textbox defined in asp.net, which normally works when it is not within a LoggedInTemplate.
                                                                                                                            \n\n
                                                                                                                            I've searched everywhere on the net and even here, but the only thing I can find close to doing what I need is here Finding an asp:button and asp:textbox in Javascript. Unfortunately that doesn't work. Here's what I have so far:
                                                                                                                            \n\n
                                                                                                                            <head id=\"Head1\" runat=\"server\">\n  <script src=\"../../scripts/webeffects.js\" type=\"text/javascript\" language=\"javascript\"></script>\n</head>\n<asp:LoginView ID=\"LoginView1\" runat=\"server\">\n  <LoggedInTemplate>\n  <div class=\"lotto_pick_container\">\n    <table runat=\"server\" id=\"tblLottoPick\">\n      <tr><th colspan=\"3\">Pick a Lotto Number</th></tr>\n  <tr>\n    <td><asp:TextBox ID=\"txt1stNum\" runat=\"server\"></asp:TextBox></td>\n    <td><asp:TextBox ID=\"txt2ndNum\" runat=\"server\"></asp:TextBox></td>\n    <td><asp:TextBox ID=\"txt3rdNum\" runat=\"server\"></asp:TextBox></td>\n  </tr>\n  <tr>\n    <td><asp:Button ID=\"cmdSubmitPick\" runat=\"server\" Text=\"Submit Lotto Number\" \n        onclientclick=\"return validateLottoPicks()\" /></td>\n  </tr>\n</table>\n  </div>\n  </LoggedInTemplate>\n</asp:LoginView>\n
                                                                                                                            \n\n
                                                                                                                            Right now I'm trying to use an external js script to find a textbox and modify it with an arbitrary value of 12, just so that I know it can work:
                                                                                                                            \n\n
                                                                                                                            function validateLottoPicks() {\n  document.getElementById('<%= LoginView1.FindControl(\"txt2ndNum\").ClientID %>').value = 12\n}\n
                                                                                                                            \n\n
                                                                                                                            When I debug this with Firebug it seems all my other code works, except for this one function. I have verified the function gets called, it's just this line that doesn't work. Can someone please provide some guidance? I'll send milk and cookies.
                                                                                                                            \n\n
                                                                                                                            Update:
                                                                                                                            \n\n
                                                                                                                            Thanks for all the help so far! I got some pretty quick responses.\n
                                                                                                                            \n
                                                                                                                            I removed the visible=\"false\" portion of the html, but no luck.\n
                                                                                                                            I also tried using tblLottoPick.FindControl, but no luck.\n
                                                                                                                            I added my header which includes the script that contains the function I am trying to run.\n
                                                                                                                            Using the rendered id, document.getElementById(\"LoginView1_txt2ndNum\").value = 12, works fine.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "css",
+        "lightbox"
+      ],
+      "answer_count": 3,
+      "accepted_answer_id": 4529480,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/4529460/timeline",
+      "question_comments_url": "/questions/4529460/comments",
+      "question_answers_url": "/questions/4529460/answers",
+      "question_id": 4529460,
+      "owner": {
+        "user_id": 184814,
+        "user_type": "registered",
+        "display_name": "OM The Eternity",
+        "reputation": 1720,
+        "email_hash": "23a8b77e957cf10622f9039e4f3a954d"
+      },
+      "creation_date": 1293256850,
+      "last_activity_date": 1308586634,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 863,
+      "score": 0,
+      "community_owned": false,
+      "title": "How to fix the width and height of jquery lightbox?",
+      "body": "
                                                                                                                            I have aplied jquery lighbox on my image gallery, but due to the variable size of images, the lightbox size is not fixed hence opens up with image's original size, this in turn causes the biga images to go out of screen and display horizontal scroll bar in browser.
                                                                                                                            \n\n
                                                                                                                            Hence I am looking for the way to apply the fix width and height to lightbox so that every image must be displayed with this size in lightbox.
                                                                                                                            \n\n
                                                                                                                            Please help..
                                                                                                                            \n\n
                                                                                                                            \n  
                                                                                                                            Update
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            i Just tried with the solution Scott (http://geekswithblogs.net/wojan/archive/2009/06/17/jquerylightbox.aspx) has given to me, I did this,
                                                                                                                            \n\n
                                                                                                                            function _resize_container_image_box(intImageWidth,intImageHeight) {\n// Get current width and height\n//rescale if necessary\nif((settings.maxWidth != null && settings.maxHeight != null) && (intImageWidth > settings.maxWidth || intImageHeight > settings.maxHeight)){\nvar isWider = intImageWidth > intImageHeight;//is the image wide or tall?\nvar scale = isWider ? settings.maxWidth/intImageWidth : settings.maxHeight/intImageHeight;\nintImageWidth = intImageWidth * scale;\nintImageHeight = intImageHeight * scale;\n}\n\n$('#lightbox-image').height(intImageHeight); \n$('#lightbox-image').width(intImageWidth); \nvar intCurrentWidth = $('#lightbox-container-image-box').width();\nvar intCurrentHeight = $('#lightbox-container-image-box').height();\n// Get the width and height of the selected image plus the padding\nvar intWidth = (intImageWidth + (settings.containerBorderSize * 2)); // Plus the image´s width and the left and right padding value\nvar intHeight = (intImageHeight + (settings.containerBorderSize * 2)); // Plus the image´s height and the left and right padding value\n// Diferences\nvar intDiffW = intCurrentWidth - intWidth;\nvar intDiffH = intCurrentHeight - intHeight;\n// Perfomance the effect\n$('#lightbox-container-image-box').animate({ width: intWidth, height: intHeight },settings.containerResizeSpeed,function() { _show_image(); });\nif ( ( intDiffW == 0 ) && ( intDiffH == 0 ) ) {\nif ( $.browser.msie ) {\n___pause(250);\n} else {\n___pause(100);  \n}\n} \n$('#lightbox-container-image-data-box').css({ width: intImageWidth });\n$('#lightbox-nav-btnPrev,#lightbox-nav-btnNext').css({ height: intImageHeight + (settings.containerBorderSize * 2) });\n};\n
                                                                                                                            \n\n
                                                                                                                            AND
                                                                                                                            \n\n
                                                                                                                            $('#gallery a').lightBox( maxHeight: null,\nmaxWidth: null);\n});\n
                                                                                                                            \n\n
                                                                                                                            But whenever I do this and click on the image just gets open in browsers annother tab, all the lightbox functinalty fails
                                                                                                                            \n\n
                                                                                                                            Please help me to correct it
                                                                                                                            \n\n
                                                                                                                            Thanks
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "html",
+        "prototype",
+        "prototypejs"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414253/timeline",
+      "question_comments_url": "/questions/6414253/comments",
+      "question_answers_url": "/questions/6414253/answers",
+      "question_id": 6414253,
+      "owner": {
+        "user_id": 444549,
+        "user_type": "registered",
+        "display_name": "woot586",
+        "reputation": 146,
+        "email_hash": "2b8b22a4feb9a73e64bd1a51287ef20f"
+      },
+      "creation_date": 1308586312,
+      "last_edit_date": 1308586544,
+      "last_activity_date": 1308586574,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 14,
+      "score": 0,
+      "community_owned": false,
+      "title": "Prototype - How to deselect the selected value from a dropdown",
+      "body": "
                                                                                                                            How do I deselect the selected value from a dropdown list using Prototype.
                                                                                                                            \n\n
                                                                                                                            From
                                                                                                                            \n\n
                                                                                                                            <select id=“mylist\">\n<option value=“val-1”>Value 1</option>\n<option value=“val-2” SELECTED>Value 2</option>\n<option value=“val-3”>Value 3</option>\n</select>\n
                                                                                                                            \n\n
                                                                                                                            To
                                                                                                                            \n\n
                                                                                                                            <select id=“mylist\">\n<option value=“val-1”>Value 1</option>\n<option value=“val-2”>Value 2</option>\n<option value=“val-3”>Value 3</option>\n</select>\n
                                                                                                                            \n\n
                                                                                                                            Thanks for any help in advance.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript"
+      ],
+      "answer_count": 12,
+      "accepted_answer_id": 6398800,
+      "favorite_count": 7,
+      "question_timeline_url": "/questions/6398787/timeline",
+      "question_comments_url": "/questions/6398787/comments",
+      "question_answers_url": "/questions/6398787/answers",
+      "question_id": 6398787,
+      "owner": {
+        "user_id": 699159,
+        "user_type": "registered",
+        "display_name": "walle1357",
+        "reputation": 348,
+        "email_hash": "1d1af4fce4b64ececdfc88b33881bbc9"
+      },
+      "creation_date": 1308429772,
+      "last_activity_date": 1308586389,
+      "up_vote_count": 44,
+      "down_vote_count": 1,
+      "view_count": 843,
+      "score": 43,
+      "community_owned": false,
+      "title": "Javascript Shorthand for getElementById",
+      "body": "
                                                                                                                            Is there any shorthand for the JavaScript document.getElementById? Or is there any way I can define one? It gets repetitive retyping that over and over.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "java",
+        "javascript",
+        "json"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6414173,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414107/timeline",
+      "question_comments_url": "/questions/6414107/comments",
+      "question_answers_url": "/questions/6414107/answers",
+      "question_id": 6414107,
+      "owner": {
+        "user_id": 745835,
+        "user_type": "registered",
+        "display_name": "Mrshll187",
+        "reputation": 49,
+        "email_hash": "9e16629a5e67bf6bed7b1b519bceafa1"
+      },
+      "creation_date": 1308585657,
+      "last_edit_date": 1308586215,
+      "last_activity_date": 1308586215,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 42,
+      "score": 0,
+      "community_owned": false,
+      "title": "In Java, How do I represent multiple objects (of same type) in a single JSON object.",
+      "body": "
                                                                                                                            I need to pass the attribtutes of particular type, as apart of a restful service to a javascript which will then display them to a webpage 
                                                                                                                            \n\n
                                                                                                                              @GET\n  @Produces(\"application/json\")\n  @Consumes(\"application/json\") \n  @Path(\"/getStatusAll\")\n\n  public void getStatusAll(\n      @Context HttpServletRequest request,\n      @Context HttpServletResponse response) throws ServletException,\n      IOException\n\n{\n\n JSONArray jArray = new JSONArray();\n\n Collection<S> s = Manager.getS().values();\n for (Server i : svr)\n {\n   JSONObject m = new JSONObject();\n\n   m.put(\"name\",i.getName());\n   m.put(\"status\",i.getStatus());\n\n   jArray.add(m);\n\n }\n\n return jArray.toString();\n\n\n    response.getOutputStream().print(jArray);\n     response.flushBuffer();\n}\n
                                                                                                                            \n\n
                                                                                                                            JAVASCRIPT will need to read ONE JSON object looking like: 
                                                                                                                            \n\n
                                                                                                                            [ {name:someName0, status: someStatus},\n {name:someName1, status: someStatus},\n {name:someName2, status: someStatus}...etc]\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "attributes"
+      ],
+      "answer_count": 5,
+      "accepted_answer_id": 6414229,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414060/timeline",
+      "question_comments_url": "/questions/6414060/comments",
+      "question_answers_url": "/questions/6414060/answers",
+      "question_id": 6414060,
+      "owner": {
+        "user_id": 805629,
+        "user_type": "registered",
+        "display_name": "joelson",
+        "reputation": 6,
+        "email_hash": "9d0f36cf7c4c77a62626ef9df43b79a7"
+      },
+      "creation_date": 1308585493,
+      "last_edit_date": 1308585568,
+      "last_activity_date": 1308586177,
+      "up_vote_count": 0,
+      "down_vote_count": 1,
+      "view_count": 34,
+      "score": -1,
+      "community_owned": false,
+      "title": "how get href all images in page using javascript?",
+      "body": "
                                                                                                                            how get href all images in page using javascript\nthis code return src how retunr href?
                                                                                                                            \n\n
                                                                                                                            function checkimages() {\n     var images = document.images;\n     for (var i=0; i<images.length; i++){\n        var img =images[i].src;\n       alert(img);\n     }\n}\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6413339,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413183/timeline",
+      "question_comments_url": "/questions/6413183/comments",
+      "question_answers_url": "/questions/6413183/answers",
+      "question_id": 6413183,
+      "owner": {
+        "user_id": 111479,
+        "user_type": "registered",
+        "display_name": "tonsils",
+        "reputation": 1260,
+        "email_hash": "fdbc495cc9b5f7a789650b3ae4592bc4"
+      },
+      "creation_date": 1308581796,
+      "last_edit_date": 1308582871,
+      "last_activity_date": 1308586124,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 18,
+      "score": 0,
+      "community_owned": false,
+      "title": "Manipulate Select Multiple List Setup On Page Load",
+      "body": "
                                                                                                                            I have the following two select (multiple lists) which I'm trying to setup as a shuttle by where I provide the user an \"Available List\" on the left which they can select from, which then gets transported to the right select list, which is my \"Assigned List\".
                                                                                                                            \n\n
                                                                                                                            The HTML code is as follows:
                                                                                                                            \n\n
                                                                                                                            <select multiple=\"multiple\" name=\"avail_list\" size=\"7\" style=\"width:250px;\" id=\"AVAILABLE_LIST\">\n    <option value=\"A\">A1</option>\n    <option value=\"B\">B1</option>\n    <option value=\"C\">C1</option>\n    <option value=\"D\">D1</option>\n    <option value=\"E\">E1</option>\n    <option value=\"F\">F1</option>\n</select>\n\n<select multiple=\"multiple\" name=\"assign_list\" size=\"7\" style=\"width:250px;\" id=\"ASSIGNED_LIST\">\n    <option value=\"D\">D1</option>\n    <option value=\"E\">E1</option>\n    <option value=\"F\">F1</option>\n</select>\n
                                                                                                                            \n\n
                                                                                                                            Through the use of jQuery, how could I possibly remove from the AVAILABLE_LIST, the options that have been selected and are now in the ASSIGNED_LIST?
                                                                                                                            \n\n
                                                                                                                            I need to some how perform on the option values only (AVAILABLE_LIST minus ASSIGNED_LIST).
                                                                                                                            \n\n
                                                                                                                            So based on the above, the AVAILABLE_LIST would then look like this:
                                                                                                                            \n\n
                                                                                                                            <select multiple=\"multiple\" name=\"avail_list\" size=\"7\" style=\"width:250px;\" id=\"AVAILABLE_LIST\">\n    <option value=\"A\">A1</option>\n    <option value=\"B\">B1</option>\n    <option value=\"C\">C1</option>\n</select>\n
                                                                                                                            \n\n
                                                                                                                            **NOTE:Just to make myself clear, I already have the above data setup when entering my page, that is, there are already values in the \"Assigned List\" on the right. 
                                                                                                                            \n\n
                                                                                                                            On entry when presenting this page with the two select lists to the user, I want to programmatically perform the minus between the two sets in the background. There is no human interaction required as the selection has already been made.
                                                                                                                            \n\n
                                                                                                                            Just wondering if this is possible?
                                                                                                                            \n\n
                                                                                                                            Thanks.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6401725,
+      "favorite_count": 0,
+      "closed_date": 1308478690,
+      "closed_reason": "not a real question",
+      "question_timeline_url": "/questions/6401696/timeline",
+      "question_comments_url": "/questions/6401696/comments",
+      "question_answers_url": "/questions/6401696/answers",
+      "question_id": 6401696,
+      "owner": {
+        "user_id": 533617,
+        "user_type": "unregistered",
+        "display_name": "David19801",
+        "reputation": 822,
+        "email_hash": "cba0529762ef11ebc58637b537a42acd"
+      },
+      "creation_date": 1308476786,
+      "last_edit_date": 1308586104,
+      "last_activity_date": 1308586104,
+      "up_vote_count": 0,
+      "down_vote_count": 2,
+      "view_count": 70,
+      "score": -2,
+      "community_owned": false,
+      "title": "javascript, what is this?",
+      "body": "
                                                                                                                            I have found this javascript code from instapaper's bookmarklet.  
                                                                                                                            \n\n
                                                                                                                            What exactly is this code doing?
                                                                                                                            \n\n
                                                                                                                            javascript:\nfunction%20iprl5(){\n  var%20d=document,z=d.createElement('scr'+'ipt'),b=d.body,l=d.location;\n  try{\n    if(!b)\n      throw(0);\n    d.title='(Saving...)%20'+d.title;\n    z.setAttribute('src',l.protocol+'//www.instapaper.com/j/deyNbbpjuSei?u='+encodeURIComponent(l.href)+'&t='+(new%20Date().getTime()));\n    b.appendChild(z);\n  }\n  catch(e){\n    alert('Please%20wait%20until%20the%20page%20has%20loaded.');\n  }\n}\niprl5();\nvoid(0)\n
                                                                                                                            \n\n
                                                                                                                            Thanks in advance!
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "python",
+        "web-scraping",
+        "hashbang",
+        "phantomjs"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414152/timeline",
+      "question_comments_url": "/questions/6414152/comments",
+      "question_answers_url": "/questions/6414152/answers",
+      "question_id": 6414152,
+      "owner": {
+        "user_id": 321838,
+        "user_type": "registered",
+        "display_name": "tchaymore",
+        "reputation": 328,
+        "email_hash": "e6f67177880fb558b629820b882b159b"
+      },
+      "creation_date": 1308585846,
+      "last_activity_date": 1308585846,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 15,
+      "score": 1,
+      "community_owned": false,
+      "title": "Navigating / scraping hashbang links with javascript (phantomjs)",
+      "body": "
                                                                                                                            I'm trying to download the HTML of a website that is almost entirely generated by JavaScript.  So, I need to simulate browser access and have been playing around with PhantomJS.  Problem is, the site uses hashbang URLs and I can't seem to get PhantomJS to process the hashbang -- it just keeps calling up the homepage.
                                                                                                                            \n\n
                                                                                                                            The site is http://www.regulations.gov.  The default takes you to #!home.  I've tried using the following code (from here) to try and process different hashbangs.
                                                                                                                            \n\n
                                                                                                                            if (phantom.state.length === 0) {\n     if (phantom.args.length === 0) {\n        console.log('Usage: loadreg_1.js <some URL>');\n        phantom.exit();\n     }\n     var address = 'http://www.regulations.gov/';\n     var hash = phantom.args[0];\n     console.log(address);\n     phantom.state = Date.now().toString();\n     phantom.open(address);\n\n} else {\n     var hash = phantom.args[0];\n     document.location = hash;\n     console.log(document.location.hash);\n     var elapsed = Date.now() - new Date().setTime(phantom.state);\n     if (phantom.loadStatus === 'success') {\n             if (!first_time) {\n                     var first_time = true;\n                     if (!document.addEventListener) {\n                             console.log('Not SUPPORTED!');\n                     }\n                     phantom.render('result.png');\n                     var markup = document.documentElement.innerHTML;\n                     console.log(markup);\n                     phantom.exit();\n             }\n     } else {\n             console.log('FAIL to load the address');\n             phantom.exit();\n     }\n}\n
                                                                                                                            \n\n
                                                                                                                            This code produces the correct hashbang (for instance, I can set the hash to '#!contactus') but it doesn't dynamically generate any different HTML--just the default page.
                                                                                                                            \n\n
                                                                                                                            I've also tried to set the initial address to the hashbang, but then the script just hangs and doesn't do anything.
                                                                                                                            \n\n
                                                                                                                            Thoughts?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "facebook",
+        "api",
+        "like",
+        "app-id"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6414105/timeline",
+      "question_comments_url": "/questions/6414105/comments",
+      "question_answers_url": "/questions/6414105/answers",
+      "question_id": 6414105,
+      "owner": {
+        "user_id": 806911,
+        "user_type": "registered",
+        "display_name": "anson",
+        "reputation": 1,
+        "email_hash": "26415c14e002ed031a23225efdebc7c7"
+      },
+      "creation_date": 1308585655,
+      "last_activity_date": 1308585655,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 8,
+      "score": 0,
+      "community_owned": false,
+      "title": "Facebook API FB.getLoginStatus returns undefined",
+      "body": "
                                                                                                                            I have added a like button on my website, and want to know who clicked the like button.\nThese are my sample code:
                                                                                                                            \n\n
                                                                                                                                <div id=\"fb-root\"></div>\n    <script>\n      window.fbAsyncInit = function() {\n        FB.init({appId: '182722795115444', status: true, cookie: true,\n                 xfbml: true});\n\n        // To find who clicked the like button\n        FB.Event.subscribe('edge.create', function(response){\n            FB.getLoginStatus(function(response) {\n\n                if (response.session) {\n                    // logged in and connected user, someone you know\n                    alert(\"logged in and connected user\");\n                } else {\n                    // no user session available, someone you dont know\n                    alert(\"no user session available\");\n                }\n            });\n        });\n      };\n      (function() {\n        var e = document.createElement('script'); e.async = true;\n        e.src = document.location.protocol +\n          '//connect.facebook.net/en_US/all.js';\n        document.getElementById('fb-root').appendChild(e);\n      }());\n    </script>\n    <script src=\"http://connect.facebook.net/en_US/all.js#appId=182722795115444&amp;xfbml=1\"></script>\n    <fb:like href=\"www.blogcountry.net\" send=\"true\" width=\"450\" show_faces=\"true\" font=\"\"></fb:like>\n
                                                                                                                            \n\n
                                                                                                                            When I clicked the Like button, and login facebook, do like successfully, but got \"no user session available\" alert. 
                                                                                                                            \n\n
                                                                                                                            So I am confused:
                                                                                                                            \n\n
                                                                                                                              \n
                                                                                                                            1. My appId in FB.init is the same as\nfb:like tag, is it right?
                                                                                                                              2. \n
                                                                                                                            2. Are there something wrong in my\nprogram ?
                                                                                                                              3. \n
                                                                                                                            3. How to get user name who click the\nLike button?
                                                                                                                              4. \n
                                                                                                                            \n\n
                                                                                                                            Thanks in advance.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "xml",
+        "firefox"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6410184/timeline",
+      "question_comments_url": "/questions/6410184/comments",
+      "question_answers_url": "/questions/6410184/answers",
+      "question_id": 6410184,
+      "owner": {
+        "user_id": 282887,
+        "user_type": "registered",
+        "display_name": "Bakhtiyor",
+        "reputation": 663,
+        "email_hash": "5422e34c270c77415bbcc6ed93544b3d"
+      },
+      "creation_date": 1308567697,
+      "last_edit_date": 1308568088,
+      "last_activity_date": 1308585449,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 52,
+      "score": 1,
+      "community_owned": false,
+      "title": "jQuery.find().each(fn) is not working in Firefox",
+      "body": "
                                                                                                                            I have AJAX call to one XML file and the source code is given below. It works perfectly in Chrome but is not working in Firefox. When doing debug I see that it doesn't enter to the cycle of $(response).find(\"simpleType\").each(function() in Firefox. 
                                                                                                                            \n\n
                                                                                                                            Does anybody know what is the problem here in my code?
                                                                                                                            \n\n
                                                                                                                            $.ajax({\n  type:\"GET\",\n  url:\"views/workspace/branching_forms/StudentModelDescription.xml\",\n  dataType:\"xml\",\n  error:function(XMLHttpRequest, textStatus, errorThrown){\n      alert(\"error=\"+XMLHttpRequest+\" error2=\"+textStatus+\" error3=\"+errorThrown);\n  },\n  success:function(response){   \n      var i=1;\n      console.log(\"response=\"+response);\n      $(response).find(\"simpleType\").each(function(){                        \n         adaptation_type_name[i]=$.trim($(this).find(\"documentation\").text());                                                              \n         var restriction = $(this).find(\"restriction[base=xs:string]\");\n         j=1;\n         var values=new Array();        \n         $(restriction).find(\"enumeration\").each(function(){\n            var tmp=$(this).attr(\"value\");                                      \n            values[j] = tmp;\n            j++;\n         });\n         adaptation_type_variables[i]=values;               \n         console.log(\"adaptation_type_name=\"+adaptation_type_name[i]+\", adaptation_type_variables=\"+adaptation_type_variables[i]);\n         i++;                        \n      });                   \n      for(var i=1;i<=adaptation_type_name.length;i++)                                       \n        $('#adaptation_type_dialog #branching_adaptation_type').append($(\"<option></option>\").attr(\"value\",i).text(adaptation_type_name[i]));\n\n  }\n});\n
                                                                                                                            \n\n
                                                                                                                            The content of StudentModelDescription.xml is given below:
                                                                                                                            \n\n
                                                                                                                            <?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<xs:schema xmlns:xs=\"http://www.w3.org/2001/XMLSchema\">\n  <xs:simpleType name=\"browser\" id=\"context_browser\">\n      <xs:annotation>\n          <xs:documentation xml:lang=\"en\">Web Browser</xs:documentation>\n      </xs:annotation>\n      <xs:restriction base=\"xs:string\">\n          <xs:enumeration value=\"Safari\" id=\"1\" />\n          <xs:enumeration value=\"Google Chrome\" id=\"2\" />\n          <xs:enumeration value=\"Opera\" id=\"3\" />\n          <xs:enumeration value=\"Mozilla Firefox\" id=\"4\" />\n          <xs:enumeration value=\"Internet Explorer\" id=\"5\" />\n      </xs:restriction>\n  </xs:simpleType>    \n  <xs:simpleType name=\"networktype\" id=\"context_networktype\">\n      <xs:annotation>\n          <xs:documentation xml:lang=\"en\">Network Type</xs:documentation>\n      </xs:annotation>\n      <xs:restriction base=\"xs:string\">\n          <xs:enumeration value=\"ADSL2+/Cable (High capacity)\" id=\"1\" />\n          <xs:enumeration value=\"ADSL / HSPA (Moderate capacity)\" id=\"2\" />\n          <xs:enumeration value=\"Dialup / GPRS (Low capacity)\" id=\"3\" />\n      </xs:restriction>\n  </xs:simpleType>\n</xs:schema>\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "ajax",
+        "jquery-ajax"
+      ],
+      "answer_count": 2,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6413944/timeline",
+      "question_comments_url": "/questions/6413944/comments",
+      "question_answers_url": "/questions/6413944/answers",
+      "question_id": 6413944,
+      "owner": {
+        "user_id": 592435,
+        "user_type": "registered",
+        "display_name": "Ravi Teja",
+        "reputation": 33,
+        "email_hash": "4e774187456a5953a4cf97f60344ec26"
+      },
+      "creation_date": 1308584971,
+      "last_activity_date": 1308585353,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 14,
+      "score": 0,
+      "community_owned": false,
+      "title": "Changing content of a webpage using Ajax",
+      "body": "
                                                                                                                            Is it possible to change the content of a webpage using ajax?\nMy need is to actually change the options of a selection. \nFor example my x123.com/setting.html
                                                                                                                            \n\n
                                                                                                                            <html>\n<head>\n    <meta http-equiv=\"Content-type\" content=\"text/html; charset=utf-8\">\n    <title>Webpage</title> \n    <script>\n    function save_changes() {\n        //save the selection\n    }\n    </script>\n\n</head>            \n<body>\n    <select name=\"\" multiple>\n        <option value=\"123\">123</option>\n        <option value=\"456\">456</option>\n    </select>                           \n    <input type=\"button\" name=\"Submit Dude\" onclick='save_changes()'>\n</body>                                 \n</html>\n
                                                                                                                            \n\n
                                                                                                                            I want to give a request from x123.com/123.html and reload the current page(x123.com/123.html) so that the changes in x123.com/setting.html are actually reflected in this one.
                                                                                                                            \n\n
                                                                                                                            Lemme know if my explanation is not clear.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "forms",
+        "user"
+      ],
+      "answer_count": 5,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413889/timeline",
+      "question_comments_url": "/questions/6413889/comments",
+      "question_answers_url": "/questions/6413889/answers",
+      "question_id": 6413889,
+      "owner": {
+        "user_id": 789918,
+        "user_type": "registered",
+        "display_name": "Mauricio",
+        "reputation": 6,
+        "email_hash": "29de018a3ee44a96503802c7516d7660"
+      },
+      "creation_date": 1308584750,
+      "last_activity_date": 1308585305,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 18,
+      "score": 0,
+      "community_owned": false,
+      "title": "Use JavaScript to store and return user info",
+      "body": "
                                                                                                                            I'm looking for a way to have users fill out a form and then print their information through the entire site (Like when you sign in to StackOverflow, your name changes on the top and it retains the information as you navigate the rest of the site). I'm thinking it's something to do with placing \"onClick\" on the submit button, but I need the information to be carried throughout the pages.
                                                                                                                            \n\n
                                                                                                                            <form name=\"input\" action=\"html_form_action.asp\" method=\"get\">\nFirst name: <input type=\"text\" name=\"FirstName\" value=\"Mickey\" /><br />\nLast name: <input type=\"text\" name=\"LastName\" value=\"Mouse\" /><br />\n<input type=\"submit\" value=\"Submit\" />\n</form> \n
                                                                                                                            \n\n
                                                                                                                            Thanks in advance.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "xml",
+        "xslt",
+        "firefox-addon"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413778/timeline",
+      "question_comments_url": "/questions/6413778/comments",
+      "question_answers_url": "/questions/6413778/answers",
+      "question_id": 6413778,
+      "owner": {
+        "user_id": 806920,
+        "user_type": "registered",
+        "display_name": "Lukas Ruge",
+        "reputation": 1,
+        "email_hash": "be5ae20541e29f445166885a87a81d35"
+      },
+      "creation_date": 1308584172,
+      "last_edit_date": 1308584542,
+      "last_activity_date": 1308585270,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 10,
+      "score": 0,
+      "community_owned": false,
+      "title": "javascript: Problem with dynamically adding xsl-stylesheet to XML Data",
+      "body": "
                                                                                                                            I'm trying to write my first Firefoy-Eytension. The extension is supposed to display FOAF-Files in a nice way using XSLT. Right now I just wan't to add the XSL Stylesheet to the rdf file when I press a button. The function is called but the presentation of the rdf-file does not change.
                                                                                                                            \n\n
                                                                                                                            function loadXMLDoc(dname)\n{\n    if (window.XMLHttpRequest)\n    {\n            xhttp=new XMLHttpRequest();\n    }\n    else\n    {\n            xhttp=new ActiveXObject(\"Microsoft.XMLHTTP\");\n    }\n    xhttp.open(\"GET\",dname,false);\n    xhttp.send(\"\");\n    return xhttp.responseXML;\n}\n\nfunction displayMyResult()\n{\n    alert(\"test\")\n    xml=loadXMLDoc(\"http://www.example.com/me.rdf\");\n    xsl=loadXMLDoc(\"http://www.example.com/test.xsl\");\n    if (window.ActiveXObject)\n    {\n            ex=xml.transformNode(xsl);\n            content.document.location.replace(ex)\n    }\n    // code for Mozilla, Firefox, Opera, etc.\n    else if (document.implementation && document.implementation.createDocument)\n    {\n            xsltProcessor=new XSLTProcessor();\n            xsltProcessor.importStylesheet(xsl);\n            resultDocument = xsltProcessor.transformToFragment(xml,document);\n            content.document.location.replace(ex)\n    }\n}\n
                                                                                                                            \n\n
                                                                                                                            The first function loadXMLDoc is copied from another post here, and should probably work. The Probem is in the displayMyResult Method. The test-Alert confirms, that the function is called but the me.rdf file is not displayed any different.
                                                                                                                            \n\n
                                                                                                                            I belive that the line content.document.location.replace(ex) is wrong but have not found anything on the web that would explain to me what to use instead.
                                                                                                                            \n\n
                                                                                                                            Can anybody tell me how to load the XLST-Stylesheet to present the RDF File?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "java",
+        "javascript",
+        "html",
+        "scala",
+        "htmlunit"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6365007,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6364675/timeline",
+      "question_comments_url": "/questions/6364675/comments",
+      "question_answers_url": "/questions/6364675/answers",
+      "question_id": 6364675,
+      "owner": {
+        "user_id": 107877,
+        "user_type": "registered",
+        "display_name": "Mike Cialowicz",
+        "reputation": 1905,
+        "email_hash": "818df74dc3bb3fd1d8a1848e238b53d6"
+      },
+      "creation_date": 1308173653,
+      "last_activity_date": 1308584950,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 35,
+      "score": 0,
+      "community_owned": false,
+      "title": "HtmlUnit's HtmlPage.getElementById seems to reinitialize JavaScript after many calls.",
+      "body": "
                                                                                                                            I have a simple HTML page (ratings.html) that I'm trying to test using HtmlUnit. The action that I'm testing works when I load it up in a browser and do it by hand. However, when I try to test it with HtmlUnit, it seems like too many calls to getElementById (or getInputByName) cause the JavaScript on the page to be reinitialized.
                                                                                                                            \n\n
                                                                                                                            In the AddRating.scala test, the first two calls to page.addRating work, but the third fails because it can't find the 'rating3' element on the page. After lots of debugging, I've discovered that the ratingCount gets reset back to 0 for some reason.
                                                                                                                            \n\n
                                                                                                                            See my comments below (between the // ****** sections) to see where the problem areas are.
                                                                                                                            \n\n
                                                                                                                            Has anyone else experience this behavior or have any advice on how to deal with it? Thanks!
                                                                                                                            \n\n
                                                                                                                            ratings.html (HTML Page to add \"ratings\"):
                                                                                                                            \n\n
                                                                                                                            <html>\n  <head>\n      <script src=\"https://ajax.googleapis.com/ajax/libs/jquery/1.6.1/jquery.min.js\"></script>\n      <script src=\"http://ajax.microsoft.com/ajax/jquery.templates/beta1/jquery.tmpl.min.js\"></script>\n  </head>\n  <body>\n    <form name=\"new-rating\" method=\"post\" action=\"/add-rating\">\n      <table>\n        <tr>\n          <td valign=\"top\">Ratings:</td>\n          <td>\n            Should be ordered from best to worst.<br>\n            <a id=\"add-rating\" href=\"#\">add rating</a></td>\n        </tr>\n        <tr>\n          <td></td>\n          <td>\n            <button name=\"submit-button\" type=\"submit\">Add Rating</button>\n          </td>\n        </tr>\n      </table>\n    </form>\n    <h2>All Ratings</h2>\n\n    <ul id=\"ratings\">\n    </ul>\n\n    <script>\n      $(window).load(function(){   \n          // display ratings\n          $.getJSON(\"/ratings\", function(data)\n          {\n              var items = $.map(data, function(el) {\n                var ratingsTable = \"\";\n                if (el.ratings.length > 0)\n                {\n                  $.tmpl(\"<li><table><tr><th>Rating</th></tr>{{each ratings }}<tr><td>${$value.label}</td></tr>{{/each}}</table></li>\", el).appendTo(\"#ratings\");\n                }\n              });\n          });\n\n          // add rating action\n          // ***********\n          var ratingCount = 0; // THIS GETS RE-INITIALIZED TO 0 AFTER TOO MANY getElementById or getElementByName calls.\n          // ***********\n          $('#add-rating').click(function()\n          {\n              ratingCount += 1;\n              $('#remove-rating').show();\n              $.tmpl(\"<span id='rating${ratingId}'><input name='rating${ratingId}'><br></span>\",\n                     {ratingId: ratingCount}).insertBefore('#add-rating');\n              if(ratingCount >= 5) { $('#add-rating').hide(); }\n          });\n      });\n    </script>\n  </body>\n</html>\n
                                                                                                                            \n\n
                                                                                                                            RatingsPage.scala (Scala interface to HTML page):
                                                                                                                            \n\n
                                                                                                                            package portal\n\nimport com.gargoylesoftware.htmlunit.WebClient\nimport com.gargoylesoftware.htmlunit.html._\n\nimport infrastructure.SuperHtmlUnitConversions._\n\nimport infrastructure.WaitFor\n\nclass RatingsPage(page: HtmlPage)\n{\n    val newRatingForm: HtmlForm = page.getFormByName(\"new-rating\")\n\n    var ratingCount = 0\n\n    def submit(): RatingsPage =\n    {\n        val page = newRatingForm.getButtonByName(\"submit-button\").click[HtmlPage]()\n        ratingCount = 0\n        new RatingsPage(page)\n    }\n\n    def addRating(rating: String)\n    {\n        page.getElementById(\"add-rating\").click()\n        ratingCount += 1\n        newRatingForm.getInputByName(\"rating\" + ratingCount).asInstanceOf[HtmlInput].setValueAttribute(rating)\n    }\n\n    def asText(): String = page.asText\n    def asXml():  String = page.asXml\n}\n
                                                                                                                            \n\n
                                                                                                                            AddRating.scala (Scala HtmlUnit test that fails):
                                                                                                                            \n\n
                                                                                                                            package portal\n\nimport java.util.Date\nimport org.scalatest.FunSuite\nimport org.scalatest.junit.JUnitRunner\nimport org.junit.runner.RunWith\nimport org.scalatest.matchers.ShouldMatchers\nimport com.gargoylesoftware.htmlunit.WebClient\nimport com.gargoylesoftware.htmlunit.html._\nimport infrastructure.WaitFor\n\n@RunWith(classOf[JUnitRunner])\nclass AddRating extends FunSuite with ShouldMatchers\n{\n    test(\"add ratings\")\n    {\n        val client = new WebClient()\n        val index = new PortalIndexPage(client)\n        var page = index.goToRatingsPage()\n\n        page.addRating(\"Buy\") // WORKS\n        page.addRating(\"Sell\") // WORKS\n        // *********\n        page.addRating(\"Sell\") // FAILS! Can't find element with \"rating3\" name!\n        // *********\n        page = page.submit()\n        WaitFor(\"rating to show up\", ()=>page.asXml.contains(\"Sell\"))\n\n        page.asText should include (\"Buy\")\n\n        client.closeAllWindows()\n    }\n}\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "node.js",
+        "express",
+        "socket.io"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6397574/timeline",
+      "question_comments_url": "/questions/6397574/comments",
+      "question_answers_url": "/questions/6397574/answers",
+      "question_id": 6397574,
+      "owner": {
+        "user_id": 776796,
+        "user_type": "registered",
+        "display_name": "user776796",
+        "reputation": 20,
+        "email_hash": "9409cb9468f20f7b03a6515bdf5ff81c"
+      },
+      "creation_date": 1308417018,
+      "last_edit_date": 1308444873,
+      "last_activity_date": 1308584891,
+      "up_vote_count": 3,
+      "down_vote_count": 0,
+      "view_count": 39,
+      "score": 3,
+      "community_owned": false,
+      "title": "How to access session in express, outside of the req?",
+      "body": "
                                                                                                                            I know that I can use 
                                                                                                                            \n\n
                                                                                                                            function(req, res) {\n    req.session\n}\n
                                                                                                                            \n\n
                                                                                                                            using express.  However I need to access the session outside of the response function.  How would I go about doing that?
                                                                                                                            \n\n
                                                                                                                            I'm using socket.io to pass information for adding posts and comments.  So when I receive the socket.io message on the server-side, I need to verify the person posting the information by using the session.  However since this is being done via socket.io there is no req/res.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "html",
+        "xml",
+        "check"
+      ],
+      "answer_count": 3,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6405964/timeline",
+      "question_comments_url": "/questions/6405964/comments",
+      "question_answers_url": "/questions/6405964/answers",
+      "question_id": 6405964,
+      "owner": {
+        "user_id": 672841,
+        "user_type": "registered",
+        "display_name": "Can't Tell",
+        "reputation": 469,
+        "email_hash": "031c656239e481086f37717b07b17522"
+      },
+      "creation_date": 1308530151,
+      "last_edit_date": 1308534239,
+      "last_activity_date": 1308584597,
+      "up_vote_count": 1,
+      "down_vote_count": 1,
+      "view_count": 75,
+      "score": 0,
+      "community_owned": false,
+      "title": "Check if a String is HTML or XML",
+      "body": "
                                                                                                                            Is there a way to check if a String is HTML or XML in JavaScript? Preferably using jQuery rather than some other library?\nWhy I need to do this is because I need to know if it possible to have a function into which XML or HTML can be passed. If it is HTML we take one action and if it is XML we take another action.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "settimeout",
+        "autosuggest"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413523/timeline",
+      "question_comments_url": "/questions/6413523/comments",
+      "question_answers_url": "/questions/6413523/answers",
+      "question_id": 6413523,
+      "owner": {
+        "user_id": 806915,
+        "user_type": "unregistered",
+        "display_name": "Scott Dykstra",
+        "reputation": 6,
+        "email_hash": "e58f134cbdd998fd90d6951043fbf274"
+      },
+      "creation_date": 1308583177,
+      "last_activity_date": 1308584532,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 24,
+      "score": 1,
+      "community_owned": false,
+      "title": "complex problem with setTimeout, clearTimeout, and javascript",
+      "body": "
                                                                                                                            I am a bit of a noob at Javascript and am writing an \"autoresult\" script that automatically gets the results of an  as the user is typing. However, because the PHP backend is slow, I want the script to check and see if it has been 1 second since the last keyup. That way, the PHP backend won't be called unless the user is done typing. My idea was to use setTimeout and clearTimeout to handle this. However, my script doesn't work. Here is the input that calls the script:
                                                                                                                            \n\n
                                                                                                                            <input type=\"text\" id=\"inputbox\" onkeyup=\"lookup_input(this.value,0);\" />\n
                                                                                                                            \n\n
                                                                                                                            \"0\" is a flag used to check whether a Timeout has been set. Here is the script:
                                                                                                                            \n\n
                                                                                                                            var timeOut1;\n\nfunction showQuery(input_myinput2) {    \n    $.post(\"mybackendfile.php\", {queryString: input_myinput2}, function(data){\n        if(data.length >0) {\n        $('#mydiv').html(data); //php backend stuff, don't worry about this\n        }\n    });\n}               \nfunction lookup_input(input_myinput,flag) {\n    if(input_myinput.length == 0) {\n        $('#mydiv').hide(); //check to see if there is an input, and if not, hide the div that displays autoresults\n    } \n    else {   \n              //the flag checks to see if the Timeout has been set\n\n        if(!flag) { \n            timeOut1 = setTimeout(function(){showQuery(input_myinput)}, 1000);\n            //change the flag to \"1\" so that if another key is pressed it will throw the else statement, and if the key is pressed soon enough, it will clear the Timeout\n            $('#inputbox').onkeyup('lookup_input(this.value,1)');       \n            $('#mydiv').show();\n            $('#mydiv').html('Searching... ');\n        }\n        else { //if timeout has been set then and next key has been pressed\n            clearTimeout(timeOut1);\n            $('#mydiv').html('Searching... ');\n            timeOut1 = setTimeout(function(){showQuery(input_myinput)}, 1000);  \n        }\n    }\n} \n
                                                                                                                            \n\n
                                                                                                                            any suggestions on how to access the showQuery function correctly and how to get this script to work? also, any suggestions on another way to do the autoresult stall besides using setTimeout/clearTimeout? thanks!
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "facebook",
+        "innerhtml",
+        "getelementbyid"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413720/timeline",
+      "question_comments_url": "/questions/6413720/comments",
+      "question_answers_url": "/questions/6413720/answers",
+      "question_id": 6413720,
+      "owner": {
+        "user_id": 193996,
+        "user_type": "registered",
+        "display_name": "Dasa",
+        "reputation": 84,
+        "email_hash": "3e365666b8b4473179ab1cdc05c0ec36"
+      },
+      "creation_date": 1308583956,
+      "last_edit_date": 1308584446,
+      "last_activity_date": 1308584446,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 18,
+      "score": 0,
+      "community_owned": false,
+      "title": "facebook wall post message with js from innerhtml",
+      "body": "
                                                                                                                            Three divs nested in one
                                                                                                                            \n\n
                                                                                                                            <div id=\"fulltxt\">\n<div id='action'>txt1 </div>\n<div id='reason'> txt2 </div>\n<div id=\"party\"> txt3 </div>\n</div>\n
                                                                                                                            \n\n
                                                                                                                            using encodeURIComponent I want to use all the text as a message to send to users wall when they click my \"send to facebook\" link
                                                                                                                            \n\n
                                                                                                                            This is in my 
                                                                                                                            \n\n
                                                                                                                            <script>\n // A function to post on the users wall\n function wallPost() {\n  FB.ui(\n   {\n    method: 'feed',\n    name: 'example',\n    link: 'http://www.example.com',\n    picture: 'http://www.example.com/logo.png',\n    caption: 'funny example',\n    description: 'This was posted from example.com.',\n    message: ''\n   },\n   function(response) {\n    if (response && response.post_id) {\n     document.getElementById('message').innerHTML = 'Thanks for sharing!';\n    } else {\n     document.getElementById('message').innerHTML = 'Hey, you didn\\'t share!';\n    }\n   }\n  );\n }\n</script>\n
                                                                                                                            \n\n
                                                                                                                            This is before my closing body tag
                                                                                                                            \n\n
                                                                                                                            <div id=\"fb-root\"></div>\n<script src=\"https://connect.facebook.net/he_IL/all.js\"></script>\n<script>\n FB.init({\n  appId : 'number goes here',\n  status : true, // check login status\n  cookie : true, // enable cookies to allow the server to access the session\n  xfbml : true // parse XFBML\n });\n</script>\n
                                                                                                                            \n\n
                                                                                                                            This is the link
                                                                                                                            \n\n
                                                                                                                            <p id=\"message\">\n <a href=\"#\" onclick=\"wallPost();\">Share Me!</a>\n</p>\n
                                                                                                                            \n\n
                                                                                                                            So what I need is that when the link is clicked the message changes to the content of fulltxt and passes to facebook
                                                                                                                            \n\n
                                                                                                                            how do i change the message in the wallpost function to the dynamically created content in the fulltxt div
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "jquery-ui",
+        "droppable"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412334/timeline",
+      "question_comments_url": "/questions/6412334/comments",
+      "question_answers_url": "/questions/6412334/answers",
+      "question_id": 6412334,
+      "owner": {
+        "user_id": 797743,
+        "user_type": "registered",
+        "display_name": "Jason S",
+        "reputation": 1,
+        "email_hash": "228384247e084ecfab05558229195aba"
+      },
+      "creation_date": 1308578149,
+      "last_edit_date": 1308581741,
+      "last_activity_date": 1308584195,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 37,
+      "score": 0,
+      "community_owned": false,
+      "title": "jQuery \"drop\" and \"over\" are not firing on a droppable",
+      "body": "
                                                                                                                            I was trying to improve my web-dev skills for work but got a bit carried away with jQuery's drag and drop feature. Unfortunately I can't get the \"drop\" or \"over\" events of the droppable to fire.
                                                                                                                            \n\n
                                                                                                                            I didn't want to use a jQuery table drag/drop plugin so i have multiple div in a div in a td structures (all generated in $(document).ready). The middle div is to be the droppable and the inner most div is to be the draggable. The generated HTML looks like this:
                                                                                                                            \n\n
                                                                                                                            <td class=\"vertical\">\n<div id=\"droppable3\" class=\"droppable ui-droppable\" style=\"width: 100%; height: 100%;\"\nover=\"function () { alert(\"working!\"); }\" \ndrop=\"function (event, ui) { \n    debugger;\n    var firstDrag = ui.draggable;\n    var secondDrag = $(this).childNodes[0];\n    var destDrop = $(this);\n    var sourceDrop = firstDrag.parent;\n    $(\"#middle\").append(\"first drag:\" + firstDrag.id + \"\\nSecondDrag:\" + secondDrag.id\n     + \"\\ndest Drop:\" + destDrop.id + \"\\nsourceDrop:\" + sourceDrop.id); }\">\n        <div id=\"draggable3\" class=\"draggable ui-draggable\" \n        style=\"width: 100%; height: 100%;\">\n        </div>\n</div>\n</td>\n
                                                                                                                            \n\n
                                                                                                                            and it is exactly the same in other TDs except for the ids.
                                                                                                                            \n\n
                                                                                                                            Now the dragging seems to work fine; i can drag that inner div out and it will revert back if i don't put it on an appropriate droppable or just stick there if i do but it never triggers the \"over\" or \"drop\" events. The debugger line in that code is never hit.
                                                                                                                            \n\n
                                                                                                                            Here is how i'm setting up the draggable/droppable:
                                                                                                                            \n\n
                                                                                                                            function getTD(claz){\nvar td = jQuery(\"<td/>\",{'class': claz});\nvar droppable = jQuery(\"<div/>\",{\n    'class': 'droppable',\n    width: '100%',\n    height:'100%',\n    id: \"droppable\"+ids[index],\n    over: function() {\n        alert('working!');\n    },\n    drop: function(event,ui){\n        debugger;\n        var firstDrag = ui.draggable;\n        var secondDrag = $(this).childNodes[0];\n        var destDrop = $(this);\n        var sourceDrop = firstDrag.parent;\n        $(\"#middle\").append(\"first drag:\"+firstDrag.id +\"\\nSecondDrag:\"+secondDrag.id\n            +\"\\ndest Drop:\"+destDrop.id +\"\\nsourceDrop:\"+sourceDrop.id);\n\n        }\n    });\n    var draggable = jQuery(\"<div/>\",{\n        'class': 'draggable',\n        width: '100%',\n        height:'100%',\n        id: \"draggable\"+ids[index], \n    });\n\n    draggable.draggable({\n        revert: 'invalid'\n    });\n    droppable.droppable({\n        accept: \".draggable\"\n    });\n    index++;\n    droppable.append(draggable);\n    td.append(droppable);\n    return td;\n
                                                                                                                            \n\n
                                                                                                                            }
                                                                                                                            \n\n
                                                                                                                            Basically what i am trying to achieve is swappable tiles in a table and i'm pretty sure the js in the event handler is rubbish but we'll deal with that once it's firing.
                                                                                                                            \n\n
                                                                                                                            Oh and im using:\nhttps://ajax.googleapis.com/ajax/libs/jquery/1.6.1/jquery.min.js\nhttps://ajax.googleapis.com/ajax/libs/jqueryui/1.8.13/jquery-ui.min.js
                                                                                                                            \n\n
                                                                                                                            Any comments would be appreciated.\nThanks :)
                                                                                                                            \n\n
                                                                                                                            EDIT:
                                                                                                                            \n\n
                                                                                                                            I was being really stupid. I was putting the \"drop\" and \"over\" events in the attributes of the element, not the options of the droppable!
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "google-maps",
+        "google"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6413747,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413541/timeline",
+      "question_comments_url": "/questions/6413541/comments",
+      "question_answers_url": "/questions/6413541/answers",
+      "question_id": 6413541,
+      "owner": {
+        "user_id": 478489,
+        "user_type": "registered",
+        "display_name": "amix.pal",
+        "reputation": 10,
+        "email_hash": "18018fe3a71122bc0648943d6892ffb3"
+      },
+      "creation_date": 1308583220,
+      "last_edit_date": 1308583832,
+      "last_activity_date": 1308584113,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 21,
+      "score": 0,
+      "community_owned": false,
+      "title": "Put an image on Google map",
+      "body": "
                                                                                                                            I am creating a web page which shows the Google map using java script. I did this part now i have to pun an image on that map as a icon.Would you please tell me how will i able to do that?
                                                                                                                            \n\n
                                                                                                                            \n\n    
                                                                                                                            \n\n
                                                                                                                            <script language=\"javascript\">\n    var lat=1067;\n    var lon=-110;\n\n    function load() {\n      if (GBrowserIsCompatible()) {\n        var map = new GMap2(document.getElementById(\"map\"));\n        map.setCenter(new GLatLng(lat, lon), 13);\n      }\n    }\n    function map(position) {\n        lat = position.coords.latitude;\n        lon = position.coords.longitude;\n        load();\n    }\n    function get_location() {\n        navigator.geolocation.getCurrentPosition(map);\n    }\n    </script>\n
                                                                                                                            \n\n
                                                                                                                            \n\nSearch
                                                                                                                            \n\n\n\n
                                                                                                                            Thanks\nAmit Pal
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "image-processing",
+        "webgl"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413744/timeline",
+      "question_comments_url": "/questions/6413744/comments",
+      "question_answers_url": "/questions/6413744/answers",
+      "question_id": 6413744,
+      "owner": {
+        "user_id": 400327,
+        "user_type": "registered",
+        "display_name": "Trevor",
+        "reputation": 8,
+        "email_hash": "a26652004f1b6ed7f5764189ce722823"
+      },
+      "creation_date": 1308584078,
+      "last_activity_date": 1308584078,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 6,
+      "score": 0,
+      "community_owned": false,
+      "title": "Looking to access 16-bit image data in Javascript/WebGL",
+      "body": "
                                                                                                                            I'm trying to download 16-bit image data from a server and push it into a WebGL texture without browser plug-ins. texImage2d will work with: ImageData, HTMLImageElement, HTMLCanvasElement, or HTMLVideoElement. I'm looking for some javascript (a library or code sample) which can decode 16-bit TIFF or similar (hdf5, etc.) image data into one of these object types.
                                                                                                                            \n\n
                                                                                                                            I have no problem doing this is 8-bit per channel RGB by using an  to load a PNG but this doesn't work with 16-bit per channel data since there aren't any \"standard\" browser supported image formats which are 16-bit.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "function",
+        "variables",
+        "passing"
+      ],
+      "answer_count": 3,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413440/timeline",
+      "question_comments_url": "/questions/6413440/comments",
+      "question_answers_url": "/questions/6413440/answers",
+      "question_id": 6413440,
+      "owner": {
+        "user_id": 389271,
+        "user_type": "registered",
+        "display_name": "android.nick",
+        "reputation": 696,
+        "email_hash": "7fb8e97ca4d0322cdad566c81437e38a"
+      },
+      "creation_date": 1308582821,
+      "last_activity_date": 1308583854,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 22,
+      "score": 1,
+      "community_owned": false,
+      "title": "Jquery: passing variable to the next chained function, is this the correct way?",
+      "body": "
                                                                                                                            I want to know if this is correct.
                                                                                                                            \n\n
                                                                                                                            $('.myfilter').focus(function(){\n    var length = $(this).val().length; \n    if (length == 0) {\n        dosomething\n    }\n}).blur(function(length){\n    if (length == 0) {\n        dowhatever\n            }\n})\n
                                                                                                                            \n\n
                                                                                                                            Above i've simplified my code, im just checking if length == 0 on focus and blur for my input. notice how I declared length in focus, but not in blur, but i added the variable name inside .blur(function(length){. Is this the better way to get length accessible in .blur without having to re-declare var length = $(this).val().length; in .blur?
                                                                                                                            \n\n
                                                                                                                            as opposed to this:
                                                                                                                            \n\n
                                                                                                                            $('.myfilter').focus(function(){\n    var length = $(this).val().length; \n    if (length == 0) {\n        dosomething\n    }\n})\n\n$('.myfilter').blur(function(length){\n    var length = $(this).val().length;\n    if (length == 0) {\n        dowhatever\n            }\n})\n
                                                                                                                            \n\n
                                                                                                                            the first code block is the better way to do this?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "safari",
+        "google-chrome",
+        "webkit"
+      ],
+      "answer_count": 14,
+      "accepted_answer_id": 670433,
+      "favorite_count": 24,
+      "question_timeline_url": "/questions/318630/timeline",
+      "question_comments_url": "/questions/318630/comments",
+      "question_answers_url": "/questions/318630/answers",
+      "question_id": 318630,
+      "owner": {
+        "user_id": 27623,
+        "user_type": "registered",
+        "display_name": "Frank Bannister",
+        "reputation": 207,
+        "email_hash": "9209ea2a036a546d315da5600f0025b9"
+      },
+      "creation_date": 1227642278,
+      "last_activity_date": 1308583654,
+      "up_vote_count": 26,
+      "down_vote_count": 0,
+      "view_count": 51874,
+      "score": 26,
+      "community_owned": false,
+      "title": "Get real image width and height with Javascript in Safari/Chrome?",
+      "body": "
                                                                                                                            I am creating a jQuery plugin.
                                                                                                                            \n\n
                                                                                                                            How do I get real image width and height with Javascript in Safari?
                                                                                                                            \n\n
                                                                                                                            Following works with Firefox 3, IE7 and Opera 9:
                                                                                                                            \n\n
                                                                                                                            var pic = $(\"img\")\n\n// need to remove these in of case img-element has set width and height\npic.removeAttr(\"width\"); \npic.removeAttr(\"height\");\n\nvar pic_real_width = pic.width();\nvar pic_real_height = pic.height();\n
                                                                                                                            \n\n
                                                                                                                            But in Webkit browsers like Safari and Google Chrome values are 0...
                                                                                                                            \n\n
                                                                                                                            Doing this on server side is not an option.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "php",
+        "javascript",
+        "web-development"
+      ],
+      "answer_count": 4,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6411964/timeline",
+      "question_comments_url": "/questions/6411964/comments",
+      "question_answers_url": "/questions/6411964/answers",
+      "question_id": 6411964,
+      "owner": {
+        "user_id": 213738,
+        "user_type": "registered",
+        "display_name": "Mattis",
+        "reputation": 484,
+        "email_hash": "80fe3a01e22a86fa6c652ee7d75d5b31"
+      },
+      "creation_date": 1308576818,
+      "last_edit_date": 1308583543,
+      "last_activity_date": 1308583543,
+      "up_vote_count": 1,
+      "down_vote_count": 1,
+      "view_count": 54,
+      "score": 0,
+      "community_owned": false,
+      "title": "Should I rely on externally-hosted services?",
+      "body": "
                                                                                                                            I am wondering over the dangers / difficulties in using external services like Google Chart in my production state website.
                                                                                                                            \n\n
                                                                                                                            With external services I mean them that you can't download and host on your own server.
                                                                                                                            \n\n
                                                                                                                            (-) Potentially the Google service can be down when my site is up.
                                                                                                                            \n\n
                                                                                                                            (+) I don't have to develop those particular systems for new browser technologies, hopefully Google will do that for me.
                                                                                                                            \n\n
                                                                                                                            (-) Extra latency while my site fetch the data from the google servers.
                                                                                                                            \n\n
                                                                                                                            What else? Is it worth spending time and money to develop my own systems to be more in control of things?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "unit-testing",
+        "visual-studio-2010"
+      ],
+      "answer_count": 3,
+      "accepted_answer_id": 6413599,
+      "favorite_count": 4,
+      "question_timeline_url": "/questions/3827055/timeline",
+      "question_comments_url": "/questions/3827055/comments",
+      "question_answers_url": "/questions/3827055/answers",
+      "question_id": 3827055,
+      "owner": {
+        "user_id": 50660,
+        "user_type": "registered",
+        "display_name": "Matthew Manela",
+        "reputation": 3812,
+        "email_hash": "288e49ea9ee1aa8516598465d9473033"
+      },
+      "creation_date": 1285809580,
+      "last_activity_date": 1308583475,
+      "up_vote_count": 11,
+      "down_vote_count": 0,
+      "view_count": 564,
+      "score": 11,
+      "community_owned": false,
+      "title": "Run JavaScript unit tests inside of Visual Studio 2010",
+      "body": "
                                                                                                                            I have been searching for a good way to run JavaScript unit tests inside of the Visual Studio 2010 IDE.  I currently use TestDriven.net to run my C# units tests and it is very convenient to be able to quickly get the result of my tests in the output pane. I would love to find a similar experience for JavaScript (ideally working with TestDriven.net).
                                                                                                                            \n\n
                                                                                                                            I have read about different solutions that let you execute JavaScrpt unit tests.  Some have their own JS engine while others like JS-Test-Driver are able to send the code to the browsers and fetch the results.  But I have yet to see something that is integrated into VS 2010.
                                                                                                                            \n\n
                                                                                                                            Does anyone know of an extension that might do this?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "dojo",
+        "include-path",
+        "dojo.data"
+      ],
+      "answer_count": 1,
+      "accepted_answer_id": 6413578,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413327/timeline",
+      "question_comments_url": "/questions/6413327/comments",
+      "question_answers_url": "/questions/6413327/answers",
+      "question_id": 6413327,
+      "owner": {
+        "user_id": 420613,
+        "user_type": "registered",
+        "display_name": "imran tariq",
+        "reputation": 338,
+        "email_hash": "67ebeef7b7b8d5533f5caf77074c62b8"
+      },
+      "creation_date": 1308582333,
+      "last_activity_date": 1308583401,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 7,
+      "score": 0,
+      "community_owned": false,
+      "title": "DOJO include files a directory back",
+      "body": "
                                                                                                                            I have dojo files in resources/js/dojo1.6/dojo/dojo.js
                                                                                                                            \n\n
                                                                                                                            I have another file here resources/js/pages/file1.js
                                                                                                                            \n\n
                                                                                                                            This file requires another file which is located at resources/js/folder/file2.js
                                                                                                                            \n\n
                                                                                                                            This is how I am including it dojo.require('folder.file2');
                                                                                                                            \n\n
                                                                                                                            So these three folder are in hirarchy
                                                                                                                            \n\n
                                                                                                                            dojo1.6, pages and folder
                                                                                                                            \n\n
                                                                                                                            When I run application
                                                                                                                            \n\n
                                                                                                                            I got the following error 
                                                                                                                            \n\n
                                                                                                                            File not found: /resources/js/dojo1.6/folder/file2.js\n
                                                                                                                            \n\n
                                                                                                                            How can I overcome this error.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "php",
+        "javascript",
+        "ajax",
+        "undo-redo"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6394284,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/4508230/timeline",
+      "question_comments_url": "/questions/4508230/comments",
+      "question_answers_url": "/questions/4508230/answers",
+      "question_id": 4508230,
+      "owner": {
+        "user_id": 380403,
+        "user_type": "registered",
+        "display_name": "Bakaburg",
+        "reputation": 112,
+        "email_hash": "02c4213274d414cb8da4f34108f355db"
+      },
+      "creation_date": 1293013795,
+      "last_activity_date": 1308583384,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 65,
+      "score": 1,
+      "community_owned": false,
+      "title": "php/ajax user actions undo manager",
+      "body": "
                                                                                                                            does exist a library that gives you undo/redo capability with history for a web app? An idea would be a php/javascript/ajax system in which you can register for every user action an opposite action and the variable state (like a normal undo manager!). and it should work both at client level and server level.
                                                                                                                            \n\n
                                                                                                                            Did i ask too much?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "extjs",
+        "grid",
+        "columns",
+        "extjs4"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6409972/timeline",
+      "question_comments_url": "/questions/6409972/comments",
+      "question_answers_url": "/questions/6409972/answers",
+      "question_id": 6409972,
+      "owner": {
+        "user_id": 322251,
+        "user_type": "registered",
+        "display_name": "shane87",
+        "reputation": 469,
+        "email_hash": "90611479ceffc2da2d62d5f6134a5565"
+      },
+      "creation_date": 1308566525,
+      "last_activity_date": 1308583282,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 14,
+      "score": 0,
+      "community_owned": false,
+      "title": "How to dynamically set the grids CheckBox Selection Model in ExtJs4?",
+      "body": "
                                                                                                                            This leads on from my previous question.
                                                                                                                            \nI initialize a grid with a CheckBox Selection Model, however when I reconfigure the grid the Check Box Selection Model visaully dissapears.
                                                                                                                            \nWhat I want to do is dynamically add a CheckBox Selection Model to a grid after reconfiguring the grids columns, and visually display it.
                                                                                                                            \n\n
                                                                                                                            I have tried something like this:
                                                                                                                            \n\n
                                                                                                                            var sm = new Ext.selection.CheckboxModel();\ngrid.selModel = sm;\ngrid.doLayout();\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413549/timeline",
+      "question_comments_url": "/questions/6413549/comments",
+      "question_answers_url": "/questions/6413549/answers",
+      "question_id": 6413549,
+      "owner": {
+        "user_id": 806914,
+        "user_type": "registered",
+        "display_name": "Anthony Burns",
+        "reputation": 1,
+        "email_hash": "e7334b63d88530e1cdcb1eac6fced20f"
+      },
+      "creation_date": 1308583263,
+      "last_activity_date": 1308583263,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 6,
+      "score": 0,
+      "community_owned": false,
+      "title": "Facebook uid scripts",
+      "body": "
                                                                                                                            is there an existing java script to enable admins of trade pages to scan fb uids for know scammers, so we can ban known scammers ids before they managed to join or scam on newer trade pages? im not a scripter in any way but do admin a trade page and as far as i know there is a script but only for sale from another trade page, i was hopeing to get it free, we are growing daily and there are larger sites with larger banned scammers we want to be able to check for these idsd and ban nefore they can scam on our group page, thank you for any info you can give
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "getelementbyid"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6413526,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413512/timeline",
+      "question_comments_url": "/questions/6413512/comments",
+      "question_answers_url": "/questions/6413512/answers",
+      "question_id": 6413512,
+      "owner": {
+        "user_id": 604843,
+        "user_type": "registered",
+        "display_name": "Ryan",
+        "reputation": 432,
+        "email_hash": "8d618d6102a868921c256b2d798aae45"
+      },
+      "creation_date": 1308583116,
+      "last_activity_date": 1308583232,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 32,
+      "score": 1,
+      "community_owned": false,
+      "title": "Javascript: Weird \"getElementById\"",
+      "body": "
                                                                                                                            I have a function that populates a pages with something like this
                                                                                                                            \n\n
                                                                                                                            <span id=\"span_title_'+result_no+'\">'+title+'</span>\n
                                                                                                                            \n\n
                                                                                                                            and then I have another function that has this:
                                                                                                                            \n\n
                                                                                                                                  document.getElementById(\"span_title_\"+which_table).innerHTML=\"asg\";\nalert(document.getElementById(\"span_title_\"+which_table).value);\n
                                                                                                                            \n\n
                                                                                                                            The strange thing is the first (innerHTML) call works perfectly, the second one, the alert, gives me \"undefined\"
                                                                                                                            \n\n
                                                                                                                            Any idea why this is?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery"
+      ],
+      "answer_count": 8,
+      "accepted_answer_id": 6413302,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413265/timeline",
+      "question_comments_url": "/questions/6413265/comments",
+      "question_answers_url": "/questions/6413265/answers",
+      "question_id": 6413265,
+      "owner": {
+        "user_id": 256439,
+        "user_type": "registered",
+        "display_name": "Sandra Schlichting",
+        "reputation": 1327,
+        "email_hash": "c4b17df9c9b2f33a96eb84f92054f708"
+      },
+      "creation_date": 1308582073,
+      "last_activity_date": 1308583161,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 49,
+      "score": 1,
+      "community_owned": false,
+      "title": "Appending to  instead of below . What's wrong?",
+      "body": "
                                                                                                                            In this jsFiddle
                                                                                                                            \n\n
                                                                                                                            http://jsfiddle.net/littlesandra88/tZqYX/
                                                                                                                            \n\n
                                                                                                                            would I like that a new <tr> is inserted below the one where \"Details\" is clicked.
                                                                                                                            \n\n
                                                                                                                            I do
                                                                                                                            \n\n
                                                                                                                            $('.row').append(\"<tr><td>It worked</td></tr>\");\n
                                                                                                                            \n\n
                                                                                                                            but this results in
                                                                                                                            \n\n
                                                                                                                            <tr class=\"row\">\n  <td class=\"edit-column\"><a href=\"javascript:addRemove('7249');\">Details</a> <input value=\"Save\" type=\"submit\"></td>\n<tr><td>It worked</td></tr></tr>\n
                                                                                                                            \n\n
                                                                                                                            where I was hoping for
                                                                                                                            \n\n
                                                                                                                            <tr class=\"row\">\n  <td class=\"edit-column\"><a href=\"javascript:addRemove('7249');\">Details</a> <input value=\"Save\" type=\"submit\"></td>\n</tr>\n<tr><td>It worked</td></tr>\n
                                                                                                                            \n\n
                                                                                                                            Any idea how to fix this?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "plugins"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6411194/timeline",
+      "question_comments_url": "/questions/6411194/comments",
+      "question_answers_url": "/questions/6411194/answers",
+      "question_id": 6411194,
+      "owner": {
+        "user_id": 42636,
+        "user_type": "registered",
+        "display_name": "pistacchio",
+        "reputation": 2686,
+        "email_hash": "1cf6e58dae064fc449e6840ffdb90306"
+      },
+      "creation_date": 1308573193,
+      "last_edit_date": 1308580136,
+      "last_activity_date": 1308582994,
+      "up_vote_count": 2,
+      "down_vote_count": 0,
+      "view_count": 25,
+      "score": 2,
+      "community_owned": false,
+      "title": "Jquery plugin - Tree Context menu",
+      "body": "
                                                                                                                            Can you suggest a context-menu plugin that supports nesting menu items? When clicking on an item, if the item has sub-items, it should open a secondary menu.
                                                                                                                            \n\n
                                                                                                                            EDIT
                                                                                                                            \n\n
                                                                                                                            Like this but for jquery
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "css",
+        "internet-explorer"
+      ],
+      "answer_count": 3,
+      "accepted_answer_id": 6413060,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413018/timeline",
+      "question_comments_url": "/questions/6413018/comments",
+      "question_answers_url": "/questions/6413018/answers",
+      "question_id": 6413018,
+      "owner": {
+        "user_id": 749288,
+        "user_type": "registered",
+        "display_name": "sergzach",
+        "reputation": 169,
+        "email_hash": "50ff6dd1fd1fb4c7fd0a2cee3be9ff0a"
+      },
+      "creation_date": 1308581059,
+      "last_activity_date": 1308582876,
+      "up_vote_count": 2,
+      "down_vote_count": 0,
+      "view_count": 23,
+      "score": 2,
+      "community_owned": false,
+      "title": "Internet Explorer: how to escape extra carriage return after editing Textarea?",
+      "body": "
                                                                                                                            We have a multiline textarea in Internet Explorer. 
                                                                                                                            \n\n
                                                                                                                            If we check it's content after the next then everything is correct (there are no extra carriage returns in textarea):
                                                                                                                            \n\n
                                                                                                                            document.getElementById( 'text-area' ).value = \"Hello,\\nWorld!\";\n
                                                                                                                            \n\n
                                                                                                                            But if we set caret in the beginning position of the second line (in Internet Explorer, not in the code) and press tab key there is extra carriage character (there is a string dump on keydown below):
                                                                                                                            \n\n
                                                                                                                            value[0]='H'\nvalue[1]='e'\nvalue[2]='l'\nvalue[3]='l'\nvalue[4]='o'\nvalue[5]=','\nvalue[6]='\\r'\nvalue[7]='\\n'\nvalue[8]='W'\nvalue[9]='o'\nvalue[10]='r'\nvalue[11]='l'\nvalue[12]='d'\nvalue[13]='!'\n
                                                                                                                            \n\n
                                                                                                                            It's a problem because other browsers don't insert extra carriage return.
                                                                                                                            \n\n
                                                                                                                            Do you know how to prevent this in Internet Explorer? With help of CSS or Javascript.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "mysql",
+        "php5"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6410224/timeline",
+      "question_comments_url": "/questions/6410224/comments",
+      "question_answers_url": "/questions/6410224/answers",
+      "question_id": 6410224,
+      "owner": {
+        "user_id": 786591,
+        "user_type": "registered",
+        "display_name": "Rignesh Tambakuwala",
+        "reputation": 1,
+        "email_hash": "5faba9a6598ed24d2f1ff4eaaac0cfe8"
+      },
+      "creation_date": 1308567882,
+      "last_activity_date": 1308582858,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 39,
+      "score": 0,
+      "community_owned": false,
+      "title": "to get value from database table into select box",
+      "body": "
                                                                                                                            i m creating a combo box which gets value from mysql database table.\n  here is a sample code which i m implementing but it will not populates selectbox values.
                                                                                                                            \n\n
                                                                                                                             mydata +='<div class=\"content  nodisplay\"><div class=\"row\"><div class=\"label\" style=\"font-size:22px;\">Subject</div><div class=\"data\">\n<select id=\"fillsubject\" name=\"fillsubject\">';\n$.post(document.URL,qstring,function(data){\n\n        var subjects =  $(data).filter('.subjects');\n\n        $.each(subjects,function(index,value){\n            var subid = $(this).attr('id');\n            var subname = $(this).text();\n            mydata += \"<option value='\"+subid+\"'>\"+subname+\"</option>\";\n            //mydata += \"<option value='english'>english</option>\";\n        });\n\n});\nmydata +='</select></div></div></div>';     \n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 4186100,
+      "favorite_count": 5,
+      "question_timeline_url": "/questions/4185821/timeline",
+      "question_comments_url": "/questions/4185821/comments",
+      "question_answers_url": "/questions/4185821/answers",
+      "question_id": 4185821,
+      "owner": {
+        "user_id": 425275,
+        "user_type": "registered",
+        "display_name": "Šime Vidas",
+        "reputation": 14281,
+        "email_hash": "a9db2cbc6d4e589aec2d25f67771b85e"
+      },
+      "creation_date": 1289834520,
+      "last_edit_date": 1308582811,
+      "last_activity_date": 1308582811,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 213,
+      "score": 1,
+      "community_owned": false,
+      "title": "Is it possible to programmatically detect the caret position within a  element?",
+      "body": "
                                                                                                                            Assuming a regular <input type=text> text-box with data in it.  
                                                                                                                            \n\n
                                                                                                                            Is it possible to detect (via JavaScript) the position of the text-coursor inside that text-box?  
                                                                                                                            \n\n
                                                                                                                            I am able to detect an ARROW LEFT or ARROW RIGHT keydown event - but how to detect the cursor location?  
                                                                                                                            \n\n
                                                                                                                            Why I need this:  
                                                                                                                            \n\n
                                                                                                                            I have a dynamic text-box here: http://vidasp.net/tinydemos/dynamic-textbox.html
                                                                                                                            \nIt works great, however there are two scenarios that I would like to fix:  
                                                                                                                            \n\n
                                                                                                                              \n
                                                                                                                            1. when the cursor is at the beginning of the text-box and the user presses BACKSPACE 
                                                                                                                              2. \n
                                                                                                                            2. when the cursor is at the end of the text-box and the user presses DELETE 
                                                                                                                              3. \n
                                                                                                                            \n\n
                                                                                                                            (In both cases, the text-box must contain data for the effect to be observable.)
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "this"
+      ],
+      "answer_count": 4,
+      "accepted_answer_id": 6413378,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6413356/timeline",
+      "question_comments_url": "/questions/6413356/comments",
+      "question_answers_url": "/questions/6413356/answers",
+      "question_id": 6413356,
+      "owner": {
+        "user_id": 653897,
+        "user_type": "registered",
+        "display_name": "Briz",
+        "reputation": 161,
+        "email_hash": "1f396684d672cf556c9e1532c1e0af0a"
+      },
+      "creation_date": 1308582435,
+      "last_activity_date": 1308582807,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 62,
+      "score": 0,
+      "community_owned": false,
+      "title": "What is the \"this\" in an example JS function?",
+      "body": "
                                                                                                                            Below is the entire contents of a JS/JQuery file. I didn't write it, but I'm trying to add on to it. I am having trouble understanding what this is referring to. I haven't seen functions set up in this style before (SmartPhone = function() {})
                                                                                                                            \n\n
                                                                                                                            SmartPhone = function()\n{\n    this.miniMap = new GameModeMap();\n\n    this.init = function()\n    {\n        var self=this;\n        var $PhoneContainer = $(\"#PhoneContainer\");\n        $PhoneContainer.append(\"<div id='PhoneScreen'></div>\");\n        $PhoneContainer.append(\"<div class='PhoneButton'></div>\");\n        $('.PhoneButton').click(function(){self.toggleClicked()});\n\n        this.miniMap.init(\"#PhoneScreen\");\n\n        //append the appMenu\n        $(\"#PhoneScreen\").append(\"<div id='AppMenu'></div>\");\n        $(\"#AppMenu\").hide();\n        initMenu();\n        //toggleClicked();\n    }\n\n    this.toggleClicked = function() \n    {\n        console.log(this);\n        $('#PhoneContainer').toggleClass ('clicked');\n        $('#PhoneScreen').toggleClass ('vertical');\n        this.miniMap.toggle();\n        $('#AppMenu').toggle();\n    }\n\n    this.init();\n}\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "visual-studio-2008"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413416/timeline",
+      "question_comments_url": "/questions/6413416/comments",
+      "question_answers_url": "/questions/6413416/answers",
+      "question_id": 6413416,
+      "owner": {
+        "user_id": 783175,
+        "user_type": "registered",
+        "display_name": "FishBasketGordo",
+        "reputation": 206,
+        "email_hash": "1a033f15f829f9d5b590a40dccc66559"
+      },
+      "creation_date": 1308582722,
+      "last_activity_date": 1308582722,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 11,
+      "score": 0,
+      "community_owned": false,
+      "title": "How to sort page elements by z-index while debugging?",
+      "body": "
                                                                                                                            I'm debugging a JavaScript method on an ASP.NET 3.5 web site using jQuery in Visual Studio 2008. As a sanity check, I would like to look at a list of the page elements sorted by z-index. What's a good/easy way to do this? I would prefer an expression that I can input into the Watch window, but I'm open to other suggestions.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "html",
+        "html5",
+        "geolocation"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412566/timeline",
+      "question_comments_url": "/questions/6412566/comments",
+      "question_answers_url": "/questions/6412566/answers",
+      "question_id": 6412566,
+      "owner": {
+        "user_id": 635784,
+        "user_type": "registered",
+        "display_name": "Codecraft",
+        "reputation": 861,
+        "email_hash": "e4a1f83ad5fb19e0cfef8d818c4a02c6"
+      },
+      "creation_date": 1308579152,
+      "last_edit_date": 1308582704,
+      "last_activity_date": 1308582704,
+      "up_vote_count": 2,
+      "down_vote_count": 0,
+      "view_count": 16,
+      "score": 2,
+      "community_owned": false,
+      "title": "Determining whether html5 geolocation function is available AND whether it knows where you are?",
+      "body": "
                                                                                                                            I'm experimenting with HTML5 geolocation, and embedded a small test script into a page to return my present co-ordinates.
                                                                                                                            \n\n
                                                                                                                            The current application I have in mind for using this is as a 'nice to have' feature on site i'm working on - it includes a 'find my nearest' lookup on some locations, and I figured that if you had a location aware device, I could easily include 'to my current location' alongside the normal 'to my postal/zip code'.  I'm not interested in loading a bunch of extra libraries and fallbacks for such a small and non-essential feature.  If you have a capable device, great, if not, you won't ever see the option.
                                                                                                                            \n\n
                                                                                                                            So I tried the script on an iPad, and as expected - I was prompted for permission to use my present location, to which I agreed, and my test script returned my present location.  Total win.
                                                                                                                            \n\n
                                                                                                                            I tried the same on my desktop, since i'm using Firefox 4 and its a HTML5 compliant browser.  It asked me if I wanted to share my location, and then promptly returned the error that it didn't know my location (because its a desktop computer and has no GPS).  I thought this rendered the original question of 'do you want to share your location' somewhat pointless - it could needlessly annoy people who might have thought they could use a feature that they in fact can't.
                                                                                                                            \n\n
                                                                                                                            So, what is a reliable technique to detect if:
                                                                                                                            \n\n
                                                                                                                            \n  
                                                                                                                            a) The browser can access HTML5 geolocation 
                                                                                                                            \n  \n  
                                                                                                                            AND 
                                                                                                                            \n  \n  
                                                                                                                            b) The browser knows or can find out what the users location is.
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            Without actually calling the geolocation function beforehand, and asking the user an annoying, and unnecessary question?
                                                                                                                            \n\n
                                                                                                                            For a) i'm simply using:
                                                                                                                            \n\n
                                                                                                                            if (navigator.geolocation) {\n     navigator.geolocation.getCurrentPosition(showCoords,handleGeoErrors);    \n}\n
                                                                                                                            \n\n
                                                                                                                            But for b) the only answer I have involves having called getCurrentPosition, which triggers the question to the user.
                                                                                                                            \n\n
                                                                                                                            Any thoughts on this, anyone?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "arrays",
+        "json",
+        "parsing"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6403354/timeline",
+      "question_comments_url": "/questions/6403354/comments",
+      "question_answers_url": "/questions/6403354/answers",
+      "question_id": 6403354,
+      "owner": {
+        "user_id": 773110,
+        "user_type": "registered",
+        "display_name": "zalath",
+        "reputation": 1,
+        "email_hash": "7cc5677dd2e2f4d1cc7b86c52d053ae8"
+      },
+      "creation_date": 1308497730,
+      "last_edit_date": 1308498024,
+      "last_activity_date": 1308582656,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 59,
+      "score": 0,
+      "community_owned": false,
+      "title": "javascript : parsing multi-level json array",
+      "body": "
                                                                                                                            I have a asp.net web service that returns a multi-level array.
                                                                                                                            \n\n
                                                                                                                            the json string is parse using the json2.js lib :
                                                                                                                            \n\n
                                                                                                                            var donnee = JSON.parse(msg.d);\n
                                                                                                                            \n\n
                                                                                                                            the 1st level parsing is ok but the 2nd level array (data) remains as an array of objects
                                                                                                                            \n\n
                                                                                                                            \n  
                                                                                                                            ? donnee[0]
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            {...}\ncolor: \"#0000CD\"\ndata: [[object Object],[object Object]]\nlabel: \"formol\"\ntype: \"traitement\"\n
                                                                                                                            \n\n
                                                                                                                            \n  
                                                                                                                            ? donnee[0].data
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            [[object Object],[object Object]]\n[0]: {...}\n[1]: {...}\n
                                                                                                                            \n\n
                                                                                                                            \n  
                                                                                                                            ? donnee[0].data[0]
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            {...}\n_l: \"\"\n_x: 7\n_y: 25\n
                                                                                                                            \n\n
                                                                                                                            whereas I need an array of data e.g.
                                                                                                                            \n\n
                                                                                                                            \n  
                                                                                                                            ? donnee[0]
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            {...}\nlabel: \"traitement formol 2\"\ntype: \"traitement\"\ncolor: \"#0000CD\"\ndata: [7,25,,7,40,formol]\n
                                                                                                                            \n\n
                                                                                                                            \n  
                                                                                                                            ? donnee[0].data
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            [7,25,,7,40,formol]\n[0]: [7,25,]\n[1]: [7,40,formol]\n
                                                                                                                            \n\n
                                                                                                                            \n  
                                                                                                                            ? donnee[0].data[0] 
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            [7,25,]\n[0]: 7\n[1]: 25\n[2]: \"\"\n
                                                                                                                            \n\n
                                                                                                                            what is the best way to decode/parse all the levels of the json string at once ?
                                                                                                                            \n\n
                                                                                                                            best regards
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "ajax",
+        "post"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6174688/timeline",
+      "question_comments_url": "/questions/6174688/comments",
+      "question_answers_url": "/questions/6174688/answers",
+      "question_id": 6174688,
+      "owner": {
+        "user_id": 755464,
+        "user_type": "registered",
+        "display_name": "user755464",
+        "reputation": 11,
+        "email_hash": "31cbea1bc9ec690e95a60826eb6328a5"
+      },
+      "creation_date": 1306748840,
+      "last_edit_date": 1308582527,
+      "last_activity_date": 1308582527,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 35,
+      "score": 0,
+      "community_owned": false,
+      "title": "jquery ajax post call issue with special chracters [solved]",
+      "body": "
                                                                                                                            Solution: i guess the problem was related to firefox as a browser. I solved making the ajax call pass through a php proxy..
                                                                                                                            \n\n
                                                                                                                            i have a form with two data fields (a checkbox and a textarea) sent via an ajax call. \nThe tomcat server response is an html page with some javascript code in it. I must use the POST method given the amount of data to be sent (if i could use GET i woud not have this issue!).\nThe problem arises if i send accented characters (èàòù) throught the textarea, for which i get weird question marks in place of them.\nFrom the firebug console i can see that both sent and received data are utf-8 encoded:
                                                                                                                            \n\n
                                                                                                                            SENT DATA: Content-Type application/x-www-form-urlencoded; charset=UTF-8 \nRECEIVED DATA: text/html;charset=UTF-8
                                                                                                                            \n\n
                                                                                                                            The problem does not show in chrome or IE, but only in firefox and on all browsers on mac. HAve anybody any suggestione about this?
                                                                                                                            \n\n
                                                                                                                            Thanks\nVitto
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413240/timeline",
+      "question_comments_url": "/questions/6413240/comments",
+      "question_answers_url": "/questions/6413240/answers",
+      "question_id": 6413240,
+      "owner": {
+        "user_id": 414847,
+        "user_type": "registered",
+        "display_name": "Rene Zammit",
+        "reputation": 45,
+        "email_hash": "07647a7ad89294eb2527e03afb5e450a"
+      },
+      "creation_date": 1308581976,
+      "last_activity_date": 1308582489,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 11,
+      "score": 0,
+      "community_owned": false,
+      "title": "seperate validation of two forms with jquery",
+      "body": "
                                                                                                                            I have two forms in one page and i would like to validate each form seperatly DEPENDING on what the user fills. So basically the user must fill only ONE form and NOT both of them...SO basically if the user fills up form number 1, the validation will be on form 1 ONLY..
                                                                                                                            \n\n
                                                                                                                            Below please find the code of both forms:
                                                                                                                            \n\n
                                                                                                                                <form action=\"/registration.flow\" method=\"post\"  id=\"formElem1\"  name=\"formElem1\" autocomplete='off'>\n  <label for=\"Name_First\">First Name:</label>\n  <input type=\"text\" name=\"Name_First\" id=\"Name_First\" value=\"\" class=\"required\" maxlength=\"128\"  />\n  <label for=\"Name_Last\">Last Name:</label>\n  <input type=\"text\" name=\"Name_Last\" id=\"Name_Last\" value=\"\" class=\"required\" maxlength=\"128\" />\n\n  <button id=\"registerButton\" type=\"submit\">Register</button>\n</form>\n\n\n<form action=\"/registration.flow\" method=\"post\"  id=\"formElem2\"  name=\"formElem2\" autocomplete='off'>\n  <label for=\"Name_First\">First Name:</label>\n  <input type=\"text\" name=\"Name_First\" id=\"Name_First\" value=\"\" class=\"required\" maxlength=\"128\"  />\n  <label for=\"Name_Last\">Last Name:</label>\n  <input type=\"text\" name=\"Name_Last\" id=\"Name_Last\" value=\"\" class=\"required\" maxlength=\"128\" />\n\n   <button id=\"registerButton\" type=\"submit\">Register</button>\n</form>\n
                                                                                                                            \n\n
                                                                                                                            Can someone help me please?? THANKS
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "coffeescript"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412151/timeline",
+      "question_comments_url": "/questions/6412151/comments",
+      "question_answers_url": "/questions/6412151/answers",
+      "question_id": 6412151,
+      "owner": {
+        "user_id": 353998,
+        "user_type": "registered",
+        "display_name": "magicshui",
+        "reputation": 53,
+        "email_hash": "61848af6a10034cf09426b843e01efc3"
+      },
+      "creation_date": 1308577423,
+      "last_activity_date": 1308582484,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 26,
+      "score": 0,
+      "community_owned": false,
+      "title": "why does the bracket works in coffeescript when bugs came",
+      "body": "
                                                                                                                            If i want to get a js code like this which compiles from coffeescript:
                                                                                                                            \n\n
                                                                                                                              var sortableTodos = new Sortables(\"todo-list\", {\nconstrain: true,\nclone: true,\nhandle: \".todo-content\",\nonComplete: function(ele){\n  sortableTodos.serialize(false, function(element, index){\n    todo = Todos.get(element.getProperty(\"id\").replace(\"todo-\", \"\"));\n    todo.save({\"order\": index});\n  });\n}\n});\n
                                                                                                                            \n\n
                                                                                                                            I can't write coffee code like below:
                                                                                                                            \n\n
                                                                                                                            sortableTodos = new Sortables(\n\"todo-list\"\n(\n    constrain: true\n    handle: '.todo-content'\n    onComplete:(ele)->\n        sortableTodos.serialize false, (element,index)->\n                todo = Todos.get(element.getProperty(\"id\")).replace(\"todo-\",\"\")\n                todo.save(\"order\":index)\n\n)   \n   )\n
                                                                                                                            \n\n
                                                                                                                            but the following works(it got brackets after onComplete)
                                                                                                                            \n\n
                                                                                                                            sortableTodos = new Sortables(\n\"todo-list\"\n(\n    constrain: true\n    handle: '.todo-content'\n    onComplete:((ele)->\n        sortableTodos.serialize false, (element,index)->\n                todo = Todos.get(element.getProperty(\"id\")).replace(\"todo-\",\"\")\n                todo.save(\"order\":index)\n               )\n)   \n  )  \n
                                                                                                                            \n\n
                                                                                                                            I don't know why?Is it a bug? 
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "flash",
+        "hash",
+        "webgl",
+        "sha256"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6395651/timeline",
+      "question_comments_url": "/questions/6395651/comments",
+      "question_answers_url": "/questions/6395651/answers",
+      "question_id": 6395651,
+      "owner": {
+        "user_id": 45974,
+        "user_type": "registered",
+        "display_name": "Tom",
+        "reputation": 1068,
+        "email_hash": "04361eba6e039eecdd3458e2545f03e6"
+      },
+      "creation_date": 1308396487,
+      "last_activity_date": 1308582417,
+      "up_vote_count": 3,
+      "down_vote_count": 0,
+      "view_count": 46,
+      "score": 3,
+      "community_owned": false,
+      "title": "Is it possible to calculate sha256 hashes in the browser using the user's video card, eg. by using WebGL or Flash?",
+      "body": "
                                                                                                                            Is it possible to calculate sha256 hashes in the browser using the user's video card, eg. by using WebGL or Flash?
                                                                                                                            \n\n
                                                                                                                            I'm afraid this is all there is to ask, but if more elaboration is needed please do not hesitate to tell me in a comment.
                                                                                                                            \n\n
                                                                                                                            Thanks.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "java",
+        "javascript",
+        "web-services",
+        "redirect",
+        "login"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6412531,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6412428/timeline",
+      "question_comments_url": "/questions/6412428/comments",
+      "question_answers_url": "/questions/6412428/answers",
+      "question_id": 6412428,
+      "owner": {
+        "user_id": 769655,
+        "user_type": "registered",
+        "display_name": "ZKSteffel",
+        "reputation": 172,
+        "email_hash": "3939a271af7fae22f6400b61c0d14c73"
+      },
+      "creation_date": 1308578567,
+      "last_activity_date": 1308582340,
+      "up_vote_count": 3,
+      "down_vote_count": 0,
+      "view_count": 44,
+      "score": 3,
+      "community_owned": false,
+      "title": "Login page redirection in Java and Javascript",
+      "body": "
                                                                                                                            Ok, so I've got an interesting case of login page redirection going on.
                                                                                                                            \nMy webservice has a login page (login.html) with some javascript to handle logging in and redirecting to a hardcoded 'default' page. The webservice is written in Java with a servlet filter handling redirection if a user is unauthenticated (so if a user tries to access domain/statistics without being logged in, they are directed to domain/login.html). The redirection from the protected services works: I can redirect to the login page and once a user is authenticated, redirect them to a default page.  I am having issues, however, redirecting to the previous page.
                                                                                                                            \nI know this is usually handled with the argument document.referrer in the Javascript, which I have tried, but due to the Java's redirection with response.sendRedirect, the Referer header is not sent.  
                                                                                                                            \n\n
                                                                                                                            How can I get these two aspects to redirect to the previously called page?  Is it something I need to add on the Javascript side, the Java side, or both?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "html",
+        "css",
+        "menu"
+      ],
+      "answer_count": 2,
+      "accepted_answer_id": 6412674,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6294393/timeline",
+      "question_comments_url": "/questions/6294393/comments",
+      "question_answers_url": "/questions/6294393/answers",
+      "question_id": 6294393,
+      "owner": {
+        "user_id": 658809,
+        "user_type": "registered",
+        "display_name": "Ryan Sammut",
+        "reputation": 91,
+        "email_hash": "72bfcaf32b3480f5cecb438684cabb92"
+      },
+      "creation_date": 1307629500,
+      "last_edit_date": 1308141521,
+      "last_activity_date": 1308582283,
+      "up_vote_count": 0,
+      "down_vote_count": 1,
+      "view_count": 56,
+      "score": -1,
+      "community_owned": false,
+      "title": "Navigation Menu Hover Effect only on a Particular Occasion",
+      "body": "
                                                                                                                            I need the exact effect of this website's navigation menu http://recruitmentmalta.com/ptowers/ but in neater code. This code was generated with a tool which converts from PSD to HTML/CSS and basically created a bunch of useless code. I know how to make that menu, except for the part where the Shop Now effect should turn off only if the contact is hovered over.
                                                                                                                            \n\n
                                                                                                                            Any ideas of how I can recreate that hovering off effect when I hover over the contact button (when Shop Now gets turned off)? 
                                                                                                                            \n\n
                                                                                                                            This is what I have done so far to give you an idea
                                                                                                                            \n\n
                                                                                                                                <ul>\n        <li id=\"homeButton\"> <img src=\"images/home.png\" onmouseout=\"this.src='images/home.png'\" onmouseover=\"this.src='images/homeHover.png'\" width=\"115\" height=\"55\" alt=\"home\" /></li>\n        <li id=\"aboutButton\"> <img src=\"images/about.png\" onmouseout=\"this.src='images/about.png'\" onmouseover=\"this.src='images/aboutHover.png'\" width=\"115\" height=\"55\" alt=\"about\" /></li>\n        <li id=\"newsButton\"> <img src=\"images/news.png\" onmouseout=\"this.src='images/news.png'\" onmouseover=\"this.src='images/newsHover.png'\" width=\"115\" height=\"55\" alt=\"news\" /></li>\n        <li id=\"brandsButton\"> <img src=\"images/brands.png\" onmouseout=\"this.src='images/brands.png'\" onmouseover=\"this.src='images/brandsHover.png'\" width=\"115\" height=\"55\" alt=\"brands\" /></li>\n        <li id=\"storesButton\"> <img src=\"images/stores.png\" onmouseout=\"this.src='images/stores.png'\" onmouseover=\"this.src='images/storesHover.png'\" width=\"115\" height=\"55\" alt=\"stores\" /></li>\n        <li id=\"careersButton\"> <img src=\"images/careers.png\" onmouseout=\"this.src='images/careers.png'\" onmouseover=\"this.src='images/careersHover.png'\" width=\"115\" height=\"55\" alt=\"careers\" /></li>\n        <li id=\"contactButtonMenu\"> <img src=\"images/contactButton.png\" onmouseout=\"this.src='images/contactButton.png'\" onmouseover=\"this.src='images/contactButtonHover.png'\"  width=\"115\" height=\"55\" alt=\"contact\" /></li>\n        <li id=\"shopNowButton\"> <img src=\"images/shopNowHover.png\" width=\"114\" height=\"53\" alt=\"Shop Now\" /> </li>\n    </ul>\n
                                                                                                                            \n\n
                                                                                                                            This is my JS Fiddle Link: http://jsfiddle.net/GHHJM/
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "html",
+        "replace",
+        "body"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6411169/timeline",
+      "question_comments_url": "/questions/6411169/comments",
+      "question_answers_url": "/questions/6411169/answers",
+      "question_id": 6411169,
+      "owner": {
+        "user_id": 806325,
+        "user_type": "registered",
+        "display_name": "Mohummad Abdullah",
+        "reputation": 1,
+        "email_hash": "be926689bf46ab9f3b0331cc985c469b"
+      },
+      "creation_date": 1308573088,
+      "last_edit_date": 1308582247,
+      "last_activity_date": 1308582247,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 35,
+      "score": 0,
+      "community_owned": false,
+      "title": "Javascript replace undefined error ends but not replace continues",
+      "body": "
                                                                                                                            Friends i got success with this piece of code:
                                                                                                                            \n\n
                                                                                                                            var avidno = '800.123.1234';\nvar bodytext = document.body.innerHTML;\nvar newbodytext;\nfunction validate () {\nvar regex = /^\\(?([0-9]{3})\\)?[-. ]?([0-9]{3})[-. ]?([0-9]{4})$/;\n\nif (regex.test(avidno)) {\n    alert('bingo');\n    var avidno_new = '<span>'+avidno+'</span>';\n    var newbodytext = bodytext.replace(new RegExp(avidno, \"g\"), avidno_new);\n    document.body.innerHTML = newbodytext;\n    // Valid international phone number\n} else {\n    alert('uupss');\n    // Invalid international phone number\n}\n}\nvalidate();\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "android"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/3802824/timeline",
+      "question_comments_url": "/questions/3802824/comments",
+      "question_answers_url": "/questions/3802824/answers",
+      "question_id": 3802824,
+      "owner": {
+        "user_id": 459357,
+        "user_type": "unregistered",
+        "display_name": "Krishnakumar",
+        "reputation": 1,
+        "email_hash": "cb35faaf6bb76341164d7568101e394c"
+      },
+      "creation_date": 1285582330,
+      "last_edit_date": 1285592315,
+      "last_activity_date": 1308582222,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 164,
+      "score": 0,
+      "community_owned": false,
+      "title": "Problem opening page with javascript pop ups in android webview",
+      "body": "
                                                                                                                            I am very new to both Android WebKit and JavaScript. I have a web page with 3 links (say A,B,C). When I open that page on my PC browser(Chrome) and click on the links, A opens in the same browser window, whereas B and C pops up a new window. In my android application I am \nloading the original URL in a WebView. I have implemented my WebViewClient and overridden the shouldOverrideUrlLoading. I am getting the call to shouldOverrideUrlLoading whenever I click on A, but not getting it when I click on B or C? 
                                                                                                                            \n\n
                                                                                                                            I went through the page source and it looks like the 2 links that are \nnot supported are opened as IFRAMEs. are IFRAMEs supported by WebView? 
                                                                                                                            \n\n
                                                                                                                            Thanks 
                                                                                                                            \n\n
                                                                                                                            KK
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "string-manipulation"
+      ],
+      "answer_count": 2,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412993/timeline",
+      "question_comments_url": "/questions/6412993/comments",
+      "question_answers_url": "/questions/6412993/answers",
+      "question_id": 6412993,
+      "owner": {
+        "user_id": 806849,
+        "user_type": "unregistered",
+        "display_name": "Dom",
+        "reputation": 1,
+        "email_hash": "8d7165905cf94796ea496370004f8520"
+      },
+      "creation_date": 1308580967,
+      "last_activity_date": 1308581830,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 36,
+      "score": 0,
+      "community_owned": false,
+      "title": "How do I remove the hyphens in this string (more complex than it sounds!)",
+      "body": "
                                                                                                                            I must first confess that I understand very little JS and this is a bastardised version of some code I picked up elsewhere. Essentially it runs through a collection of list-items and extracts their class names (which are being populated by a CMS to reflect for example \"Brand\" or \"Manufacturer\") builds them into a string, splits the string into arrays and dedupes them. It then creates a list of unique check boxes based on the class name which, when selected or deselected, filters the list-items on the page using jquery.
                                                                                                                            \n\n
                                                                                                                            My problem is, that because the string of class names is being split by a 'space' if the value of the class consists of multiple-words the values populating the class must be hyphenated. 
                                                                                                                            \n\n
                                                                                                                            BUT... when the label for the checkbox is generated on the page by the script I wonder if it is possible to remove the hyphen without upsetting the logic generating it.
                                                                                                                            \n\n
                                                                                                                            Here is the code I have so far, if you drop this into an HTML file you will see how it works (the jquery file is hosted elsewhere).
                                                                                                                            \n\n
                                                                                                                            Any help would be highly appreciated!
                                                                                                                            \n\n
                                                                                                                            <!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 4.01//EN\" \"http://www.w3.org/TR/html4/strict.dtd\"> \n<html>\n<head>\n\n<script type=\"text/javascript\" src=\"http://www.chewbz.com/jquery-1.4.3.min.js\"></script>\n<script type=\"text/javascript\"> \n/**\n * Removes duplicates in the array 'a'\n */\nfunction unique(a) {\n    tmp = new Array(0);\n    for(i=0;i<a.length;i++){\n        if(!contains(tmp, a[i])){\n            tmp.length+=1;\n            tmp[tmp.length-1]=a[i];\n        }\n    }\n    return tmp;\n}\n\n/**\n * Returns true if 's' is contained in the array 'a'\n */\n\nfunction contains(a, e) {\n    for(j=0;j<a.length;j++)if(a[j]==e)return true;\n    return false;\n}\n\n$(document).ready(function () {\n    // create a string of class names, \n    var stringOfClassNames = '';\n\n    // grab the class name of each list item to build that string\n    $('.filterThis > li').each( function (i) {\n        var thisClassString = $(this).attr('class');\n        stringOfClassNames = stringOfClassNames +' '+ thisClassString\n    });\n\n    // Trim spaces from the ends of that string:\n    stringOfClassNames = jQuery.trim(stringOfClassNames);\n\n    // convert the string to an array.\n    var arrayClasses = stringOfClassNames.split(' ');\n\n    // pull out only unique values from that array\n    arrayUniqueClasses = (unique(arrayClasses));\n\n    // we only want to create filters if there are multiple classes\n    if (arrayUniqueClasses.length > 1) {\n\n        // create box for filters\n        $('<div class=\"filters\" id=\"filters\"><\\/div>').insertBefore('.filterThis');\n\n        // create the filter checkboxes based on all the class names\n        $.each(arrayUniqueClasses, function() {\n            $('<div class=\"filter-options\"><input type=\"checkbox\" checked=\"checked\" value=\"'+this+'\" class=\"filter-checkbox\" id=\"filterID'+this+'\" />'+this+'<\\/div>').appendTo('.filters');\n        });\n\n        // create a 'show all' checkbox\n        $('<div class=\"filter-options-all\"><input type=\"checkbox\" checked=\"checked\" value=\"filterAll\" class=\"filter-checkbox\" id=\"filterIDall\" />Show All<\\/div>').appendTo('.filters');\n\n        // create a close button\n        $('<img src=\"\" id=\"filter-close\" onClick=\"document.getElementById(\\'filters\\').style.display = \\'none\\'\"><\\/div>').appendTo('.filters');\n\n        // the filter part\n        $('.filters input').click( function() {\n            var value= $(this).val();\n            if (value == 'filterAll') {\n                if ($(this).is(':checked')) {\n                    $('.filters input').attr('checked','checked');\n                    $('.filterThis li').fadeIn();\n                } else {\n                    var one=1;\n                }\n            } else {\n                stringValue = '.filterThis > li.'+value;\n                if ($(this).is(':checked')) {\n                    $(stringValue).fadeIn();\n                } else {\n                    $(stringValue).fadeOut();\n                    $('.filters #filterIDall').removeAttr('checked');\n                }\n            }\n        });\n    }\n});\n</script> \n\n</head>\n<body>\n\n<style>\n<!-- \nul.filterThis {\nlist-style-type:none;\n}\nul.filterThis li {\nwidth:200px;height:200px;background:#eee;border:solid 1px #ccc;float:left;margin:10px;\n}\n-->\n</style>\n\n<ul class=\"filterThis\">\n\n    <li class=\"Medium-Jars\">\n        <div class=\"product-container\">\n        Medium Jars\n        </div>\n    </li>\n\n    <li class=\"Large-Jars\">\n        <div class=\"product-container\">\n        Large Jars\n        </div>\n    </li>\n\n    <li class=\"Sweets\">\n        <div class=\"product-container\">\n        Sweets\n        </div>\n    </li>\n\n    <li class=\"Medium-Jars\">\n        <div class=\"product-container\">\n        Medium Jars\n        </div>\n    </li>\n\n    <li class=\"Sweets\">\n        <div class=\"product-container\">\n        Sweets\n        </div>\n    </li>\n\n</ul>\n\n\n</body>\n\n</html>\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery"
+      ],
+      "answer_count": 1,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6403728/timeline",
+      "question_comments_url": "/questions/6403728/comments",
+      "question_answers_url": "/questions/6403728/answers",
+      "question_id": 6403728,
+      "owner": {
+        "user_id": 484082,
+        "user_type": "registered",
+        "display_name": "blasteralfred",
+        "reputation": 505,
+        "email_hash": "cd867e89325fe74445707fb6b4364be8"
+      },
+      "creation_date": 1308502054,
+      "last_edit_date": 1308581714,
+      "last_activity_date": 1308581714,
+      "up_vote_count": 0,
+      "down_vote_count": 1,
+      "view_count": 50,
+      "score": -1,
+      "community_owned": false,
+      "title": "Set table cell width using Javascript - jQuery",
+      "body": "
                                                                                                                            I have a table as below;
                                                                                                                            \n\n
                                                                                                                            <table style=\"width: 100%\">\n<tr>\n<td style=\"width: 30px\">cell</td>\n<td class=\"cell\">cell</td>\n<td class=\"cell\">cellcell</td>\n<td class=\"cell\">cellcellcell</td>\n<td class=\"cell\">cellcellcellcell</td>\n<td class=\"cell\">cellcellcellcellcell</td>\n<td class=\"cell\">cellcellcellcellcellcell</td>\n<td style=\"width: 30px\">cell</td>\n</tr>\n</table>\n
                                                                                                                            \n\n
                                                                                                                            The table is designed to stretch to screen (or a div having specific width). I want equal width for all cells having class=\"cell\" and this works well when the character length of text in all cells having class=\"cell\" are equal. But, I want to fix the cell width even if the character lengths of contents in class=\"cell\" are different. 
                                                                                                                            \n\n
                                                                                                                            Also you can see that the first and last cells have fixed width, in pixels and others cell widths are to be calculated on the basis of percentage .. I want equal width for all cells (except first and last with fixed width in pixels).
                                                                                                                            \n\n
                                                                                                                            I think this can be done using javascript with the help of jQuery, by calculating the table cell widths on document ready, and then adding some function using on window resize and thereby calculating cell widths. The cell widths will be (tablewidth in px - 60px)/6 I am a beginner and I don't know much.. How can i do this using jQuery and (or) javascript.
                                                                                                                            \n\n
                                                                                                                            It will be very helpful if someone make me a fiddle..
                                                                                                                            \n\n
                                                                                                                            Thanks in advance..
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript"
+      ],
+      "answer_count": 5,
+      "favorite_count": 2,
+      "question_timeline_url": "/questions/6412589/timeline",
+      "question_comments_url": "/questions/6412589/comments",
+      "question_answers_url": "/questions/6412589/answers",
+      "question_id": 6412589,
+      "owner": {
+        "user_id": 206403,
+        "user_type": "registered",
+        "display_name": "Rocket",
+        "reputation": 9270,
+        "email_hash": "31975d063f893b2551f6f7d5ed6bfa8e"
+      },
+      "creation_date": 1308579273,
+      "last_activity_date": 1308581680,
+      "up_vote_count": 4,
+      "down_vote_count": 0,
+      "view_count": 46,
+      "score": 4,
+      "community_owned": false,
+      "title": "Set length property of JavaScript object",
+      "body": "
                                                                                                                            Let's say I have a JavaScript object:
                                                                                                                            \n\n
                                                                                                                            function a(){\n    var A = [];\n    this.length = function(){\n        return A.length;\n    };\n    this.add = function(x){\n        A.push(x);\n    };\n    this.remove = function(){\n        return A.pop();\n    };\n};\n
                                                                                                                            \n\n
                                                                                                                            I can use it like so:
                                                                                                                            \n\n
                                                                                                                            var x = new a();\nx.add(3);\nx.add(4);\nalert(x.length()); // 2\nalert(x.remove()); // 4\nalert(x.length()); // 1\n
                                                                                                                            \n\n
                                                                                                                            I was trying to make .length not a function, so I could access it like this: x.length, but I've had no luck in getting this to work.
                                                                                                                            \n\n
                                                                                                                            I tried this, but it outputs 0, because that's the length of A at the time:
                                                                                                                            \n\n
                                                                                                                            function a(){\n    var A = [];\n    this.length = A.length;\n    //rest of the function...\n};\n
                                                                                                                            \n\n
                                                                                                                            I also tried this, and it also outputs 0:
                                                                                                                            \n\n
                                                                                                                            function a(){\n    var A = [];\n    this.length = function(){\n        return A.length;\n    }();\n    //rest of the function...\n};\n
                                                                                                                            \n\n
                                                                                                                            How do I get x.length to output the correct length of the array inside in the object?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "prototypejs"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412259/timeline",
+      "question_comments_url": "/questions/6412259/comments",
+      "question_answers_url": "/questions/6412259/answers",
+      "question_id": 6412259,
+      "owner": {
+        "user_id": 789241,
+        "user_type": "unregistered",
+        "display_name": "ken",
+        "reputation": 16,
+        "email_hash": "e4a035242c5843420c0c1bf20daddb97"
+      },
+      "creation_date": 1308577835,
+      "last_edit_date": 1308581548,
+      "last_activity_date": 1308581548,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 42,
+      "score": 1,
+      "community_owned": false,
+      "title": "Prototype.js error - 'undefined' is null or not an object",
+      "body": "
                                                                                                                            I am getting following error in Prototype.js
                                                                                                                            \n\n
                                                                                                                            'undefined' is null or not an object line 5557 char 5\n
                                                                                                                            \n\n
                                                                                                                            which is this:
                                                                                                                            \n\n
                                                                                                                            var respondersForEvent = registry.get(eventName);\n    if (Object.isUndefined(respondersForEvent)) {\n      respondersForEvent = [];\n      registry.set(eventName, respondersForEvent);\n    }\n
                                                                                                                            \n\n
                                                                                                                            How can i fix this?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "content",
+        "clipboard",
+        "paste"
+      ],
+      "answer_count": 3,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6413036/timeline",
+      "question_comments_url": "/questions/6413036/comments",
+      "question_answers_url": "/questions/6413036/answers",
+      "question_id": 6413036,
+      "owner": {
+        "user_id": 151377,
+        "user_type": "registered",
+        "display_name": "Gabriele Cirulli",
+        "reputation": 305,
+        "email_hash": "76706ad194800ea2645a109190baa5a4"
+      },
+      "creation_date": 1308581144,
+      "last_activity_date": 1308581461,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 13,
+      "score": 0,
+      "community_owned": false,
+      "title": "Get current clipboard content?",
+      "body": "
                                                                                                                            I'd like to know a way to make my script detect the content of the clipboard and paste it into a text field when the page is opened, with no input from the user. How can it be done?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "jquery-plugins"
+      ],
+      "answer_count": 5,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412997/timeline",
+      "question_comments_url": "/questions/6412997/comments",
+      "question_answers_url": "/questions/6412997/answers",
+      "question_id": 6412997,
+      "owner": {
+        "user_id": 806850,
+        "user_type": "unregistered",
+        "display_name": "Rob",
+        "reputation": 1,
+        "email_hash": "d4f2c42b9bf234c7c5e5c6af0fb373a3"
+      },
+      "creation_date": 1308580980,
+      "last_activity_date": 1308581418,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 33,
+      "score": 0,
+      "community_owned": false,
+      "title": "Add divs between divs in jQuery",
+      "body": "
                                                                                                                            I'm working with a great jQuery plugin (booklet), and pages of the booklet are defined as so:
                                                                                                                            \n\n
                                                                                                                            <div id=\"mybook2\">\n    <div class=\"b-load\">\n        <div> \n            <h3>Yay, Page 1!</h3>\n        </div>\n        <div> \n            <h3>Yay, Page 2!</h3>\n        </div>\n        <div> \n            <h3>Yay, Page 3!</h3>\n        </div>\n        <div> \n            <h3>Yay, Page 4!</h3>\n        </div>\n    </div>\n</div>\n
                                                                                                                            \n\n
                                                                                                                            I want to add a div before each one of the pages (all the divs in div class=\"b-load\").
                                                                                                                            \n\n
                                                                                                                            How would I add it? .prepend? I'm not sure what to do here, I've never worked with jQuery or javascript at all, really.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "count",
+        "script"
+      ],
+      "answer_count": 4,
+      "accepted_answer_id": 6411767,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6411637/timeline",
+      "question_comments_url": "/questions/6411637/comments",
+      "question_answers_url": "/questions/6411637/answers",
+      "question_id": 6411637,
+      "owner": {
+        "user_id": 581345,
+        "user_type": "registered",
+        "display_name": "Tobias",
+        "reputation": 37,
+        "email_hash": "56ad21e0912e6810378c035c51dcc46e"
+      },
+      "creation_date": 1308575424,
+      "last_edit_date": 1308581410,
+      "last_activity_date": 1308581410,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 56,
+      "score": 1,
+      "community_owned": false,
+      "title": "Javascript count number of steps",
+      "body": "
                                                                                                                            How can I count number of steps between different numbers.
                                                                                                                            \n\n
                                                                                                                            I have a method that takes a number and runs a code snippet with the number. I need to see if the number is the number right next to the other or two steps, three steps, four steps over or below etc.
                                                                                                                            \n\n
                                                                                                                            Ex. I send a number of 1 to the method. The next number sent is 4. I then need to find out how many steps over one it is etc in this case 3 steps over 1 should be the result.
                                                                                                                            \n\n
                                                                                                                            Any clues?  
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "ajax",
+        "rss"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412753/timeline",
+      "question_comments_url": "/questions/6412753/comments",
+      "question_answers_url": "/questions/6412753/answers",
+      "question_id": 6412753,
+      "owner": {
+        "user_id": 797954,
+        "user_type": "registered",
+        "display_name": "Jack Sharpe",
+        "reputation": 1,
+        "email_hash": "3dadeb26ed5bb578fc0385a8def93699"
+      },
+      "creation_date": 1308579981,
+      "last_edit_date": 1308580880,
+      "last_activity_date": 1308581345,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 22,
+      "score": 0,
+      "community_owned": false,
+      "title": "Ajax RSS reader",
+      "body": "
                                                                                                                            I am wanting to write a small application that can pull RSS feeds from any RSS feed url. if anyone could give me very basic help on how to achieve this?
                                                                                                                            \n\n
                                                                                                                            im only really starting out in the world on AJAX and this kinda stuff so any help would be appreciated. 
                                                                                                                            \n\n
                                                                                                                            Thanks 
                                                                                                                            \n\n
                                                                                                                            EDIT :- I am only trying to do this with Jquery and Ajax, I dont want to use PHP or any other server side code. 
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "ipad",
+        "ios",
+        "webview"
+      ],
+      "answer_count": 4,
+      "accepted_answer_id": 4462361,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/4460205/timeline",
+      "question_comments_url": "/questions/4460205/comments",
+      "question_answers_url": "/questions/4460205/answers",
+      "question_id": 4460205,
+      "owner": {
+        "user_id": 435413,
+        "user_type": "registered",
+        "display_name": "sod",
+        "reputation": 852,
+        "email_hash": "9239a13c2e8049a26f32fe3d4367b58c"
+      },
+      "creation_date": 1292498400,
+      "last_activity_date": 1308581270,
+      "up_vote_count": 2,
+      "down_vote_count": 0,
+      "view_count": 522,
+      "score": 2,
+      "community_owned": false,
+      "title": "detect ipad/iphone webview via javascript",
+      "body": "
                                                                                                                            Is there a way to differ via javascript if the website runs inside the ipad safari or inside an application WebView?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "html",
+        "dom"
+      ],
+      "answer_count": 11,
+      "accepted_answer_id": 78945,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/78932/timeline",
+      "question_comments_url": "/questions/78932/comments",
+      "question_answers_url": "/questions/78932/answers",
+      "question_id": 78932,
+      "owner": {
+        "user_id": 6340,
+        "user_type": "registered",
+        "display_name": "brass-kazoo",
+        "reputation": 1337,
+        "email_hash": "aeca5f30afc60a8429e24b9b42f8c9df"
+      },
+      "creation_date": 1221614884,
+      "last_edit_date": 1308581167,
+      "last_activity_date": 1308581167,
+      "up_vote_count": 3,
+      "down_vote_count": 0,
+      "view_count": 13743,
+      "score": 3,
+      "community_owned": false,
+      "title": "How do I programatically set the value of a select box element using javascript?",
+      "body": "
                                                                                                                            I have the following HTML select element:
                                                                                                                            \n\n
                                                                                                                            <select id=\"leaveCode\" name=\"leaveCode\">\n  <option value=\"10\">Annual Leave</option>\n  <option value=\"11\">Medical Leave</option>\n  <option value=\"14\">Long Service</option>\n  <option value=\"17\">Leave Without Pay</option>\n</select>\n
                                                                                                                            \n\n
                                                                                                                            Using a javascript function with the leave code number as a parameter, how do I select the appropriate option in the list?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "events",
+        "javascript-events"
+      ],
+      "answer_count": 5,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412863/timeline",
+      "question_comments_url": "/questions/6412863/comments",
+      "question_answers_url": "/questions/6412863/answers",
+      "question_id": 6412863,
+      "owner": {
+        "user_id": 516629,
+        "user_type": "registered",
+        "display_name": "pagewil",
+        "reputation": 950,
+        "email_hash": "cdee7bd13ac26fdbb617a4b74170c53c"
+      },
+      "creation_date": 1308580401,
+      "last_activity_date": 1308581131,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 27,
+      "score": 0,
+      "community_owned": false,
+      "title": "jQuery: Two elements using the same event function.",
+      "body": "
                                                                                                                            What is the best way to share one function between two different event handlers? I want the same outcome but some situation dependent variables will need to be defined within the function depending on which element was clicked.
                                                                                                                            \n\n
                                                                                                                            I could hack a solution but want to know the best practice for such a scenario. Simple problem must have a simple answer...
                                                                                                                            \n\n
                                                                                                                            EXAMPLE
                                                                                                                            \n\n
                                                                                                                            var onMyEvent = function(e){\n    if(click triggered from 'a'){\n        //do that \n    }  \n    if(click triggered from 'div'){\n        //do that\n    } \n}\n\n\n$('a').click(onMyEvent);\n$('div').click(onMyEvent);\n
                                                                                                                            \n\n
                                                                                                                            FIDDLE: http://jsfiddle.net/f6C92/
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "autocomplete",
+        "dojo",
+        "jquery-autocomplete"
+      ],
+      "answer_count": 0,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6396782/timeline",
+      "question_comments_url": "/questions/6396782/comments",
+      "question_answers_url": "/questions/6396782/answers",
+      "question_id": 6396782,
+      "owner": {
+        "user_id": 556124,
+        "user_type": "registered",
+        "display_name": "Boopathi Rajaa",
+        "reputation": 149,
+        "email_hash": "2596022781bb27a84583b7454954ee96"
+      },
+      "creation_date": 1308408565,
+      "last_edit_date": 1308580936,
+      "last_activity_date": 1308580936,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 14,
+      "score": 0,
+      "community_owned": false,
+      "title": "Facebook style autocomplete using dojo needed.",
+      "body": "
                                                                                                                            I found facebook style autocomplete using jQuery. But im using dojo framework for my web app. Can you suggest how to implement or any open source code available for autocomplete using dojo framework. ?
                                                                                                                            \n\n
                                                                                                                            Using jquery :
                                                                                                                            \n\n
                                                                                                                            http://devthought.com/wp-content/articles/autocompletelist/test.html
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "css",
+        "nan",
+        "parseint"
+      ],
+      "answer_count": 3,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6411636/timeline",
+      "question_comments_url": "/questions/6411636/comments",
+      "question_answers_url": "/questions/6411636/answers",
+      "question_id": 6411636,
+      "owner": {
+        "user_id": 334460,
+        "user_type": "registered",
+        "display_name": "robf92",
+        "reputation": 28,
+        "email_hash": "db83131e229b650a3a474923cb163211"
+      },
+      "creation_date": 1308575417,
+      "last_edit_date": 1308575997,
+      "last_activity_date": 1308580918,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 45,
+      "score": 0,
+      "community_owned": false,
+      "title": "Javascript slider problem",
+      "body": "
                                                                                                                            Hi I am currently working on a script given to me by my boss and it is not working in all browsers except IE.
                                                                                                                            \n\n
                                                                                                                            Now he is using the CSS property left to animate it so he has a variable which gets the current value of left. For example lets say left is equal to -100px.
                                                                                                                            \n\n
                                                                                                                            Now once it has this value it adds 10px onto the value to make it move in from the left.
                                                                                                                            \n\n
                                                                                                                            Now my issue lies with parseInt() and the \"px\" prefix at the end of the number. it keeps returning NaN instead of the value of left.
                                                                                                                            \n\n
                                                                                                                            Does anyone know how to fix this problem?
                                                                                                                            \n\n
                                                                                                                            Thanks in advance
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "forms"
+      ],
+      "answer_count": 4,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412913/timeline",
+      "question_comments_url": "/questions/6412913/comments",
+      "question_answers_url": "/questions/6412913/answers",
+      "question_id": 6412913,
+      "owner": {
+        "user_id": 779189,
+        "user_type": "unregistered",
+        "display_name": "Bifterss",
+        "reputation": 29,
+        "email_hash": "59ee510a7de8f4c199ff6c44c02274bb"
+      },
+      "creation_date": 1308580600,
+      "last_edit_date": 1308580690,
+      "last_activity_date": 1308580894,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 46,
+      "score": 0,
+      "community_owned": false,
+      "title": "Javascript return false, still submits form",
+      "body": "
                                                                                                                            I have a form with JS validation, upon there being an error, the submit button should 'grey-out' and the form should not be submitted, however the last couple of functions seem to submit the form even though they pop the alert box!?!?!
                                                                                                                            \n\n
                                                                                                                            Button code:
                                                                                                                            \n\n
                                                                                                                            <input type=\"submit\" name=\"button\" id=\"button\" \n  onclick='return formvalidation();' value=\"Next\" />\n
                                                                                                                            \n\n
                                                                                                                            Non Working Function Example:
                                                                                                                            \n\n
                                                                                                                            function BlankSite() {\n    var SiteNum= document.getElementsByName(\"sitesinput\")[0].value;\n        if ((SiteNum == \"\") || (SiteNum == 0))\n            {\n        alert(\"You have not selected an amount of sites.\")\n        document.forms[0].button.disabled=true;\n        return false;\n            }\n    }\n
                                                                                                                            \n\n
                                                                                                                            Function initiator:
                                                                                                                            \n\n
                                                                                                                            function formvalidation()\n{\n    ZeroPhones();\n    BlankPC();\n    BlankSite();\n    BlankSeats();\n    phone_change();\n}// End of formvalidation\n
                                                                                                                            \n\n
                                                                                                                            This is very strange and I have tried various work arounds all to no avail!
                                                                                                                            \n\n
                                                                                                                            Thanks,\nB.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript"
+      ],
+      "answer_count": 4,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6411574/timeline",
+      "question_comments_url": "/questions/6411574/comments",
+      "question_answers_url": "/questions/6411574/answers",
+      "question_id": 6411574,
+      "owner": {
+        "user_id": 231957,
+        "user_type": "registered",
+        "display_name": "Luc",
+        "reputation": 734,
+        "email_hash": "67db701d6a4e067c6aeeca5dec7a82ef"
+      },
+      "creation_date": 1308575128,
+      "last_edit_date": 1308575197,
+      "last_activity_date": 1308580813,
+      "up_vote_count": 3,
+      "down_vote_count": 1,
+      "view_count": 63,
+      "score": 2,
+      "community_owned": false,
+      "title": "Resources that turns a javascript developer into a great javascript developer ?",
+      "body": "
                                                                                                                            I am more and more working with javascript, especially with JQuery for web site and node.js for server side (really like node.js though) and I quite often struggle to understand the inner structure of the language (such as prototypes, asynchronous function, ...).  
                                                                                                                            \n\n
                                                                                                                            What are the best articles, or so, that could help a developer to leverage his competency in this language (that is really worth learning IMHO).
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "node.js",
+        "prototype"
+      ],
+      "answer_count": 3,
+      "accepted_answer_id": 6402016,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6401946/timeline",
+      "question_comments_url": "/questions/6401946/comments",
+      "question_answers_url": "/questions/6401946/answers",
+      "question_id": 6401946,
+      "owner": {
+        "user_id": 568785,
+        "user_type": "registered",
+        "display_name": "PhpMyCoder",
+        "reputation": 672,
+        "email_hash": "88c6371f6a47841abde4c60dd8a2f964"
+      },
+      "creation_date": 1308480840,
+      "last_edit_date": 1308580791,
+      "last_activity_date": 1308580791,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 28,
+      "score": 1,
+      "community_owned": false,
+      "title": "Prototyping Built-In Modules in NodeJS",
+      "body": "
                                                                                                                            I've been trying to add some convenience functions to Node's file system module (mainly because it lacks some common sense things), but every time I begin fs.prototype.myfunc = in the repl, Node complains that I am trying to set a property of an undefined variable. Is it really true that you cannot access Node's built-in module prototypes from the outside? If so, does anyone know a feasible workaround to extend Node's built-in modules?
                                                                                                                            \n\n
                                                                                                                            --Thanks! 
                                                                                                                            \n\n
                                                                                                                            \n\n
                                                                                                                            Just to note: I did require fs before trying to prototype it!
                                                                                                                            \n\n
                                                                                                                            var fs = require('fs');\nfs.prototype.myfunc = function() {}; //TypeError thrown here\n
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "html"
+      ],
+      "answer_count": 3,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6411282/timeline",
+      "question_comments_url": "/questions/6411282/comments",
+      "question_answers_url": "/questions/6411282/answers",
+      "question_id": 6411282,
+      "owner": {
+        "user_id": 578523,
+        "user_type": "registered",
+        "display_name": "Marcos ",
+        "reputation": 660,
+        "email_hash": "00c4b6dae0d342a11e70e4982440f9e6"
+      },
+      "creation_date": 1308573611,
+      "last_edit_date": 1308574791,
+      "last_activity_date": 1308580646,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 50,
+      "score": 0,
+      "community_owned": false,
+      "title": "How to lock scrolling of a web page temporarily?",
+      "body": "
                                                                                                                            How can I lock scrolling of a webpage temporarily when a dialog box is displayed ?  I have a dialog box within which I want to enable scrolling after deactivating scrolling from the overlayed webpage. 
                                                                                                                            \n\n
                                                                                                                            Is there a js command to temporarily disable scrolling ?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "ruby-on-rails",
+        "nested-forms"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6411778/timeline",
+      "question_comments_url": "/questions/6411778/comments",
+      "question_answers_url": "/questions/6411778/answers",
+      "question_id": 6411778,
+      "owner": {
+        "user_id": 806695,
+        "user_type": "unregistered",
+        "display_name": "bla12",
+        "reputation": 1,
+        "email_hash": "2d4efce7fbf59cedc35242a018b4bb59"
+      },
+      "creation_date": 1308575987,
+      "last_activity_date": 1308580316,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 7,
+      "score": 0,
+      "community_owned": false,
+      "title": "Rails 3 plugin nested_form versus JavaScript appraoch for adding form fields dynamically in a nested form",
+      "body": "
                                                                                                                            I am researching ways on how to dynamically add form fields for nested models and stumbled accross the nested_form plugin by ryanb. No doubt this is a a great piece of code, but I wondered why does it have to be so sophisticated?
                                                                                                                            \n\n
                                                                                                                            Example: A form for creating / adding a project has one or more tasks assigned. The user can dynamically add more tasks by clicking on a add-task button. A project must have at least one task. Each task has a name and a description.
                                                                                                                            \n\n
                                                                                                                            So why not just:\n- When generating the html, sourround each set of task fields with a div given an ID such as \"dynamic_fields\"\n- When the user clicks the add-task button, call a JavaScript function via link_to_function to clone the dynamic_fields subtree. Insert the new set of fields at the bottom of the task list.\n- Via JavaScript, remove the values of the newly added fields and replace the child ID with something unique (Ryan suggests using a value based on the current time)
                                                                                                                            \n\n
                                                                                                                            I am aware that the nested_forms plugin also works for deeper nesting structures, but given my simple use case with only one level of hierarchy, is the approach outlined above practical? Or am I missing something important? Any guidance on this topic is appreciated. 
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "jquery",
+        "jquery-ui",
+        "animation",
+        "jquery-animation"
+      ],
+      "answer_count": 7,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/814910/timeline",
+      "question_comments_url": "/questions/814910/comments",
+      "question_answers_url": "/questions/814910/answers",
+      "question_id": 814910,
+      "creation_date": 1241273025,
+      "last_activity_date": 1308580310,
+      "up_vote_count": 2,
+      "down_vote_count": 0,
+      "view_count": 812,
+      "score": 2,
+      "community_owned": false,
+      "title": "Animating Background Image",
+      "body": "
                                                                                                                            I Like using Jquery and its companion Jquery Ui but can not find a way to animate background image over a certain period of time like 5 seconds.\nI can not do something like:
                                                                                                                            \n\n
                                                                                                                            $('sampleelement').animate({'background-image':'url(hello.jpg)'},5000);\n
                                                                                                                            \n\n
                                                                                                                            Any ideas??
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "html5",
+        "jquery-mobile"
+      ],
+      "answer_count": 3,
+      "accepted_answer_id": 5554294,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/5549729/timeline",
+      "question_comments_url": "/questions/5549729/comments",
+      "question_answers_url": "/questions/5549729/answers",
+      "question_id": 5549729,
+      "owner": {
+        "user_id": 683553,
+        "user_type": "registered",
+        "display_name": "Satch3000",
+        "reputation": 557,
+        "email_hash": "9d848d8392fc5291a0c77f4064b7e67a"
+      },
+      "creation_date": 1301995299,
+      "last_activity_date": 1308580238,
+      "up_vote_count": 2,
+      "down_vote_count": 0,
+      "view_count": 391,
+      "score": 2,
+      "community_owned": false,
+      "title": "JQuery Mobile Calendar ?",
+      "body": "
                                                                                                                            Does anyone know of any Calendar that I could use on JQuery Mobile? 
                                                                                                                            \n\n
                                                                                                                            Needs to be able to save dates locally etc.
                                                                                                                            \n\n
                                                                                                                            Thanks
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "google-chrome-extension"
+      ],
+      "answer_count": 0,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6404725/timeline",
+      "question_comments_url": "/questions/6404725/comments",
+      "question_answers_url": "/questions/6404725/answers",
+      "question_id": 6404725,
+      "owner": {
+        "user_id": 771790,
+        "user_type": "registered",
+        "display_name": "jbills",
+        "reputation": 10,
+        "email_hash": "925ead45ca60d8569512e6c4ff34c841"
+      },
+      "creation_date": 1308512617,
+      "last_edit_date": 1308580065,
+      "last_activity_date": 1308580065,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 19,
+      "score": 1,
+      "community_owned": false,
+      "title": "Google tasks update error",
+      "body": "
                                                                                                                            I am attempting to update a task with the following code:\n
                                                                                                                            \n
                                                                                                                            \n\n
                                                                                                                            function updtsk(task,id)\n{\n  var url = 'https://www.googleapis.com/tasks/v1/lists/@default/tasks/'+id;\n  var req = {\n    'method': 'PUT',\n    'headers': {\n      'Content-type': 'application/json'\n    },\n    'body': JSON.stringify(task)\n  };\n  var addDone = function(resp, xhr) {\n    if (xhr.status != 200) {\n      notifyFailure('Couldn\\'t update task.', xhr.status);\n      return;\n    }\n\n    //notifySuccess(task['title']);\n  }\n\n  oauth.sendSignedRequest(url, addDone, req);\n}\n
                                                                                                                            \n\n
                                                                                                                            I get the following error however:
                                                                                                                            \n\n
                                                                                                                            \"{\n \"error\": {\n  \"errors\": [\n   {\n    \"domain\": \"global\",\n    \"reason\": \"invalid\",\n    \"message\": \"Invalid Value\"\n   }\n  ],\n  \"code\": 400,\n  \"message\": \"Invalid Value\"\n }\n}\n\"\n
                                                                                                                            \n\n
                                                                                                                            The update body is this:
                                                                                                                            \n\n
                                                                                                                            {\n 'title': $(this).val()\n};\n
                                                                                                                            \n\n
                                                                                                                            I am using the chrome_ex_oauth api and could use some help.
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "css"
+      ],
+      "answer_count": 3,
+      "accepted_answer_id": 6412241,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412119/timeline",
+      "question_comments_url": "/questions/6412119/comments",
+      "question_answers_url": "/questions/6412119/answers",
+      "question_id": 6412119,
+      "owner": {
+        "user_id": 649737,
+        "user_type": "registered",
+        "display_name": "Leron",
+        "reputation": 78,
+        "email_hash": "c7720840fc9817ef936cf82e8cdb848d"
+      },
+      "creation_date": 1308577298,
+      "last_edit_date": 1308579073,
+      "last_activity_date": 1308580037,
+      "up_vote_count": 0,
+      "down_vote_count": 0,
+      "view_count": 33,
+      "score": 0,
+      "community_owned": false,
+      "title": "show larger Image with CSS and onMouseOver",
+      "body": "
                                                                                                                            I use this simple script :
                                                                                                                            \n\n
                                                                                                                            <body>\n <script type=\"text/javascript\">\nfunction mouseOver()\n{\ndocument.getElementById(\"img1\").src =\"images/p2.jpg\";\n}\nfunction mouseOut()\n{\ndocument.getElementById(\"img1\").src =\"images/p1.jpg\";\n}\n</script>\n<div class=\"img\">\n <a target=\"_blank\" href=\"images/p1.jpg\"><img src=\"images/p1.jpg\" alt=\"Klematis\" width=\"110\" height=\"90\" id=\"img1\" onMouseOver= \"mouseOver()\" onMouseOut=\"mouseOut()\"/></a>\n <div class=\"desc\">Add a description of the image here</div>\n</div>\n
                                                                                                                            \n\n
                                                                                                                            The images are pretty big so I adjust them with width and height properties, I thought that if I just call the function I'll see the bigger image but it dosen't happen.So what can I do to see an enlarged image with onMouseOver?\n  I'll add the style sheet in case it matters:
                                                                                                                            \n\n
                                                                                                                            <style type=\"text/css\">\ndiv.img\n{\n  margin: 2px;\n  border: 1px solid #0000ff;\n  height: auto;\n  width: auto;\n  float: left;\n  text-align: center;\n}\ndiv.img img\n{\n  display: inline;\n  margin: 3px;\n  border: 1px solid #ffffff;\n}\ndiv.img a:hover img {border: 1px solid #0000ff;}\ndiv.desc\n{\n  text-align: center;\n  font-weight: normal;\n  width: 120px;\n  margin: 2px;\n}\n</style>\n
                                                                                                                            \n\n
                                                                                                                            P.S
                                                                                                                            \n\n
                                                                                                                            Don't mind the <a href thing I just use the raw code from w3 schools...
                                                                                                                            \n\n
                                                                                                                            P.S Maybe I'll ask another question for this, the problem with the enlarged images is solved but now I want them to show in some kind of block cause now if I have even 4 iamges when i hover the last one the enlarged image goes far away from the starting location, and I want to make it just like gallery block and all images ot be shown there, wthout going outside the borders of the gallery.Any help or maybe another Qs better....
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "map"
+      ],
+      "answer_count": 1,
+      "favorite_count": 0,
+      "question_timeline_url": "/questions/6412720/timeline",
+      "question_comments_url": "/questions/6412720/comments",
+      "question_answers_url": "/questions/6412720/answers",
+      "question_id": 6412720,
+      "owner": {
+        "user_id": 804279,
+        "user_type": "registered",
+        "display_name": "Jatinder Thind",
+        "reputation": 6,
+        "email_hash": "d91f8193ab33d05022a8ac02b86c833d"
+      },
+      "creation_date": 1308579832,
+      "last_activity_date": 1308580008,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 20,
+      "score": 1,
+      "community_owned": false,
+      "title": "Need suggestions on interactive Javascript based map",
+      "body": "
                                                                                                                            can anyone help identify the Javascript library used for interactive maps on http://www.africatravelresource.com/
                                                                                                                            \n\n
                                                                                                                            Or is it a custom solution? Any suggestions for something similar?
                                                                                                                            \n"
+    },
+    {
+      "tags": [
+        "javascript",
+        "obfuscation",
+        "decode",
+        "encode",
+        "ext"
+      ],
+      "answer_count": 1,
+      "accepted_answer_id": 6410094,
+      "favorite_count": 1,
+      "question_timeline_url": "/questions/6406161/timeline",
+      "question_comments_url": "/questions/6406161/comments",
+      "question_answers_url": "/questions/6406161/answers",
+      "question_id": 6406161,
+      "owner": {
+        "user_id": 509789,
+        "user_type": "registered",
+        "display_name": "richardhell",
+        "reputation": 18,
+        "email_hash": "9e4f23b0072f4f7d3e2649e3e1a2816b"
+      },
+      "creation_date": 1308533799,
+      "last_edit_date": 1308535618,
+      "last_activity_date": 1308579900,
+      "up_vote_count": 1,
+      "down_vote_count": 0,
+      "view_count": 54,
+      "score": 1,
+      "community_owned": false,
+      "title": "JavaScript Encode",
+      "body": "
                                                                                                                            Surfing on web i find Ext.Gantt plugin for ExtJS, that extension have a special encode. Anybody know how to encode like that or another complicated form. 
                                                                                                                            \n\n
                                                                                                                            Encoded Gantt Chart
                                                                                                                            \n"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/node_modules/lunr/example/example_index.json b/node_modules/lunr/example/example_index.json
new file mode 100644
index 0000000..93d1987
--- /dev/null
+++ b/node_modules/lunr/example/example_index.json
@@ -0,0 +1 @@
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+  
+
+  
+
+
+
+  
                                                                                                                            
+    
                                                                                                                            
+      
                                                                                                                            Lunr.js Example
                                                                                                                            
+    
                                                                                                                            
+
+    
                                                                                                                            
+      
                                                                                                                            This demo consists of 100 questions taken from stack overflow, they are listed on the left hand side.  Clicking on the headings will display the full question on the right hand side of the page.
                                                                                                                            
+
+      
                                                                                                                            Each question contains a heading, a list of tags and the body of the question.  All three fields are in the index and you can search using any words you want.
                                                                                                                            
+
+    
                                                                                                                            
+
+    
                                                                                                                            
+      
+      All
+    
                                                                                                                            
+
+    
                                                                                                                            
+      
                                                                                                                            
+      
                                                                                                                            
+    
                                                                                                                            
+  
                                                                                                                            
+
diff --git a/node_modules/lunr/example/index_builder.js b/node_modules/lunr/example/index_builder.js
new file mode 100644
index 0000000..a8f2ac4
--- /dev/null
+++ b/node_modules/lunr/example/index_builder.js
@@ -0,0 +1,34 @@
+var lunr = require('./../lunr.js'),
+    fs = require('fs')
+
+var idx = lunr(function () {
+  this.ref('id')
+
+  this.field('title', { boost: 10 })
+  this.field('tags', { boost: 100 })
+  this.field('body')
+})
+
+fs.readFile('./example/example_data.json', function (err, data) {
+  if (err) throw err
+
+  var raw = JSON.parse(data)
+
+  var questions = raw.questions.map(function (q) {
+    return {
+      id: q.question_id,
+      title: q.title,
+      body: q.body,
+      tags: q.tags.join(' ')
+    }
+  })
+
+  questions.forEach(function (question) {
+    idx.add(question)
+  })
+
+  fs.writeFile('./example/example_index.json', JSON.stringify(idx), function (err) {
+    if (err) throw err
+    console.log('done')
+  })
+})
diff --git a/node_modules/lunr/example/jquery.js b/node_modules/lunr/example/jquery.js
new file mode 100644
index 0000000..2adda35
--- /dev/null
+++ b/node_modules/lunr/example/jquery.js
@@ -0,0 +1,4 @@
+/*! jQuery v2.1.0 | (c) 2005, 2014 jQuery Foundation, Inc. | jquery.org/license */
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new file mode 100644
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