{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib.ticker as mtick\n",
    "\n",
    "def plot_line_rate(df,title,xlabel,ylabel,ndays,*args):\n",
    "    #设置图的基本信息\n",
    "    plt.style.use('ggplot')\n",
    "    #plt.figure(figsize=(10,5))\n",
    "    plt.title(title)\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.ylabel(ylabel)\n",
    "    #设置横坐标为日期\n",
    "    df = df.tail(ndays)\n",
    "    x_dates = []\n",
    "    for i in df[\"date\"]:\n",
    "        x_dates.append(datetime.datetime.strptime(str(i),\"%Y%m%d\"))\n",
    "    plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%Y/%m/%d\"))\n",
    "    plt.gca().xaxis.set_major_locator(mdates.DayLocator())\n",
    "    #设置纵坐标为百分比\n",
    "    fmt='%.2f%%'\n",
    "    yticks = mtick.FormatStrFormatter(fmt)\n",
    "    plt.gca().yaxis.set_major_formatter(yticks)\n",
    "    #画图\n",
    "    for i in df.columns.difference([\"date\"]):\n",
    "        plt.plot(x_dates,df[i]*100,'-',label=i.split(\"_\")[-1])\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    plt.close()\n",
    "    \n",
    "def plot_line_nums(df,title,xlabel,ylabel,ndays,*args):\n",
    "    #设置图的基本信息\n",
    "    plt.style.use('ggplot')\n",
    "    #plt.figure(figsize=(10,5))\n",
    "    plt.title(title)\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.ylabel(ylabel)\n",
    "    #设置横坐标为日期\n",
    "    df = df.tail(ndays)\n",
    "    x_dates = []\n",
    "    for i in df[\"date\"]:\n",
    "        x_dates.append(datetime.datetime.strptime(str(i),\"%Y%m%d\"))\n",
    "    plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%Y/%m/%d\"))\n",
    "    plt.gca().xaxis.set_major_locator(mdates.DayLocator())\n",
    "    #画图\n",
    "    #legend_count = 0\n",
    "    for i in df.columns.difference([\"date\"]):\n",
    "        plt.plot(x_dates,df[i],'-',label=i.split('_')[-1])\n",
    "        #legend_count += 1\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"rate.csv\",sep=',')\n",
    "df0 = df.loc[:,[\"date\",\"question_imp_all\",\"question_imp_ios\",\"question_imp_android\"]]\n",
    "df1 = df.loc[:,[\"date\",\"answer_imp_all\",\"answer_imp_ios\",\"answer_imp_android\"]]\n",
    "df2 = df.loc[:,[\"date\",\"diary_imp_all\",\"diary_imp_ios\",\"diary_imp_android\"]]\n",
    "df3 = df.loc[:,[\"date\",\"activate_uid_ctr_all\",\"activate_uid_ctr_ios\",\"activate_uid_ctr_android\"]]\n",
    "df4 = df.loc[:,[\"date\",\"activate_uid_ave_imp_all\",\"activate_uid_ave_imp_beijing\"]]\n",
    "df5 = df.loc[:,[\"date\",\"click_answer_uid_all\",\"click_answer_uid_ios\",\"click_answer_uid_android\"]]\n",
    "df6 = df.loc[:,[\"date\",\"click_question_uid_all\",\"click_question_uid_ios\",\"click_question_uid_android\"]]\n",
    "df7 = df.loc[:,[\"date\",\"click_diary_uid_all\",\"click_diary_uid_ios\",\"click_diary_uid_android\"]]\n",
    "df8 = df.loc[:,[\"date\",\"click_one_uid_all\",\"click_one_uid_ios\",\"click_one_uid_android\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8k2ALRJuzCO3GW9AcEb0d3hVTSUdRlE5pbPBSmOPkVJEL3QtRA02kZlmJiFKT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\niICRoiOEECJg/j+E2H7xwlZOowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106e25828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_rate(df0,\"1.0 Question Imp Percentage\",\"date\",\"Percentage\",7,\"all\",\"ios\",\"android\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Lly5NXJr6p1o6dXD+QBu9+0aw66dcMo9UkHG4AqMRouNMxLY3ExFlRDOoFpCiKMqvqdCp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106e25780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_rate(df1,\"1.1 Answer Imp Percentage\",\"date\",\"Percentage\",7,\"all\",\"ios\",\"android\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iFi1axGOPPcaYMWN47rnnuPbaa5uUHTBgAGPHjuUPf/gDZrOZ3r17k5SURFVV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\nkpI+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fc959b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_rate(df2,\"1.2 Diary Imp Percentage\",\"date\",\"Percentage\",7,\"all\",\"ios\",\"android\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZvXo17733HnfddddFve6cOXOYM2cOACtWrGDevHmsX7+eXbt2kZGRwe23395h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\ndBiZdIQQQnQYmXSEEEJ0mP8BuXkStaQnSocAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d6bb5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_rate(df3,\"1.3 Activate Uid Ctr\",\"date\",\"Percentage\",7,\"all\",\"ios\",\"android\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KReVGYm7ozOg27ugbYaqK5szV3obnR4bQ2deRtzansyIpx9IhiYtIomhkt3Xx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\nJgohhBADkolCCCHEgP4Lk1XH+pxN5x8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fca57f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_nums(df4,\"1.4 Activate Uid Ave Imp Times\",\"date\",\"times\",7,\"all\",\"beijing\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NZuh0Opvac2b4N7+VjIlwBwCk5HFvpyXknDTAZARie6raW5Q2gwkMPfqo0HuA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\nt5GiI4QQwm2k6AghhHAbKTpCCCHc5v8D9MzunYbtQ+gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ff91c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_rate(df5,\"1.5 Click Answer Uid Percentage\",\"date\",\"Percentage\",7,\"all\",\"ios\",\"android\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GqmIoa1ZWln6ZRqMR8+fPFx06dBD29vaiT58+4vvvvzdpn59//rl49NFHRZs2bYS9vb3o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\ntCF+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11006fac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_rate(df6,\"1.6 Click Question Uid Percentage\",\"date\",\"Percentage\",7,\"all\",\"ios\",\"android\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BlClTAD2pYdiwYT7X3HzzzWzdupUJEybQp08fRo0a1foGiSZ53IqyUjclxXoA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\nCCGEJkhBEkIIoQn/HyvWjRl3TtcbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11006f860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_rate(df7,\"1.7 Click Diary Uid Percentage\",\"date\",\"Percentage\",7,\"all\",\"ios\",\"android\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oL3VQVHC69lNoo6zEQd2sP18/3ekFPZ3BJ8DccrZGEKK5SEBqRc7eCuLll19m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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1101e5f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_line_rate(df8,\"1.8 Have Click Uid Percentage\",\"date\",\"Percentage\",7,\"all\",\"ios\",\"android\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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