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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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zZx6+8MOkiyObj0dZscu2aOjsD+D2hY6vY6UaFn8PZt8CNa/C8ksiiflOc6qr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jfrCYfGF+dLNaUjpaTPF71ZKOEQdW17cPa0U1q0gDTTgfYwAxnqE13qfYCamhrMZnNctnMNoKoq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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x290aa5ab588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#林贻鑫\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.rcParams['font.family']= 'SimHei'\n",
"plt.rcParams['axes.unicode_minus']=False\n",
"dim_num=6\n",
"data=np.array([[0.50,0.32,0.35,0.30,0.30,0.88],\n",
"[0.45,0.35,0.30,0.40,0.40,0.30],\n",
"[0.43,0.99,0.30,0.28,0.22,0.30],\n",
"[0.30,0.25,0.48,0.95,0.45,0.40],\n",
"[0.20,0.38,0.87,0.45,0.32,0.28],\n",
"[0.34,0.31,0.38,0.40,0.92,0.28]])\n",
"angles=np.linspace(0, 2 * np.pi, dim_num, endpoint=False)\n",
"angles=np.concatenate((angles,[angles[0]]))\n",
"data=np.concatenate((data,[data[0]]))\n",
"radar_labels=['研究型(I)','艺术型(A)','社会型(S)','企业型(E)','传统型©','现实型®']\n",
"radar_labels=np.concatenate((radar_labels, [radar_labels[0]]))\n",
"plt.polar(angles, data)\n",
"plt.thetagrids(angles * 180/np.pi, labels=radar_labels)\n",
"plt.fill(angles, data, alpha=0.25)\n",
"plt.title('37')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7vgrA+HXvBlCPiGoDuA6gReKdhRADhBChQojQ8PBwE022ljp1WJl24kSWCsX168Dnn/Ob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\nMaCCLyIiEgMq+CIiIjHwP34gori0nJiBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x290ec66b9e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#刘征东\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"x=np.linspace(0,12,50)\n",
"y=np.sin(x)\n",
"z=np.cos(x)\n",
"plt.figure(figsize=(8,4))\n",
"plt.ploty(x,y,label=\"$sin(x)$\",color=\"red\",linewidth=2)\n",
"plt.plot(x,z,\"b--\",label=\"$cos(x^2)$\")\n",
"plt.xlabel(\"Time(s)\")\n",
"plt.ylabel(\"Volt1\")\n",
"plt.title(\"2-18\")\n",
"plt.ylim(-1.2,1,2)\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/P52dnXR3d9PT00NPTw/9/f0AjioKbm5uDhEaS6x7enocgmb/154P5u3t7Xj4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6fnaZcHMYc5J6eBAEKIyNTU1JN1dXVRQgiklOzfv5/c3FyXL9r+/n5KS0tZt26dyxeKoih8tO8j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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x290ec686128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#唐圪菁\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['font.sans-serif']='SimHei' #设置显示中文字体\n",
"plt.rcParams['axes.unicode_minus']=False #设置正常显示符号\n",
"major=np.array(['网工','建智','计科','软工','自动化','通信'])\n",
"number=np.array([[100,66,78],\n",
" [60,50,40],\n",
" [120,98,102],\n",
" [150,140,160],\n",
" [102,125,120],\n",
" [70,65,84]])\n",
"data_length=len(number) #数据长度\n",
"#把圆周等分为data_length份\n",
"angles=np.linspace(0,2*np.pi,data_length,endpoint=False)\n",
"number = np.concatenate((number,[number[0]]))\n",
"angles = np.concatenate((angles,[angles[0]]))\n",
"#绘制雷达图\n",
"plt.polar(angles,number,'o-',linewidth=3)\n",
"#设置角度和网格标签\n",
"plt.thetagrids(angles*180/np.pi,major,fontproperties='simhei',fontsize=12) #将各major标签放到顶点上,并设置标签字体、大小\n",
"plt.title('班级人数分布') #设置雷达图标题\n",
"plt.legend(['大一','大二','大三'],loc=(0.95,0.8),labelspacing=1) #图列标题,图列位置,图列大小\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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FBEHAZJbQd1nQ6Mw0txmpq20j45CF2pY/HugqJYyLVDA1LICZcZ7MGeWJn5v9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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x290ec9dd438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#朱浩import numpy as np\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def calcu_elevation(x1, y1): # 计算高程\n",
"\n",
" ele = (1-x1/2+x1**5+y1**3)*np.exp(-x1**2-y1**2)\n",
"\n",
" return ele\n",
"\n",
"n = 256\n",
"\n",
"x = np.linspace(-3, 3, n)\n",
"\n",
"y = np.linspace(-3, 3, n)\n",
"\n",
"X, Y = np.meshgrid(x, y) # 将原始数据变为网格数据\n",
"\n",
"# 填充等高线的颜色, 8是等高线分为几部分\n",
"\n",
"plt.contourf(X, Y, calcu_elevation(X, Y), 8, alpha=0.75, cmap=plt.cm.hot) # 8表示要分几部分等高线\n",
"\n",
"# 画等高线\n",
"\n",
"C = plt.contour(X, Y, calcu_elevation(X, Y), 8, colors='black', linewidth=0.5)\n",
"\n",
"plt.clabel(C, inline=True, fontsize=10) # 添加文字标签 inlins表示等高线是穿过数字还是不穿过\n",
"\n",
"plt.xticks([])\n",
"\n",
"plt.yticks([])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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s9bEXeL2lMbhlsahQ4ITdTm6exB00DLomElHS59Ek16RkwYQJbpOSAw4HhxwO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\n0UyGe9eu5Q/6+mYl7qwxzt7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3IaUAAa6uEKqrNn+HzZfH1pgmd7z2MsdCAVfHGNkTpSo5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\nCFxAYB0jCFxAYB0jCFxAYB3z/wFz3lPCnhmAJgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1fd2ddbaf28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#王诗婷\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# 解决 plt 中文显示的问题\n",
"plt.rcParams['font.sans-serif'] = ['SimHei']\n",
"plt.rcParams['axes.unicode_minus'] = False\n",
"\n",
"# 极轴图 - 极坐标的柱状图\n",
"\n",
"plt.figure(figsize=(8,4))#创建宽为8英寸、高为4英寸的画布\n",
"\n",
"ax1= plt.subplot(111, projection='polar')\n",
"#数字分别表示子图分布在第一行第一列、第一个索引位置,类型选为极点图\n",
"ax1.set_title('Radar Map\\n') # 创建标题\n",
"ax1.set_rlim(0,13)#值域范围\n",
"\n",
"data = np.random.randint(1,140,5)\n",
"\n",
"theta=np.arange(0,2*np.pi,2*np.pi/5)#第一个参数为起点,第二个参数为终点,第三个参数为步长\n",
"# 创建数据\n",
"\n",
"bar = ax1.bar(theta,data,alpha=0.2)#极坐标的柱状图,alpha表示不透明度\n",
"for r,bar in zip(data, bar):\n",
" bar.set_facecolor(plt.cm.jet(r/10.))#通过plt.cm接口实现\n",
" # 设置颜色jet的地方可以写其他的colormap\n",
"plt.thetagrids(np.arange(0.0, 360.0, 90), [])#在极坐标设置网格线的theta位置\n",
"# 设置网格、标签(这里是空标签,则不显示内容)\n",
"\n",
"plt.show\n",
"\n",
"# 输入产量与温度数据\n",
"production = [1125, 1725, 2250, 2875, 2900, 3750, 4125]\n",
"tem = [6, 8, 10, 13, 14, 16, 21]\n",
"rain = [25, 40, 58, 68, 110, 98, 120]\n",
"\n",
"colors = np.random.rand(len(tem)) # 颜色数组\n",
"size = production\n",
"plt.scatter(tem, rain, s=size, c=colors, alpha=0.6) # 画散点图, alpha=0.6 表示不透明度为 0.6\n",
"plt.ylim([0, 150]) # 纵坐标轴范围\n",
"plt.xlim([0, 30]) # 横坐标轴范围\n",
"plt.xlabel('温度') # 横坐标轴标题\n",
"plt.ylabel('降雨量') # 纵坐标轴标题\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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OwsjzJA8neOxpzSwpugIf9DOpLzXhxnVVuG51OYqNMx8tqASxWAwnTpxAKpXCkiVL4Pf7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\nHg1i2EwaUWcXEiEPDHULIFOPrEU42OHDC5+eRYVOgc8evZ7X6davfvU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"text/plain": [
"<matplotlib.figure.Figure at 0x1fd70a77ef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#杨海坤\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.font_manager import FontProperties\n",
"# 数据准备\n",
"labels=np.array([u\"A\",\"B\",u\"C\",u\"D\",u\"E\",u\"F\"])\n",
"stats=[83, 61, 95, 67, 76, 88]\n",
"# 画图数据准备,角度、状态值\n",
"angles=np.linspace(0, 2*np.pi, len(labels), endpoint=False)\n",
"stats=np.concatenate((stats,[stats[0]]))\n",
"angles=np.concatenate((angles,[angles[0]]))\n",
"# 用Matplotlib画蜘蛛图\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, polar=True)\n",
"ax.plot(angles, stats, 'o-', linewidth=2)\n",
"ax.fill(angles, stats, alpha=0.25)\n",
"# 设置中文字体\n",
"font = FontProperties(fname=r\"C:\\Windows\\Fonts\\simhei.ttf\", size=14)\n",
"ax.set_thetagrids(angles * 180/np.pi, labels, FontProperties=font)\n",
"#ax.set_thetagrids(angles * 180/np.pi, labels)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\ymwy\\Anaconda3\\lib\\site-packages\\matplotlib\\font_manager.py:1297: UserWarning: findfont: Font family ['Microsoft YaHei'] not found. Falling back to DejaVu Sans\n",
" (prop.get_family(), self.defaultFamily[fontext]))\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x1c4397a5a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"def scatterplot(x_data, y_data, x_label=\"\", y_label=\"\", title=\"\", color = \"r\", yscale_log=False):\n",
" plt.rcParams['font.sans-serif'] = ['SimHei']\n",
" plt.rcParams['axes.unicode_minus'] = False\n",
" # Plot the data, set the size (s), color and transparency (alpha)\n",
" # of the points\n",
" plt.scatter(x_data, y_data, s = 10, color = color, alpha = 0.75)#散点图的制作\n",
"\n",
" if yscale_log == True:\n",
" plt.set_yscale('log')\n",
"\n",
" # Label the axes and provide a title\n",
" plt.title(title)\n",
" plt.xlabel(x_label)\n",
" plt.ylabel(y_label)\n",
"\n",
"height=[140,161,170,182,175,173,165,155,150,120]\n",
"weight=[38,50,58,80,70,69,55,45,40,30]\n",
"scatterplot(height,weight,\"身高\",\"体重\",\"Height-to-weight scale chart\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}