From 4db6fa21bfdddb0e1740fe9a31ab8864e4a7a20c Mon Sep 17 00:00:00 2001
From: p3gsryuwh <2841528154@qq.com>
Date: Thu, 27 Apr 2023 23:48:07 +0800
Subject: [PATCH] ADD file via upload

---
 分析.ipynb | 1009 ++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 1009 insertions(+)
 create mode 100644 分析.ipynb

diff --git a/分析.ipynb b/分析.ipynb
new file mode 100644
index 0000000..d8043c9
--- /dev/null
+++ b/分析.ipynb
@@ -0,0 +1,1009 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-04-17T03:11:16.099782Z",
+     "start_time": "2023-04-17T03:11:15.473173Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import warnings\n",
+    "from lxml import etree\n",
+    "warnings.filterwarnings('ignore')\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-04-17T03:11:16.144664Z",
+     "start_time": "2023-04-17T03:11:16.105769Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df=pd.read_csv('./data_clean.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-04-17T03:11:20.700810Z",
+     "start_time": "2023-04-17T03:11:16.154637Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Building prefix dict from the default dictionary ...\n",
+      "Dumping model to file cache C:\\WINDOWS\\TEMP\\jieba.cache\n",
+      "Loading model cost 0.665 seconds.\n",
+      "Prefix dict has been built successfully.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from wordcloud import WordCloud\n",
+    "plt.rcParams['font.sans-serif']=['SimHei']    #正常显示中文\n",
+    "plt.rcParams['figure.dpi'] = 100     #设置所有图片的清晰度\n",
+    "\n",
+    "df['所属行业']=df['所属行业'].astype(np.str)\n",
+    "a=' '.join(df['所属行业'].tolist())\n",
+    "a=a.replace('\\\\/',' ')\n",
+    "a\n",
+    "import jieba\n",
+    "a=jieba.lcut(a)\n",
+    "a=[i for i in a if len(i)>1]\n",
+    "dict_={}\n",
+    "for i in a:\n",
+    "    dict_[i]=dict_.get(i,0)+1\n",
+    "wordcloud = WordCloud(font_path='simhei.ttf',background_color='white',width=1000, height=600)\n",
+    "#fit_word函数，接受字典类型，其他类型会报类似没有items属性的错误\n",
+    "wordcloud = wordcloud.fit_words(dict_)\n",
+    "wordcloud.to_file('所属行业词频.png')\n",
+    "plt.imshow(wordcloud)\n",
+    "plt.axis('off') # 关闭坐标轴\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-04-17T03:11:21.053678Z",
+     "start_time": "2023-04-17T03:11:20.712080Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "        <div id=\"1fd9796160a642e8a6df9ceda441ede9\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "<script>\n",
+       "        require(['echarts'], function(echarts) {\n",
+       "                var chart_1fd9796160a642e8a6df9ceda441ede9 = echarts.init(\n",
+       "                    document.getElementById('1fd9796160a642e8a6df9ceda441ede9'), 'white', {renderer: 'canvas'});\n",
+       "                var option_1fd9796160a642e8a6df9ceda441ede9 = {\n",
+       "    \"animation\": true,\n",
+       "    \"animationThreshold\": 2000,\n",
+       "    \"animationDuration\": 1000,\n",
+       "    \"animationEasing\": \"cubicOut\",\n",
+       "    \"animationDelay\": 0,\n",
+       "    \"animationDurationUpdate\": 300,\n",
+       "    \"animationEasingUpdate\": \"cubicOut\",\n",
+       "    \"animationDelayUpdate\": 0,\n",
+       "    \"aria\": {\n",
+       "        \"enabled\": false\n",
+       "    },\n",
+       "    \"color\": [\n",
+       "        \"#5470c6\",\n",
+       "        \"#91cc75\",\n",
+       "        \"#fac858\",\n",
+       "        \"#ee6666\",\n",
+       "        \"#73c0de\",\n",
+       "        \"#3ba272\",\n",
+       "        \"#fc8452\",\n",
+       "        \"#9a60b4\",\n",
+       "        \"#ea7ccc\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"colorBy\": \"data\",\n",
+       "            \"legendHoverLink\": true,\n",
+       "            \"selectedMode\": false,\n",
+       "            \"selectedOffset\": 10,\n",
+       "            \"clockwise\": true,\n",
+       "            \"startAngle\": 90,\n",
+       "            \"minAngle\": 0,\n",
+       "            \"minShowLabelAngle\": 0,\n",
+       "            \"avoidLabelOverlap\": true,\n",
+       "            \"stillShowZeroSum\": true,\n",
+       "            \"percentPrecision\": 2,\n",
+       "            \"showEmptyCircle\": true,\n",
+       "            \"emptyCircleStyle\": {\n",
+       "                \"color\": \"lightgray\",\n",
+       "                \"borderColor\": \"#000\",\n",
+       "                \"borderWidth\": 0,\n",
+       "                \"borderType\": \"solid\",\n",
+       "                \"borderDashOffset\": 0,\n",
+       "                \"borderCap\": \"butt\",\n",
+       "                \"borderJoin\": \"bevel\",\n",
+       "                \"borderMiterLimit\": 10,\n",
+       "                \"opacity\": 1\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u6c11\\u8425\",\n",
+       "                    \"value\": 0.6650943396226415\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5df2\\u4e0a\\u5e02\",\n",
+       "                    \"value\": 0.11556603773584906\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5916\\u8d44\\uff08\\u975e\\u6b27\\u7f8e\\uff09\",\n",
+       "                    \"value\": 0.055424528301886794\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u56fd\\u4f01\",\n",
+       "                    \"value\": 0.05188679245283019\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5408\\u8d44\",\n",
+       "                    \"value\": 0.045990566037735846\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5916\\u8d44\\uff08\\u6b27\\u7f8e\\uff09\",\n",
+       "                    \"value\": 0.03419811320754717\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4e8b\\u4e1a\\u5355\\u4f4d\",\n",
+       "                    \"value\": 0.01768867924528302\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u521b\\u4e1a\\u516c\\u53f8\",\n",
+       "                    \"value\": 0.009433962264150943\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"nan\",\n",
+       "                    \"value\": 0.0047169811320754715\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"0%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"50%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{b}:{d}%\"\n",
+       "            },\n",
+       "            \"labelLine\": {\n",
+       "                \"show\": true,\n",
+       "                \"showAbove\": false,\n",
+       "                \"length\": 15,\n",
+       "                \"length2\": 15,\n",
+       "                \"smooth\": false,\n",
+       "                \"minTurnAngle\": 90,\n",
+       "                \"maxSurfaceAngle\": 90\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6c11\\u8425\",\n",
+       "                \"\\u5df2\\u4e0a\\u5e02\",\n",
+       "                \"\\u5916\\u8d44\\uff08\\u975e\\u6b27\\u7f8e\\uff09\",\n",
+       "                \"\\u56fd\\u4f01\",\n",
+       "                \"\\u5408\\u8d44\",\n",
+       "                \"\\u5916\\u8d44\\uff08\\u6b27\\u7f8e\\uff09\",\n",
+       "                \"\\u4e8b\\u4e1a\\u5355\\u4f4d\",\n",
+       "                \"\\u521b\\u4e1a\\u516c\\u53f8\",\n",
+       "                \"nan\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"2%\",\n",
+       "            \"top\": \"15%\",\n",
+       "            \"orient\": \"verticla\",\n",
+       "            \"padding\": 5,\n",
+       "            \"itemGap\": 10,\n",
+       "            \"itemWidth\": 25,\n",
+       "            \"itemHeight\": 14,\n",
+       "            \"backgroundColor\": \"transparent\",\n",
+       "            \"borderColor\": \"#ccc\",\n",
+       "            \"borderWidth\": 1,\n",
+       "            \"borderRadius\": 0,\n",
+       "            \"pageButtonItemGap\": 5,\n",
+       "            \"pageButtonPosition\": \"end\",\n",
+       "            \"pageFormatter\": \"{current}/{total}\",\n",
+       "            \"pageIconColor\": \"#2f4554\",\n",
+       "            \"pageIconInactiveColor\": \"#aaa\",\n",
+       "            \"pageIconSize\": 15,\n",
+       "            \"animationDurationUpdate\": 800,\n",
+       "            \"selector\": false,\n",
+       "            \"selectorPosition\": \"auto\",\n",
+       "            \"selectorItemGap\": 7,\n",
+       "            \"selectorButtonGap\": 10\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"showContent\": true,\n",
+       "        \"alwaysShowContent\": false,\n",
+       "        \"showDelay\": 0,\n",
+       "        \"hideDelay\": 100,\n",
+       "        \"enterable\": false,\n",
+       "        \"confine\": false,\n",
+       "        \"appendToBody\": false,\n",
+       "        \"transitionDuration\": 0.4,\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0,\n",
+       "        \"padding\": 5,\n",
+       "        \"order\": \"seriesAsc\"\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"text\": \"\\u4f01\\u4e1a\\u6027\\u8d28\",\n",
+       "            \"target\": \"blank\",\n",
+       "            \"subtarget\": \"blank\",\n",
+       "            \"padding\": 5,\n",
+       "            \"itemGap\": 10,\n",
+       "            \"textAlign\": \"auto\",\n",
+       "            \"textVerticalAlign\": \"auto\",\n",
+       "            \"triggerEvent\": false\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "                chart_1fd9796160a642e8a6df9ceda441ede9.setOption(option_1fd9796160a642e8a6df9ceda441ede9);\n",
+       "        });\n",
+       "    </script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x28ac51fb5c8>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from pyecharts import  options as opts\n",
+    "from pyecharts.charts import Pie\n",
+    "\n",
+    "from pyecharts.commons.utils import JsCode\n",
+    "df['企业性质']=df['企业性质'].astype(np.str)\n",
+    "xy=(df['企业性质'].value_counts()/df['企业性质'].value_counts().sum())\n",
+    "x_data=df['企业性质'].value_counts().index\n",
+    "# y_data=xy.values\n",
+    "y_data=list(map(float,xy.values))\n",
+    "c = (\n",
+    "    Pie()\n",
+    "    .add(\"\", [list(z) for z in zip(x_data, y_data)])\n",
+    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"企业性质\"),legend_opts=opts.LegendOpts(orient='verticla',pos_top='15%',pos_left='2%'))  # 标题\n",
+    "    \n",
+    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}:{d}%\"))  # 数据标签设置\n",
+    "    \n",
+    ")\n",
+    "c.render('企业性质分布.html')\n",
+    "c.render_notebook()  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-04-17T03:11:21.084599Z",
+     "start_time": "2023-04-17T03:11:21.061654Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "        <div id=\"d0ebc2e0faa04f47ac9e0daceb50ae32\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "<script>\n",
+       "        require(['echarts'], function(echarts) {\n",
+       "                var chart_d0ebc2e0faa04f47ac9e0daceb50ae32 = echarts.init(\n",
+       "                    document.getElementById('d0ebc2e0faa04f47ac9e0daceb50ae32'), 'light', {renderer: 'canvas'});\n",
+       "                var option_d0ebc2e0faa04f47ac9e0daceb50ae32 = {\n",
+       "    \"animation\": true,\n",
+       "    \"animationThreshold\": 2000,\n",
+       "    \"animationDuration\": 1000,\n",
+       "    \"animationEasing\": \"cubicOut\",\n",
+       "    \"animationDelay\": 0,\n",
+       "    \"animationDurationUpdate\": 300,\n",
+       "    \"animationEasingUpdate\": \"cubicOut\",\n",
+       "    \"animationDelayUpdate\": 0,\n",
+       "    \"aria\": {\n",
+       "        \"enabled\": false\n",
+       "    },\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"colorBy\": \"data\",\n",
+       "            \"legendHoverLink\": true,\n",
+       "            \"selectedMode\": false,\n",
+       "            \"selectedOffset\": 10,\n",
+       "            \"clockwise\": true,\n",
+       "            \"startAngle\": 90,\n",
+       "            \"minAngle\": 0,\n",
+       "            \"minShowLabelAngle\": 0,\n",
+       "            \"avoidLabelOverlap\": true,\n",
+       "            \"stillShowZeroSum\": true,\n",
+       "            \"percentPrecision\": 2,\n",
+       "            \"showEmptyCircle\": true,\n",
+       "            \"emptyCircleStyle\": {\n",
+       "                \"color\": \"lightgray\",\n",
+       "                \"borderColor\": \"#000\",\n",
+       "                \"borderWidth\": 0,\n",
+       "                \"borderType\": \"solid\",\n",
+       "                \"borderDashOffset\": 0,\n",
+       "                \"borderCap\": \"butt\",\n",
+       "                \"borderJoin\": \"bevel\",\n",
+       "                \"borderMiterLimit\": 10,\n",
+       "                \"opacity\": 1\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"3-4\\u5e74\",\n",
+       "                    \"value\": 294\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"2\\u5e74\",\n",
+       "                    \"value\": 201\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"1\\u5e74\",\n",
+       "                    \"value\": 168\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"5-7\\u5e74\",\n",
+       "                    \"value\": 104\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u65e0\\u9700\\u7ecf\\u9a8c\",\n",
+       "                    \"value\": 75\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"10\\u5e74\\u4ee5\\u4e0a\",\n",
+       "                    \"value\": 4\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5728\\u6821\\u751f/\\u5e94\\u5c4a\\u751f\",\n",
+       "                    \"value\": 1\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"8-9\\u5e74\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"40%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"50%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{b}: {d}%\"\n",
+       "            },\n",
+       "            \"labelLine\": {\n",
+       "                \"show\": true,\n",
+       "                \"showAbove\": false,\n",
+       "                \"length\": 15,\n",
+       "                \"length2\": 15,\n",
+       "                \"smooth\": false,\n",
+       "                \"minTurnAngle\": 90,\n",
+       "                \"maxSurfaceAngle\": 90\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"3-4\\u5e74\",\n",
+       "                \"2\\u5e74\",\n",
+       "                \"1\\u5e74\",\n",
+       "                \"5-7\\u5e74\",\n",
+       "                \"\\u65e0\\u9700\\u7ecf\\u9a8c\",\n",
+       "                \"10\\u5e74\\u4ee5\\u4e0a\",\n",
+       "                \"\\u5728\\u6821\\u751f/\\u5e94\\u5c4a\\u751f\",\n",
+       "                \"8-9\\u5e74\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"2%\",\n",
+       "            \"top\": \"15%\",\n",
+       "            \"orient\": \"verticla\",\n",
+       "            \"padding\": 5,\n",
+       "            \"itemGap\": 10,\n",
+       "            \"itemWidth\": 25,\n",
+       "            \"itemHeight\": 14,\n",
+       "            \"backgroundColor\": \"transparent\",\n",
+       "            \"borderColor\": \"#ccc\",\n",
+       "            \"borderWidth\": 1,\n",
+       "            \"borderRadius\": 0,\n",
+       "            \"pageButtonItemGap\": 5,\n",
+       "            \"pageButtonPosition\": \"end\",\n",
+       "            \"pageFormatter\": \"{current}/{total}\",\n",
+       "            \"pageIconColor\": \"#2f4554\",\n",
+       "            \"pageIconInactiveColor\": \"#aaa\",\n",
+       "            \"pageIconSize\": 15,\n",
+       "            \"animationDurationUpdate\": 800,\n",
+       "            \"selector\": false,\n",
+       "            \"selectorPosition\": \"auto\",\n",
+       "            \"selectorItemGap\": 7,\n",
+       "            \"selectorButtonGap\": 10\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"showContent\": true,\n",
+       "        \"alwaysShowContent\": false,\n",
+       "        \"showDelay\": 0,\n",
+       "        \"hideDelay\": 100,\n",
+       "        \"enterable\": false,\n",
+       "        \"confine\": false,\n",
+       "        \"appendToBody\": false,\n",
+       "        \"transitionDuration\": 0.4,\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0,\n",
+       "        \"padding\": 5,\n",
+       "        \"order\": \"seriesAsc\"\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"text\": \"\\u6240\\u9700\\u5de5\\u4f5c\\u7ecf\\u9a8c\\u5206\\u5e03\",\n",
+       "            \"target\": \"blank\",\n",
+       "            \"subtarget\": \"blank\",\n",
+       "            \"padding\": 5,\n",
+       "            \"itemGap\": 10,\n",
+       "            \"textAlign\": \"auto\",\n",
+       "            \"textVerticalAlign\": \"auto\",\n",
+       "            \"triggerEvent\": false\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "                chart_d0ebc2e0faa04f47ac9e0daceb50ae32.setOption(option_d0ebc2e0faa04f47ac9e0daceb50ae32);\n",
+       "        });\n",
+       "    </script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x28ac524a3c8>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data=df['工作经验'].value_counts()\n",
+    "from pyecharts.globals import ThemeType\n",
+    "from pyecharts import options as opts\n",
+    "from pyecharts.charts import Pie\n",
+    "list_=[]\n",
+    "for i in list(data.values):\n",
+    "    list_.append(int(i))\n",
+    "c=(\n",
+    "    Pie(init_opts=opts.InitOpts(theme=ThemeType.LIGHT))\n",
+    "    .add(\n",
+    "    \"\",\n",
+    "        [list(z) for z in zip(data.index,list_)],\n",
+    "        radius=[\"40%\",'75%'],\n",
+    "    )\n",
+    "    .set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title='所需工作经验分布'),\n",
+    "    legend_opts=opts.LegendOpts(orient='verticla',pos_top='15%',pos_left='2%'),\n",
+    "    )\n",
+    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {d}%\"))\n",
+    "\n",
+    "    \n",
+    ")\n",
+    "c.render('工作经验分布.html')\n",
+    "c.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-04-17T03:11:21.598147Z",
+     "start_time": "2023-04-17T03:11:21.094568Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.rcParams['font.sans-serif']=['SimHei']    #正常显示中文\n",
+    "plt.rcParams['figure.dpi'] = 100      #设置所有图片的清晰度\n",
+    "fig,ax = plt.subplots(1,2,figsize=(10,5))\n",
+    "df['学历'].value_counts().head(4).sort_values().plot.barh(fontsize=10,ax=ax[0])\n",
+    "df['学历'].value_counts().head(4).plot.pie(autopct='%.1f%%',fontsize=10,ax=ax[1])\n",
+    "plt.title('主要招聘学历占比',size=15)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-04-17T03:11:22.101585Z",
+     "start_time": "2023-04-17T03:11:21.608121Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 410,
+       "width": 553
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%config InlineBackend.figure_format='retina'\n",
+    "df['公司地址']=df['公司地址'].astype(np.str).apply(lambda x:x.split('-')[0])\n",
+    "color = plt.get_cmap('rainbow', 20)(range(20))\n",
+    "df['公司地址'].value_counts().head(20).sort_values().plot.barh(color=color)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-04-17T03:11:22.146465Z",
+     "start_time": "2023-04-17T03:11:22.105573Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'china':'https://assets.pyecharts.org/assets/v5/maps/china'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "        <div id=\"e0e3672a4a5941c483bb392a354cb811\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "<script>\n",
+       "        require(['echarts', 'china'], function(echarts) {\n",
+       "                var chart_e0e3672a4a5941c483bb392a354cb811 = echarts.init(\n",
+       "                    document.getElementById('e0e3672a4a5941c483bb392a354cb811'), 'white', {renderer: 'canvas'});\n",
+       "                var option_e0e3672a4a5941c483bb392a354cb811 = {\n",
+       "    \"animation\": true,\n",
+       "    \"animationThreshold\": 2000,\n",
+       "    \"animationDuration\": 1000,\n",
+       "    \"animationEasing\": \"cubicOut\",\n",
+       "    \"animationDelay\": 0,\n",
+       "    \"animationDurationUpdate\": 300,\n",
+       "    \"animationEasingUpdate\": \"cubicOut\",\n",
+       "    \"animationDelayUpdate\": 0,\n",
+       "    \"aria\": {\n",
+       "        \"enabled\": false\n",
+       "    },\n",
+       "    \"color\": [\n",
+       "        \"#5470c6\",\n",
+       "        \"#91cc75\",\n",
+       "        \"#fac858\",\n",
+       "        \"#ee6666\",\n",
+       "        \"#73c0de\",\n",
+       "        \"#3ba272\",\n",
+       "        \"#fc8452\",\n",
+       "        \"#9a60b4\",\n",
+       "        \"#ea7ccc\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"map\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"map\": \"china\",\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u5e7f\\u4e1c\\u7701\",\n",
+       "                    \"value\": 247\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4e0a\\u6d77\\u5e02\",\n",
+       "                    \"value\": 172\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6c5f\\u82cf\\u7701\",\n",
+       "                    \"value\": 99\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6d59\\u6c5f\\u7701\",\n",
+       "                    \"value\": 56\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5317\\u4eac\\u5e02\",\n",
+       "                    \"value\": 51\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u56db\\u5ddd\\u7701\",\n",
+       "                    \"value\": 39\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6e56\\u5317\\u7701\",\n",
+       "                    \"value\": 34\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u9655\\u897f\\u7701\",\n",
+       "                    \"value\": 22\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6e56\\u5357\\u7701\",\n",
+       "                    \"value\": 20\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u8fbd\\u5b81\\u7701\",\n",
+       "                    \"value\": 19\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5c71\\u4e1c\\u7701\",\n",
+       "                    \"value\": 13\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u91cd\\u5e86\\u5e02\",\n",
+       "                    \"value\": 12\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6cb3\\u5357\\u7701\",\n",
+       "                    \"value\": 10\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5e7f\\u897f\\u58ee\\u65cf\\u81ea\\u6cbb\\u533a\",\n",
+       "                    \"value\": 10\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4e91\\u5357\\u7701\",\n",
+       "                    \"value\": 8\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u798f\\u5efa\\u7701\",\n",
+       "                    \"value\": 8\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6c5f\\u897f\\u7701\",\n",
+       "                    \"value\": 6\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5409\\u6797\\u7701\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5b89\\u5fbd\\u7701\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u9ed1\\u9f99\\u6c5f\\u7701\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u65b0\\u7586\\u7ef4\\u543e\\u5c14\\u81ea\\u6cbb\\u533a\",\n",
+       "                    \"value\": 2\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5929\\u6d25\\u5e02\",\n",
+       "                    \"value\": 2\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5185\\u8499\\u53e4\\u81ea\\u6cbb\\u533a\",\n",
+       "                    \"value\": 1\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5c71\\u897f\\u7701\",\n",
+       "                    \"value\": 1\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6cb3\\u5317\\u7701\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"roam\": true,\n",
+       "            \"aspectScale\": 0.75,\n",
+       "            \"nameProperty\": \"name\",\n",
+       "            \"selectedMode\": false,\n",
+       "            \"zoom\": 1,\n",
+       "            \"zlevel\": 0,\n",
+       "            \"z\": 2,\n",
+       "            \"seriesLayoutBy\": \"column\",\n",
+       "            \"datasetIndex\": 0,\n",
+       "            \"mapValueCalculation\": \"sum\",\n",
+       "            \"showLegendSymbol\": true,\n",
+       "            \"emphasis\": {},\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"show\": false,\n",
+       "            \"padding\": 5,\n",
+       "            \"itemGap\": 10,\n",
+       "            \"itemWidth\": 25,\n",
+       "            \"itemHeight\": 14,\n",
+       "            \"backgroundColor\": \"transparent\",\n",
+       "            \"borderColor\": \"#ccc\",\n",
+       "            \"borderWidth\": 1,\n",
+       "            \"borderRadius\": 0,\n",
+       "            \"pageButtonItemGap\": 5,\n",
+       "            \"pageButtonPosition\": \"end\",\n",
+       "            \"pageFormatter\": \"{current}/{total}\",\n",
+       "            \"pageIconColor\": \"#2f4554\",\n",
+       "            \"pageIconInactiveColor\": \"#aaa\",\n",
+       "            \"pageIconSize\": 15,\n",
+       "            \"animationDurationUpdate\": 800,\n",
+       "            \"selector\": false,\n",
+       "            \"selectorPosition\": \"auto\",\n",
+       "            \"selectorItemGap\": 7,\n",
+       "            \"selectorButtonGap\": 10\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"showContent\": true,\n",
+       "        \"alwaysShowContent\": false,\n",
+       "        \"showDelay\": 0,\n",
+       "        \"hideDelay\": 100,\n",
+       "        \"enterable\": false,\n",
+       "        \"confine\": false,\n",
+       "        \"appendToBody\": false,\n",
+       "        \"transitionDuration\": 0.4,\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0,\n",
+       "        \"padding\": 5,\n",
+       "        \"order\": \"seriesAsc\"\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"text\": \"\\u5168\\u56fd\\u7701\\u4efd\\u62db\\u8058\\u9700\\u6c42\\u5206\\u5e03\\u70ed\\u529b\\u56fe\",\n",
+       "            \"target\": \"blank\",\n",
+       "            \"subtarget\": \"blank\",\n",
+       "            \"padding\": 5,\n",
+       "            \"itemGap\": 10,\n",
+       "            \"textAlign\": \"auto\",\n",
+       "            \"textVerticalAlign\": \"auto\",\n",
+       "            \"triggerEvent\": false\n",
+       "        }\n",
+       "    ],\n",
+       "    \"visualMap\": {\n",
+       "        \"show\": true,\n",
+       "        \"type\": \"continuous\",\n",
+       "        \"min\": 0,\n",
+       "        \"max\": 100,\n",
+       "        \"inRange\": {\n",
+       "            \"color\": [\n",
+       "                \"#50a3ba\",\n",
+       "                \"#eac763\",\n",
+       "                \"#d94e5d\"\n",
+       "            ]\n",
+       "        },\n",
+       "        \"calculable\": true,\n",
+       "        \"inverse\": false,\n",
+       "        \"splitNumber\": 5,\n",
+       "        \"hoverLink\": true,\n",
+       "        \"orient\": \"vertical\",\n",
+       "        \"padding\": 5,\n",
+       "        \"showLabel\": true,\n",
+       "        \"itemWidth\": 20,\n",
+       "        \"itemHeight\": 140,\n",
+       "        \"borderWidth\": 0\n",
+       "    }\n",
+       "};\n",
+       "                chart_e0e3672a4a5941c483bb392a354cb811.setOption(option_e0e3672a4a5941c483bb392a354cb811);\n",
+       "        });\n",
+       "    </script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x28ac5466148>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "map_data=df['省份'].value_counts()\n",
+    "map_data.index\n",
+    "map_data_list=[]\n",
+    "for i in range(len(map_data)):\n",
+    "    map_data_list.append([map_data.index[i],int(map_data.values[i])])\n",
+    "map_data_list\n",
+    "from pyecharts import options as opts #负责图表配置的模块\n",
+    "from pyecharts.charts import Map #地图主要用于地理区域数据的可视化\n",
+    "c = (\n",
+    "        Map()\n",
+    "        .add(\"\",map_data_list,'china')\n",
+    "        .set_series_opts(label_opts=opts.LabelOpts())\n",
+    "        .set_global_opts(title_opts = opts.TitleOpts(title='全国省份招聘需求分布热力图'),legend_opts=opts.LegendOpts(is_show=False),\n",
+    "                     visualmap_opts=opts.VisualMapOpts(is_piecewise=False )  \n",
+    "                     )\n",
+    "    )\n",
+    "\n",
+    "c.render('全国省份招聘需求分布热力图.html')\n",
+    "c.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}