File size: 117,127 Bytes
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{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# \n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt \n",
"\n",
"# 读取Excel数据\n",
"df=pd.read_excel('mrbook.xlsx')\n",
"\n",
"x=[i for i in range(1,7)]\n",
"y1=df['销量']\n",
"\n",
"y2=df['rate']\n",
"\n",
"#处理中文乱码\n",
"plt.rcParams['font.sans-serif']=['SimHei']\n",
"\n",
"# 用来正常的显示负号\n",
"plt.rcParams['axes.unicode_minus']=False\n",
"\n",
"fig=plt.figure() # 创建画布 \n",
"\n",
"ax1=fig.add_subplot(1,1,1) # 1 行1列,在第一个区域绘图\n",
"\n",
"# 设置图表的标题\n",
"plt.title('销量情况对比')\n",
"\n",
"\n",
"# 设置x轴标题\n",
"plt.xticks(x,[str(i)+'月'for i in range(1,7)])\n",
"\n",
"\n",
"# 绘制柱状图\n",
"ax1.bar(x,y1)\n",
"\n",
"# 设置y轴标签\n",
"ax1.set_ylabel('销售(册)')\n",
"\n",
"# 共享x轴,添加一条y轴坐标\n",
"ax2=ax1.twinx()\n",
"\n",
"# 绘制折线图\n",
"ax2.plot(x,y2,color='black',linestyle='--',marker='o',linewidth=2)\n",
"\n",
"\n",
"# 设置y轴标签\n",
"ax2.set_ylabel('增长率')\n",
"\n",
"# 添加文本\n",
"\n",
"for a,b in zip(x,y2):\n",
" plt.text(a,b+0.02,'%.2f'%b ,ha='center',va='bottom' ,fontsize=10,color='r')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 堆叠柱形图\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt \n",
"import numpy as np\n",
"import seaborn as sns\n",
"\n",
"# 设置模式\n",
"sns.set_style('darkgrid')\n",
"\n",
"# 解决中文乱码\n",
"\n",
"plt.rcParams['font.sans-serif']=['SimHei']\n",
"\n",
"# 读取Excel数据\n",
"df=pd.read_excel('mrtb_data.xlsx')\n",
"\n",
"# 根据类别分组,计算每组中 买家实际支付金额 的总和\n",
"df1=df.groupby(['类别'])['买家实际支付金额'].sum()\n",
"\n",
"# 将消费总金额转成列表\n",
"num=np.array(list(df1))\n",
"\n",
"\n",
"# 根据类别和性别分组,统计不同买家的人数,并重置索引\n",
"df2=df.groupby(['类别','性别'])['买家会员名'].count().reset_index()\n",
"\n",
"\n",
"#提取出男性的数据\n",
"men_df=df2[df2['性别']=='男']\n",
"\n",
"women_df=df2[df2['性别']=='女']\n",
"\n",
"#将男性,女性买家数转成列表\n",
"men_lst=list(men_df['买家会员名'])\n",
"women_lst=list(women_df['买家会员名'])\n",
"\n",
"\n",
"# 计算男性用户例\n",
"ratio=np.array(men_lst)/(np.array(men_lst)+np.array(women_lst))\n",
"\n",
"# 设置输出的精度\n",
"np.set_printoptions(precision=2)\n",
"\n",
"# 计算男女生的消费金额\n",
"men=num*ratio\n",
"\n",
"women=num*(1-ratio)\n",
"\n",
"# 删除 类别中 的重复数据\n",
"\n",
"df3=df2.drop_duplicates(['类别'])\n",
"\n",
"\n",
"# 将类别转成列表\n",
"name=list(df3['类别'])\n",
"\n",
"\n",
"# 绘制图表\n",
"width=0.5\n",
"\n",
"x=np.arange(len(name)) # [0,1,2,3,4]\n",
"\n",
"# 男性柱状图\n",
"\n",
"\n",
"plt.bar(x,men,width=width,color='slateblue',label='男性用户')\n",
"\n",
"# 女性的柱状图\n",
"plt.bar(x,women,width=width,color='orange',label='女性用户',bottom=men)\n",
"\n",
"\n",
"# 设置x轴与y轴的标签\n",
"plt.xlabel('消费类别')\n",
"\n",
"plt.ylabel('男女分布')\n",
"\n",
"plt.xticks(x,name,rotation=20)\n",
"\n",
"# 在图表上显示数字\n",
"for a,b in zip(x,men):\n",
" plt.text(a,b,'%.0f'%b ,ha='center',va='top',fontsize=12)\n",
"\n",
"for a,b,c in zip(x,women,men):\n",
" plt.text(a,b+c,'%.0f'%b ,ha='center',va='bottom',fontsize=12)\n",
"\n",
"# 添加图例\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 绘制双色球中奖号码\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt \n",
"import seaborn as sns\n",
"\n",
"#设置显示样式\n",
"sns.set_style('darkgrid')\n",
"\n",
"df=pd.read_csv('data.csv',encoding='gb2312')\n",
"\n",
"# 解决中文乱码\n",
"\n",
"plt.rcParams['font.sans-serif']=['SimHei']\n",
"\n",
"# 设置画布\n",
"plt.figure(figsize=(6,6))\n",
"\n",
"series=df['中奖号码'].str.split(' ',expand=True)\n",
"\n",
"# 对每一位中奖号码统计出现次数,(统计每一列中不同数字出现的次数)\n",
"\n",
"df1=df.groupby(series[0]).size() # 第1个位置\n",
"df2=df.groupby(series[1]).size() # 第2个位置\n",
"df3=df.groupby(series[2]).size() # 第3个位置\n",
"df4=df.groupby(series[3]).size() # 第4个位置\n",
"df5=df.groupby(series[4]).size() # 第5个位置\n",
"df6=df.groupby(series[5]).size() # 第6个位置\n",
"df7=df.groupby(series[6]).size() # 第7个位置\n",
"\n",
"# 横向合并\n",
"data=pd.concat([df1,df2,df3,df4,df5,df6,df7],axis=1,sort=True)\n",
"\n",
"# 空值处理,将NaN替换成0\n",
"data=data.fillna(0)\n",
"\n",
"# 浮点数转成整数显示\n",
"\n",
"data=data.round(0).astype(int)\n",
"\n",
"\n",
"# 绘制热力图\n",
"plt.title('统计2014~2019年双色球中奖数字热力图')\n",
"\n",
"# 绘制 annot数值是否显示,fmt参数控制数据的格式,lw表示线宽\n",
"\n",
"sns.heatmap(data,annot=True,fmt='d',lw=0.5)\n",
"\n",
"#设置x轴与y轴的标签\n",
"plt.xlabel('中奖号码位数')\n",
"plt.ylabel('双色球数字')\n",
"\n",
"plt.xticks(range(0,7),['第'+str(i)+'位'for i in range(1,8)],ha='left')\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
|