{
 "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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cInrj8TaacV71PDFwiIhIEgwcIqJqrEuXLsjNzQUANGvWrIqreTUMHCIikgSfkhERVRNB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\nAVu7W5xdsO+gAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1058dfa20>"
      ]
     },
     "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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v6d+/P4cPH6ZLly5MmTKFu+++m++//769i3rBpKUjhADAYtWR2ctCZi8Lp8u9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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e5d0908>"
      ]
     },
     "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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28s0lcQxp//79PPnkkyQkJLjXfeMb32DNmjU8++yzTJs2jd/85jeXTSAJIYTo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\nGZCEEEL4hH8Br7dBhHAHDSQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e571320>"
      ]
     },
     "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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iwLaEhATy8/MBGD58OBUVFV1bOhFgypQplJWVATBixIgeLo0QQgSvw6EzZswY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\niEjSaNIREZGk0aQjIiJJo0lHRESS5j+ujwaTuPDPcQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e79ba90>"
      ]
     },
     "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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pfRgV4WW9X/LVNB0lX7tOFPH88qMUlNcwe0w4Nw8Jssk6TR0lX+2JrXLWJoWi\ntLSU5ORk/vnPf+Li4sKbb77JunXr6j1G07QLrksUFxdHXFyc9ff8/PxmxWEymZp9bGflocHcSSG8\nuPY4j323j1lD/biit6V4S76apr3nq86sWJySz3/3FuDras+rk0Pp6e3EyYICm8TT3vPVHl1KzgID\nA5t93jYpFCkpKfj6+mIwWNaGGT58OAcPHsRoNFJYWIinpyeFhYXW+0Xb8nax5+VJYczbaNlXILu0\nmjsv87V1WKIF5ZRW8+bGLH7Nr2B8hIG7h/nJJAbRaG0yRmEymTh06BBVVVUopUhJSSEoKIioqCiS\nkpIASEpKYtiwYW0RjjgPZ3sdT8QEc0UvD779tZDXNpygsqbO1mGJFrAhvZiHfkwj/VQVD48K4MFR\nMtNNNE2btCh69uzJiBEjeOyxx7CzsyM8PJy4uDgqKyuJj49nzZo11umxwnbsdBp3D/MnwN2BT7bn\n8uevfuHy7gZGh7rLRVcdUGWtmY+25ZB4pIie3k48OjoQf3dZ70s0naY64CW6mZmZzTpO+kQbb+vx\nEj7ffZJjhRXodRpDA10ZF2EgKshNpk9eQHt6fx05WckbGzLJKqnmuv7e3DzQhL6dXVzZnvLVUXTq\nMQrR8UQHuzN1UDhbDp4gKa2I9WnFbDleiqu9jpGh7oyLMNDf10V2NWtnzErx3a+FfLYrF4Ojnn9M\nDGGgv6utwxIdnBQKcUGaptHD24ke3k7ceZkvKTnlrE0tYkN6CYlHivB20RMbbiA23EC4p5Otw+3y\nTlXU8vbmLHZklREd7Mb/G+6PwUn+xMWlk3eRaBQ7ncbgAFcGB7hyb62ZLcdLSUot4pv9J1my7yRh\nHo6MCzcwNtyAj6tsatPWdmSW8vbmLMqqzdwzzI+pPT1kG1zRYqRQiCZz1OuICTcQE26gqLKWDekl\nJKUV8emuPD7blUd/PxfGhRsYGeqOm4MMgremmjozn+/K45tfCwk1OvD8hBBp3YkWJ4VCXBKjk54r\nentyRW9PskqqSUorJim1mPe2ZDM/OYeoIDdiIwxEBbpiL4PgLepEcTXzNp7gyMkqpvb04E9DfHHU\nS45Fy5NCIVpMgLsDN0WauHGAN4dPVrI2tZj16cVszijB1UHHmFDLeEZfX2cZBL8ESilWHy3io205\n2Os0nogJYkSIu63DEp2YFArR4jRNo6e3Mz29nZk5xJdfsstYm1rM2tQiVhw+hY+LnphwA+MijIR6\nyJ4HTVH+hWKrAAAgAElEQVRaXce/tmazIb2EAX4uPDQqAJOLjAmJ1iWFQrQqO53GkEA3hgS6UVFj\nZsvxEtalFbN0/0n+t+8kEZ6OxJ4e7/CWD7wG7c8r582NmeSX1zJjkIlr+3nLxlOiTUihEG3G2V7H\nuAgj4yKMnKqoZX16MUlpxSzamcenO/OI9HchNtzAyBB3XGUQ3KrOrPjv3gIWp+Tj42rP3Mlh9DY5\n2zos0YVIoRA24eGs56o+XlzVx4sTxdUkpRWRlFrMuz9bBsGHnR4EHxLghr1d1/3WnFdWw1ubMtmT\nW0FMmIG/RPtJERVtTgqFsLkggwO3DPTh5kgTBwsqSUotYn16CRuPleDuoGN0mIFx4Qb6+Dh3qWsD\nNmeU8N7PWdSaFQ+MDGB8hKFLvX7RfkihEO2Gpmn0NjnT2+TMzKF+7MoqIym1mDVHi1h+6BR+bvbE\nhBmIjTAQYuy8g+BVtWY+2Z7LisOn6O5lWcwv0CCL+QnbkUIh2iW9TiMqyI2oIDfKa+rYklHK2rRi\n/revgK/3FtDdy5HYcCNjww14OXeet3FaYSVvbMwko6iaP/T14tZBPl266020D53nL0x0Wi72dozv\nZmR8NyMnK2rZkF7M2tRiFuzIZdHOXAb6uRAbYWREiFuH3WdBKcUPBwtZtCMPNwcdz08IYXCALOYn\n2gcpFKJD8XLWc3UfL67u48XxoiqS0ixF4+3NWfxrq8bwYDfGRRgZHODa7pbVvpCiylre/TmL5BNl\nDA105f6RAXjIYn6iHZF3o+iwgo2O3DrIh1sGmvg1v4Kk1GI2pBezPr0Eg6MdY8LciQ030tvk1G4H\ngX/JLiN+UxYlVXXMGurLlb09222souuSQiE6PE3T6OvjQl8fF+4a6sfOrFLWphaTeKSIHw+ewt/N\nntgIA7HhRoLayaBwrVnx71/yWLrvJEEGB54ZF0w3L1nMT7RPUihEp2JvpxEd7E50sDvlNXVsPlbC\n2rRi/pNSwFcpBfT0diI23MDYMAMeNhoEzyqpZt7GTA4VVDK5h5G7hvrhJIv5iXZMCoXotFzs7ZjY\n3YOJ3T0oKK9h/elB8I+357JgRy6D/V2JjTAwPNgdZ/u2+aD+6WgRHyTnYKeDOWMDGR1qaJPzCnEp\nGl0ovv/+ewYMGEB4eDgHDx4kPj4enU7HAw88QK9evVozRiEumbeLPdP7ejO9rzfHTlkGwdelFRG/\nKQtHu2xGhLgTG25gcIBrq6yfVF5Txwdbc0hKK6afjzMPjw6UDZ5Eh9HoQvHDDz8wYcIEAL788kuu\nvPJKnJ2dWbRoES+//HKrBShESwv1cOS2wT7cOsjE/jzLIPjGY5Z1p4xOdow5fSV4T++WGQQ/kF/B\nmxszyS2r4eaBJm7oL4v5iY6l0YWivLwcFxcXKioqSEtL4+mnn0an0/HZZ5+1ZnxCtBqdptHf14X+\nvi78OcqX7ZmW5dBXHjrFDwcKCXS3JzbcSGyEgQD3pg+Cm5Viyb6TfPFLHl7Oel6KC6Wfr0srvBIh\nWlejC4W3tzcHDhwgIyODvn37otPpKC8vR6eTQTjR8dnb6RgR4s6IEHdKqy2D4ElpxSxOyefLlHx6\nm5yIDTcyJswdYyOucSgor+GtTVnszilndKg7s6P9cXPsmBcDCtHoQjFjxgzefPNN9Ho9jzzyCAA7\nduygR48erRacELbg5mDHpB4eTOrhQX55DetOb+/64bYcPt6ew5AAV2IjjAwPdjvv1qNbj5fwzs/Z\nVNeauW+4P3HdjXJthOjQNKWUau7BtbW1AOj1bTt5KjMzs1nHmUwm8vPzWziazkvyVV9aYaVlT/C0\nYgrKa3HS6xgRYrkSfKCfCx5e3sxbtY8fDp4iwtORR0cHEtyJFy+8VPL+arpLyVlgYGCzz9ukT/gT\nJ06wefNmioqKuOuuu8jJyaG2tpawsLBmByBERxHu6US4pxO3DfZhb245SanFbDpWwtrUYjyc7HB3\nOkbGqQqu6uPJHYN9sLeTblnROTT6nbx582aeeeYZTp48ybp16wCorKyUwWzR5eg0jUg/V+4bEcCi\n63rw+Ngg+vg4Y2+n8fS4YGYN9ZMiITqVRrco/vOf//D0008THh7O5s2bAQgLCyMtLa21YhOi3XOw\n0zEy1J2Roe7SlSI6rUZ/7SkqKvpdF5OmaTJIJ4QQnVyjC0W3bt2sXU5nbNy4UWY9CSFEJ9forqc/\n/elPvPjii6xZs4aqqipeeuklMjMzeeqpp1ozPiGEEDbW6EIRFBTEW2+9xfbt2xk6dCje3t4MHToU\nJydZGlkIITqzJk2PdXR0ZNSoUa0VixBCiHao0YUiPz+fr7/+mrS0NCorK+vd9/bbb7d4YEIIIdqH\nRheKN998k8DAQP74xz/i4NA+dgkTQgjR+hpdKE6cOMGLL74oiwAKIUQX0+hP/aFDh7Jv377WjEUI\nIUQ71OgWxcyZM3nqqafw8/PDaDTWu2/27NktHpgQQoj2odGF4v3330en0xEUFCRjFEII0YU0ulDs\n2bOH+fPn4+zs3OSTZGZmEh8fb/09NzeXP/7xj8TGxhIfH09eXh4+Pj489NBDuLm5Nfn5hRBCtJ5G\nF4qwsDBKSkqaVSgCAwN5/fXXATCbzdxzzz1ER0eTkJBAZGQk06dPJyEhgYSEBGbMmNHk5xdCCNF6\nGj2Y3b9/f1566SWWLl3KmjVr6v00RUpKCv7+/vj4+JCcnExsbCwAsbGxJCcnNy16IYQQra7RLYoD\nBw7g5eXF7t27f3ffhAkTGn3CjRs3Mnr0aMCyIq2npycAHh4eFBUVnfeYxMREEhMTAZg7dy4mk6nR\n5zuXXq9v9rFdkeSraSRfTSP5ajpb5azRheLZZ5+95JPV1tayfft2brnllt/d19CS5XFxccTFxVl/\nb+6a/7JfQNNIvppG8tU0kq+ms9VWqA12PZ27nbbZbL7gT2Pt3LmTiIgIPDw8ADAajRQWFgJQWFiI\nwWBozmsQQgjRihpsUdx55518+umnANx8880XfNxXX33VqJOd2+0EEBUVRVJSEtOnTycpKYlhw4Y1\n6nmEEEK0nQYLxbx586z/vvXWWxk5cmS9+5VSbNmypVEnqqysZPfu3dx9993W26ZPn058fDxr1qyx\nTo8VQgjRvjRYKM4dNPnf//7H1Vdf/bvHLFmyhKuuuuqiJ3JycmLBggX1bnN3d+eZZ55pbKxCCCFs\n4KKD2Xv27AGgrq7O+u8zcnJymnVdhRBCiI7jooXiX//6FwA1NTXWf4NllpKHhwczZ85sveiEEELY\n3EULxT//+U8A3nvvPe67775WD0gIIUT70ugrs6VICCFE1yS7EAkhhGiQFAohhBANkkIhhBCiQVIo\nhBBCNEgKhRBCiAZJoRBCCNEgKRRCCCEaJIVCCCFEg6RQCCGEaJAUCiGEEA2SQiGEEKJBUiiEEEI0\nSAqFEEKIBkmhEEII0SApFEIIIRokhUIIIUSDpFAIIYRokBQKIYQQDZJCIYQQokFSKIQQQjRICoUQ\nQogGSaEQQgjRICkUQgghGiSFQgghRIOkUAghhGiQFAohhBANkkIhhBCiQVIohBBCNEgKhRBCiAZJ\noRBCCNEgKRRCCCEaJIVCCCFEg6RQCCGEaJAUCiGEEA3St9WJysrK+OCDD8jIyEDTNO69914CAwOJ\nj48nLy8PHx8fHnroIdzc3NoqJCGEEI3QZoVi4cKFDB48mEceeYTa2lqqqqpYunQpkZGRTJ8+nYSE\nBBISEpgxY0ZbhSSEEKIR2qTrqby8nP379zNhwgQA9Ho9rq6uJCcnExsbC0BsbCzJycmtFoMym1vt\nuYUQojNrkxZFbm4uBoOB999/n/T0dLp168add95JUVERnp6eAHh4eFBUVHTe4xMTE0lMTARg7ty5\nmEymJsdQsuhd8pJWYOcfdM5PMHb+Qej9g9AMHmia1vwX2Qnp9fpm5bqrknw1jeSr6WyVszYpFHV1\ndaSmpjJz5kx69uzJwoULSUhIqPcYTdMu+EEdFxdHXFyc9ff8/Pwmx6ACw3CMGk1FRho1u7dB0gpQ\n6uwDnF3Axx98/NF8AsA3AM3HH3wCwNMbTdf1xv1NJlOzct1VSb6aRvLVdJeSs8DAwGaft00Khbe3\nN97e3vTs2ROAESNGkJCQgNFopLCwEE9PTwoLCzEYDK0WgzZkFIbJV1N9OsmqphrycyA3G5WXBblZ\nqLxsOJ6O2rUV6mqxlhG9PZj8LEXENwB8AtB8TxcRky+a3r7V4hZCCFtrk0Lh4eGBt7c3mZmZBAYG\nkpKSQnBwMMHBwSQlJTF9+nSSkpIYNmxYW4QDgGbvAAEhEBDCb9sxylwHJ/Mh7zdFJDcbdXAPVFWe\nLSKaDrxM5xSRsy0SfPzRnJzb7DUJIURraLNZTzNnzuSdd96htrYWX19fZs+ejVKK+Ph41qxZY50e\n2x5oOjtLC8Lkh9Z3UL37lFJQcup0SyQbcrMgz1JI1I7NUFqMOvcAd+PpbixL4cD3nELiZpBxESFE\nu6cppdTFH9a+ZGZmNuu4tugTVRXlcG4rJC8bdbqYUFhQf1zEyfl08ThbSM50bbWHcRHpQ24ayVfT\nSL4apspLISMNdTwVMo6iMlLxuv8piozNG8xu92MUXYnm7AKh3SG0+++7tGqqIT/3dBHJOltEzjsu\nogeTf/0urdP/xdsPzV7GRYToDJRSlvHS42mo0wWBjFQoyD37IHcjhERAXZ1NYpRC0YYs4yLBEBB8\n/nGRwoKzRcQ6yJ6NOrgXqirOGRfRwMvn9HiI/++7tpxc2viVCSEaQ9VUQ+YxazGwtBbSoKLM8gBN\nA79AtG69IfZytOAIS4EweqJpGvYmE9igFSaFop3QdHbg7QvevhcYFyk6pzvrbNeW2rUFSoouMC5y\nembWmXERH39wN8q4iBBtQJUUWYpBxumuo+NpkJUBZy7+dXSC4HC04TEQHIEWEgFBYWiOTjaN+3yk\nUHQAmqaBwQMMHmg9+v7ufuu4iHU8xPJfdXAvbEkCpc4WkjPjIj4B58zS8gffQPD0shQsIUSjKXOd\npeV/bkHIOAqnTp59kIc3hESgDYq2FISQbpa/vQ5yfZYUik6gUeMieVlni0heNpxIR/1yvnERP2sR\nqegzANVrIJqLaxu/IiHaJ1VVeXosIRWOn24tHE+D6irLA+zswD8Yrc8gCAlHC+lmaS24t941Ym1B\nCkUn1/RxEcuUX3VwL8WrvwMHR7ToGLTYy9HCe9riJQjR5pRSUHTS0nV07OjZ4pCbeXbmorOrpZUw\ndrLlvyEREBDaKSeaSKHowi42LuJRlE/ht1+htiShNqyytFhip1gKhwyYi05C1dZCzglUxlHLdNSM\no5ZZR6XFZx9k8rMUg+gYtNAICI6w/N10kfE+uY5CXNCZfKnyMkuxWLfc0sx2dEYbEYsWczlaaDdb\nh9luyPuraWyRL1VedrrLKM16bQKZx6C2xvIAvb1lQDk4HEK6WVoJweHtpvu1U6/11NqUUlRWVmI2\nmxus8Dk5OVRVVbVhZLahlEKn0+Hk5NQi33g0F1e08dNQ46bC0QOopOWoTWtQScshopelWypqLJqj\nYwtEL8SlU0pZrkM4noo6lmodUyA/5+yD3AyWVsKEK892HfkFoek7xcdii+oULYqKigrs7e3RX+R/\nsF6vp7a2tjVDazdqa2upqanB2bn5a0019O1FlZWifv7JUiyyMsDZFW3EOEvRCApr9jk7MmlRNE1L\n5UvV1EDWOdcmnLlg7bfXJpy+JsEy6ygCjF4drutIWhSXwGw2X7RIdDV6vb5VW0+aqxvaxKtQE66E\nQ/ssrYz1K1A//QA9+lq6pYaOQnOQVoZoOaqk+HTX0TnjCdnHz16x7OBo6SqKHmvpOgoOt/zeDq9N\n6Eg6xadrR/tW0FbaIi+apkGv/mi9+qNK/ozavBqVtAK1IB61+CO0URPRYqagBQS3eiyi81BmM+Rl\nW8cRrK2EUwVnH+ThZSkGg6LPXrDm6y/XArWCTlEoRPuguRvQJv8BNWk6/Lobtc7SwlCJ30DvSEvB\nuGxkp5w+KJpPVVXBifNcm1BVaXmATmfZDqBP5NmCEBKB5m60adxdiRSKVjZ8+HCWLVuGl5cXPXv2\n5NChQ7YOqdVpmgZ9B6H1HYQqLkRtXG0pGh+9gXIzoI2OsxQN3wBbhypsQJ3MR+3ZzqnUA9Qd3g85\nWaBOL2vh7GIpAmMmWbqMQrpBYIjleiBhM1IoRKvSDJ5oU69HTbkW9v+COWkZalUCasUS6DsIXexU\nGBQtM006MVVbC0d/RaVsR6VsgxPpANR4+0BId7RhYy0FIaRrXZvQkXS6v07z4o8sTdfz3adpNGeS\nlxYSge6mP1/0cTNnziQzM5OqqiruuusuZsyY0eRzdVaaTgf9L8Ou/2WoUwWoDatQ61di/mCuZWXM\n0XFoYyejmfxsHapoAerUSdTeHZbCsG8XVJRblrfo0Q/t+jvRBkRhGngZBQUFF38yYXOdrlDY0rx5\n8/D09KSiooIrrriCadOm2Tqkdknz8Ea78ibUtBtgzw7MSctRy/6HWvZf6D8EXewUiByGZieDkh2F\nMtfB0YOWVsOebXDsqOUOoxfa0NFokUOh72DLumSnScuh4+h0haKhb/6tfR3FggULWLZsGWC51iM1\n9fwtG2Gh6exg4DDsBg5DFeRZWhkbVmL+58vg4Y02dhLamMloXs3b0Uu0LlV8CrVnB+zZjtq7E8pL\nLQPP3fug/eE2tMgoyziDFIQOr9MVClvZtGkT69ev57vvvsPZ2Znrr7++S1wF3lI0bx+0a25BXXkj\n7E7GvG456vuvUN//BwZGoYu9HPpfJlMfbUiZ6yDt8OlWw3ZIP2xZIM/ggTZ4OAwYitZvMJqrm61D\nFS1MCkULKSkpwWg04uzszOHDh9mxY4etQ+qQNDs7uGwEdpeNsGzMtH4lamMi5l+2WgY6x062jGd4\neNk61C5BlRZbWgsp2yz/LS22XOncrTfa1bdYupRCunWYfRVE80ihaCHjxo3j888/JzY2lu7duzNk\nyBBbh9ThaT7+aNfejrr6Zti1BfO6FaiE/0N99yUMira0MvoMkg+pFqTMZstFbinbUCnbIfWgpdXg\nZkAbMMTSauh/GZpbx95fQTRNp1jrqby8HBeXiy973ZXWeoLG5+VC2uPaRSon03JNxqZEKC2x7BI2\ndgra6IloBg+bxtYe89UYqqwUtW+XpdWwZ7tl211Ng/CeaAOGWMYawrq3eLdfR82XLclaT0I0guYX\niHbDn1DTZ6B2bEKtW45a8inqm3+jDRmJFjPFchW4DKBekFLKsnjenu2WVsPRXy37OLu41W812Ljw\nivZDCoXokDR7e7ThsTA8FpWVcbqVsRqVvB78gyytjFETpIvkNFVeBvt/sXQp7d1xdj/n0O5oU6+3\ntBoiespkAXFeUihEh6cFhKDdOAv1h9tQ2zZaWhlfL0At/RwtajRazOWWFW27UCtDKQWZx86ONRzZ\nb1lh1dkVrd9giIyydCsZPW0dqugApFCITkNzcEQbNQFGTUAdT7MUjJ/Xon5ea1lULnYq2shxaC6d\nc/qmqqyAX385vVTGdig83ZcdHIE2eTragCjLNQ5yIaNoIikUolPSgsPRbvkL6ro7UVvXWbqmFn+I\nWrLIshtf7OWW3fk6cCtDKQXZx89e13BwL9TVgpMz9BuMdtVNaP2HyAWL4pJJoRCdmubohDZ2Moyd\njEo/YmllbFmH2rTa8k07dgra8HH1lpZoz1RVJfyacnogeptlu0+AwFC0uKvQBgy1dLPpZSl30XJk\nemwLycjI4I477mDNmjWNevzrr7/O8OHDiYmJ4dFHH+Xuu++mV69e3Hbbbbz33nsYjZe+1n5nnB7b\nElRluaVYJC2zbIbj6IQWHWPZxjWsR7Oft7XypXIyLWMNe7bDgT1QW2PZya3vILTIKLQBQ9G8fVr8\nvK2ts76/WpOtpsdKoWghTS0UbUEKRcOUUpB2yLKNa/I6qK6GsB6WgjFsLJpT0/Ybb7E9oKur4OCe\ns8ty52Vb7vAPthSFyKHQs3+H3wCqs7+/WoNcR9FCPt6WQ2ph5Xnv05q5zHiEpxOzoi6+/HVtbS33\n3XcfKSkp9OrVi3feeYdDhw7x/PPPU1ZWhpeXF/Hx8fj5+fHggw8SFxfHlVdeyfXXX8/TTz/NoEGD\nrBsdlZWVMWPGDKKjo9m2bRv+/v4sWLAAZ2dndu3axaOPPoqmacTExPDTTz+1qwLVUWiaZhmniOiF\n+uNMy8D3uhWoz95D/ecTtBHjLV1TwRGtHovKyz57XcOB3Zai5eAAvQeiTbrGUiB8/Fs9DiHOp9MV\nCls6cuQI8+bNY9iwYTz88MMsWrSIZcuWsXDhQry9vfnmm2949dVXefPNNxv1fKmpqfzzn//k9ddf\n55577uHHH3/kuuuu4+GHH+a1114jKiqKl19+uZVfVdegubihTbgSNf4KOLLfsu/3hlWotT9a1jWK\nvRwtagyag2OLnE/V1MChPaiUHZZlubNPWO7wDbBcAzJgCPQa0GLnE+JSdLpC0dA3/9ZewiMwMJBh\nw4YBcO211/Luu+9y4MABbrrpJgDMZjO+vr6Nfr6QkBAGDBgAwMCBA8nIyKCoqIjS0lKioqIAmD59\nOomJiS38SrouTdMsm+v06Ie68S7U5p8sA+AL30Z99THayAmWbVwDQ5v83Kog9+wMpV93W/aE1ttD\n7wFo46ZZWg1+ze8eEKK1dLpCYUu/nWrp5uZGr169+O6775r1fI6OZ79N2tnZUVl5/i410To0NwPa\npGtQcVfDwb2opGWotctQq7+Dnv3QYi5HGzrqgvs5q9oaOLz/bHHIPGa5w9vXUnAih1q6lhyl1SDa\nNykULejEiRNs27aNqKgoEhISGDJkCF988YX1tpqaGo4ePUrv3r2bfQ6j0Yibmxs7duxgyJAhfPPN\nNy34CsT5aJpm+dbfewCqpMiyVEjSctQnb6K++ght1ES0sVPAZEIVFpydurr/F6isADs99OpvWR49\nMsqyxEgHvn5DdD1SKFpQ9+7d+fTTT3nkkUfo1asXM2fOJDY2lmeeeYbi4mLq6uqYNWvWeQtFUz44\n3njjDebMmYOmaYwcORJ3d/eWfBmiAZq7EW3KtahJ0+HX3ZYNllZ/h1qZQJ5vAObcLMsDvUxo0bFo\nkUMsS6E3cQaVEO2JTI9tByZOnMjChQsJDW1cv3dZWRmurq4AvPfee+Tm5vKPf/zjd4+T6bFtQxUV\nojaswv5EGjVhPSwXvQWGSqvhIuT91XQyPbaLuummm+jTp0+jiwRAYmIi7733HnV1dQQFBfHWW2+1\nYoTiYjSjJ9oVf8RTPvhEJyWFwsYWL17c5GOuueYarrnmmlaIRgghfq/NCsVf//pXnJyc0Ol02NnZ\nMXfuXEpLS4mPjycvLw8fHx8eeugh3NyavrJnB+w9axOSFyFES2jTFsWzzz6LwXB2I5mEhAQiIyOZ\nPn06CQkJJCQkMGPGjCY/r06no7a2Fr1eGkhn1NbWopO9pIUQLcCmn6zJyck899xzAMTGxvLcc881\nq1A4OTlRWVlJVVVVgwOIjo6OVFVVNTfcDkMphU6nw8nJydahCCE6gTYtFC+88AI6nY5JkyYRFxdH\nUVERnp6WHbY8PDwoKio673GJiYnWq4/nzp2LydS89fXb66yn9kqv1zc7112R5KtpJF9NZ6uctVmh\neOGFF/Dy8qKoqIgXX3zxd1O1NE27YGsgLi6OuLg46+/NnVki0/GaRvLVNJKvppF8NZ2tpse2WSe2\nl5cXYLmyeNiwYRw+fBij0UhhYSEAhYWF9cYvhBBCtA9tUigqKyupqKiw/nv37t2EhoYSFRVFUlIS\nAElJSdYF9YQQQrQfbXJldk5ODm+88QYAdXV1jBkzhmuvvZaSkhLi4+PJz8+/pOmxQgghWpHqQh57\n7DFbh9ChSL6aRvLVNJKvprNVzmSivRBCiAZJoRBCCNGgLlUozp1iKy5O8tU0kq+mkXw1na1y1iGX\nGRdCCNF2ulSLQgghRNNJoRBCCNEgKRRNZDabbR2CEEK0KSkUjbRp0yYAWbq7GWQYrOkkZ00jX+Ba\nl2zg0AiffPIJGzZswMnJiSFDhtg6nHZv0aJF1r1BZsyYIXtHN8KSJUvw8fFBp9MxevRoNE3DbDbL\nF5ML+O9//4uXlxcODg6MGTMGnU4n+WpAdnY2fn5+zf5blKxexMcff0xBQQGTJk0iPT3d1uG0e/Pn\nzyc3N5chQ4Zw/PhxUlNTrffJt77z+9e//sXhw4fR6XQkJycTHx8PYP3wE/XNnz+fAwcOUFVVxaZN\nm3j99dcBydeFvPbaazz//PMcPHiw2fmRQtGAxYsXU1xczJw5c4iLi+PHH38kJSXF1mG1WydPnqS4\nuJgHH3yQfv364ebmxtGjR1m+fDkgf8jnc+rUKUpKSpgzZw6jR4/mD3/4A7t37+att94CLDmTbqiz\nqqurKS4uZtasWUydOpU5c+ZQWVnJK6+8Aki+fmvPnj04Ojoybtw4vvnmm2YXC7vnzmwxJ37HxcWF\nadOmAeDq6opOpyMjI4O+ffsCSJfKOZRSVFZWsmnTJvR6PRs3bmTHjh306NGDzZs3s2nTJmJiYiRn\n51BKUVFRwapVq+jbty8Gg4Hq6mp0Oh0nTpwgNzeX/v37S87OYTabOXDgAC4uLtb9FWJjY1m/fj0H\nDx5kyJAhkq9z6PV6+vTpw4gRIygoKGDdunX4+vri4eFRr5tOKdVg3qRQNMDDw8PaV6xpGhUVFSQl\nJREVFYWzs/NFk9uVaJqGs7MzmqaRl5fHnj17uPvuuxk+fDjjx48nKSmJoKAg674k4mzOKisr+eij\nj6iqquKrr75i+PDhxMTEcOTIEQYNGmTrMNuF/Px89Ho9Dg4OVFZW8tlnnzF48GDrHja9evUiJSWF\nfv364eDgYONobe9Mvtzc3HB3dwegd+/eFBYWkpSURHh4OB4eHqxbt46wsLCLfo7JYPZvLFq0iG7d\nui+2BEQAAA4YSURBVFm//arT+08DDBo0iM2bN/PZZ59x3333ycAZ9fMFWP9bV1f3u/xIl4DFb3N2\n1VVXERQUBEB4eDhRUVHk5eWRn59PRUUFzs7OtgzX5t5//32Ki4spKyvjhhtuYNSoUeTm5vLcc8/x\n9NNPExoaire3N9nZ2ZSUlODq6mrrkG3qTL7Ky8u5/vrrGThwILW1tej1eq6++mqcnJz48ssvKSws\nJDQ01Po+bIi0KM6xYMECduzYQWpqKnZ2dkRERFiLxZnWg6+vL7t376Zbt27WSt1VnS9fZ+Tk5PDO\nO+/g7e3Nl19+ibe3N1OmTLFhtO3DhXIWEBBAQECAtTvlnXfewWQyER0dbctwbe6DDz6gvLycOXPm\nUFpaSlJSEqNGjaJ///7o9XqWLFlCTk4OCQkJ+Pj4MGHCBFuHbFPn5qukpIT169czcuRI7O3trT0j\n3bt3Z8GCBfTp04f77rsPkK6nJikoKGD69OlERkby1VdfodfrrX/IZ74dOzg4YDabiYyMtGWo7cKF\n8qWUolu3bhiNRk6ePImnpye33347gPXN2lU1lDNN06iurmbFihXU1dUxa9Ys4OJ/xJ1VWVkZx44d\n49prr8XFxYXevXuzZcsWPDw88PPzo2fPnoSEhODt7Y2Hhwc333wzIPk6N18///wzXl5e+Pr6WrvR\nt2/fjqZpzJ49G6BR04ql6wlITEzk8OHD/OUvf7Em7Y477uDTTz/FbDZbV2wsLS3Fzc2N8ePHA133\nDdnYfMXExFivp4DGvSE7q8bmTKfTERMTY93psavmbPXq1ezdu5c777wTg8Fg7TrRNI3CwkLr47p1\n64Zer7d+cZN8/T5fBQUF9R47cOBAoqKigMbnS1oUQEhICAcPHsTZ2RmTyYRSCj8/P/z9/fn222+x\nt7dn1apVODs74+/vbz2uKxYJaFy+Vq5cib29veTrtKbkLDQ0FKDe+FhXExISQlpaGu7u7phMJsDy\n/jly5AgBAQEEBQWxcOFCjEbj/2/v/mOirv8Ajj+PO+/4oXcIQoflorhU0BikMyhp2MpasLbYmmtr\nyTBna7W12vqnNbO1+sP/XLCIHyFW0NxYWVtmWZZDYhSJTZlyiAGClyhygBxw9/l8/3Bc0df48var\n3I/P6/GPE/Zxn8/T0zfvz4/3Z9YNEkb9jM23l91uJyUlJbjdfHsZ81P4D7quk5ycTG9vL0Bwipad\nnc1zzz1HRUUFIyMj5OTkhHhPw8N8enm9Xun1NzfSzKj/6cG1XomJifT19QF/nfpNTExkYGCA8vJy\nRkdHcblcodzNsHGrexl2RvHzzz/j9Xoxm83BW8gaGxtJTExk+fLlwX+kn3zyCStWrODVV18FjHu6\nSXqpk2Zq/lcvgFOnTtHY2Eh2djbbt28HpNdC9DLkQFFVVUV7ezter5fOzk7uvfdeHA4HTqeTtrY2\n0tPTiYuLQ9M0pqen2bJlC2Dc85/SS500UzPfXmazGavVytatWwHptVC9DFf4yJEjXLp0iV27dvHI\nI49gtVrRdZ3R0VHWrFnD4sWLuXLlCvDXhUUw7gdSeqmTZmpUeqWnp1NWVgZIr4XsZbjKuq4Hp2XH\njx+nubmZmpoadu/ezdDQEBkZGTQ0NDA1NTVrOyN+IEF63QhppmY+vT799FOmpqZmPXUtvRaul2FO\nPc3cv5+QkEB9fT09PT388MMPvPfee+Tl5TE6OkpLSwtPPfUUPT099Pf3s3r16lDvdshIL3XSTI30\nUhPKXoZ4jqKpqYmxsTFWr17Nhg0b2LNnD0NDQyxdupTU1FTg2r3FFy5cAODRRx8N3sduRNJLnTRT\nI73UhLpX1M/dqqurOXXqFOnp6Xz//fc0NjZy9uxZli1bxunTpzlw4AAAX331FTabDYDly5cHFxsz\nGumlTpqpkV5qwqFX1J96Onr0KKWlpWRlZZGens7AwAB//PEHTqeT7Oxs6uvrOXnyJDabjRdeeAEw\n7u12IL1uhDRTI73UhEMvkx6lS3p+8cUXFBQU8N1333H58mVKS0uJjY1lcHCQI0eOsGTJEoqLi7l6\n9SrT09M4HA7AuHdSSC910kyN9FITTr2itr7JZKK9vZ0NGzYQGxtLc3MzU1NTpKWlsX79eg4ePIjH\n4yE+Pj4Y2MhLJkgvddJMjfRSE069ou5vYGaCdPfdd3Px4kWcTidZWVn09vZy+PBhAoEA99xzD7ff\nfjvT09OztjXi1FZ6qZNmaqSXmnDsFVXXKCYmJtA0DYvFQmpqKseOHeP06dMUFRURCATo6upi//79\n/PLLL5hMpuBrTo1KeqmTZmqkl5pw7RU11yhqa2sZGhoiNTWVjRs34nK50HWdqqoqHnzwQdasWQNA\nR0cHJpOJ7OxswLgXyaSXOmmmRnqpCedeUXHqqaqqiuHhYUpKSpiensbn8wHXpmGZmZnBFRXh2utM\nZwIb9SU60kudNFMjvdSEe6+IP/Xk8/loa2tjx44d3Hbbbfz666+cPHkSj8fD5OQka9eu5bPPPsPh\ncJCWljZrWyN+IKWXOmmmRnqpiYReET9QWCwWjh07RlNTE3/++Setra0UFxejaRo//vgjmZmZZGZm\n8s033+ByuQz/4nXppU6aqZFeaiKhV8QOFBMTEyxatAiAvLw8rFYrV69e5cknn2T9+vWsWLGCvr4+\nYmNjycrKYmxsDJfLNWuRLCORXuqkmRrppSaSekXkNYrq6mr27dvH0NBQ8GsPP/wwdrudo0ePAmCz\n2ejr6+PKlSuYzWY2bdpk2J9cpJc6aaZGeqmJtF4Rd9dTU1MT3377LYWFhUxOTvLEE08E3xHr9Xqp\nqalheHiY+Ph4Fi9ezEsvvRTiPQ4t6aVOmqmRXmoisVfEDRTnzp3D7/djNptpaWlhenqaoqKiYOjJ\nyUlaW1tZtGgR+fn5gHFvtwPpdSOkmRrppSYSe0XUQDETa+ZXt9tNW1sbk5OTPP300yQkJODz+YiN\njQ1uY9R1YkB63QhppkZ6qYnUXhFxMbuuro6Ojg7cbjfJycnBddaTkpKwWq2MjIxw4sQJPv74Y2Ji\nYnC5XMFtjfhTi/RSJ83USC81kd4r7If1uro6PB4POTk5aJrG22+/Pevhk1WrVpGbm0tzczN33HEH\njz/+eAj3NvSklzpppkZ6qYmGXmE/ozhx4gT5+fnk5uYGH2GvrKzkvvvuC76Y46OPPsJut/Paa68B\nxn26E6TXjZBmaqSXmmjoFbYDhdfrxWaz0d3dzdDQUDDwypUrsVgsHDhwgHXr1mGz2XC5XGzevBkI\nj/N5oSC91EkzNdJLTTT1Cst3ZldXVzM8PExiYiI5OTnU19djsVgoKSlB0zQee+wx+vv7GR8fx263\nk5KSAoRn4IUgvdRJMzXSS0209Qq7Pfrwww8ZGRnhxRdfRNM03G43u3bt4tChQ3z++edomobZbKa3\ntxePxzNr23AMfKtJL3XSTI30UhONvcJqrwYHB/H5fOzYsYOEhASef/55fvvtN6xWKzt37qSjo4Pa\n2lreeOMNnE4nOTk5od7lkJJe6qSZGumlJmp76WFE0zTd4/HomqbpU1NTuq7r+s6dO/WOjg5d13V9\nbGxMP3/+vP77778HtwkEAiHZ13AgvdRJMzXSS0209gqrGYXJZCIlJQWTyYTFcu3ySUpKCnFxcQAc\nPHiQmJgY1q5dC4Tv+byFIr3USTM10ktNtPYKu4vZ/7wlLD4+nsHBQQ4dOoSmaTidzuD3IiHwrSa9\n1EkzNdJLTTT2Ctu91P+2skhlZSUOh4OXX375v74nrpFe6qSZGumlJpp6hd2MYsbMSJuRkcH4+DjP\nPvssEDlTtYUmvdRJMzXSS0009Qr7RQEDgQBmsxmIzMALTXqpk2ZqpJeaaOgV9gPFDN3AyxLfCOml\nTpqpkV5qIrlXxAwUQgghQiPy5kBCCCEWlAwUQggh5iQDhRBCiDnJQCHEPJWXl9PY2Bjq3RBiwclA\nIcRN9tZbb3H48OFQ74YQN40MFEIIIeYUtk9mCxFqPT09fPDBBwwODpKbmxu8B35sbIz333+frq4u\nNE1j1apVbN++neTkZBoaGujs7KSrq4u6ujoKCwvZtm0b58+fp7a2lrNnz2K329myZQsPPPBAiI9Q\niPmRGYUQ1+H3+9m9ezcFBQXU1taSn59Pa2srcO3BqcLCQioqKqioqMBqtVJTUwPAM888Q2ZmJmVl\nZezbt49t27bh8/l455132LhxI9XV1bzyyivU1NTQ398fykMUYt5koBDiOs6cOUMgEKCoqAiLxUJe\nXh4ZGRkALFmyhLy8PGw2G3FxcZSUlNDZ2fmvf1Z7ezspKSls2rQJs9nMXXfdxf33309LS8tCHY4Q\n/xc59STEdQwPD5OUlDRryYVly5YBMDk5yd69ezl+/Djj4+MATExM/Os6PhcvXqSrq4vS0tLg1wKB\nAA899NCtPQghbhIZKIS4jqVLl3L58uVZ6/NcunQJp9PJl19+ycDAAO+++y6JiYmcO3eO119/Pbh0\n9D/X80lOTiYrK4s333xzwY9DiJtBTj0JcR0rV64kJiaGr7/+Gr/fT2trK263GwCfz4fVaiU+Pp6x\nsTH2798/a1uHw4HH4wn+ft26dQwODvLTTz/h9/vx+/243W65RiEihiwKKMS/6O7uprKykgsXLpCb\nmwtAWloamzdvZs+ePXR3d5OUlERxcTFVVVU0NDRgNps5c+YM5eXleL1eCgoKKCsrY2BggL179+J2\nu9F1nTvvvJOtW7eSnp4e2oMUYh5koBBCCDEnOfUkhBBiTjJQCCGEmJMMFEIIIeYkA4UQQog5yUAh\nhBBiTjJQCCGEmJMMFEIIIeYkA4UQQog5/Qci8xglKZoRuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e5b3cf8>"
      ]
     },
     "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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5p5107WWuMcFpiBiMGtp1MTPgGh9CwvUc2GNlxc+nOXrYhjTiNXw8YamB2kYV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\nRoqOEEIIh5GiI4QQwmH+P/eHKYsbGp9kAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e578940>"
      ]
     },
     "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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vh6enp7XqIyKiOsLiM5x9+/Zh9uzZKCoqws8//wzg2jf+v/jiC6sVR0REdYfF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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e7834a8>"
      ]
     },
     "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": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gmWeeAWD06NE888wzJCQkYDQacblcuFwujEYjp06dIi8vj6FDh7bZ9YlLo3pp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\nhCSEEMIQZEISQghhCP8PNPmGvrcBZ3UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ef26ac8>"
      ]
     },
     "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": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4CbOfwRk4ZquWfoEtAqcxdHRyawEhRA8igdRF7HblGjqraSN0LrxxGhow+GsI\nCPDBEqpz69k0BY5MhRZCfJtIIF1F5+sVpSUNFBdUUHS21i10bHXugaPRgKExYELC2ggcfx98JHCE\nEL2IBNJVVFVp58DeaqAaTeNFnwGBPvSN8HUFTdM0aYO/rCgghBAtSSBdRX1MWm6bYqR/ZAg1tWUy\nJVoIITwg83qvIp1OgyVER6BRJ2EkhBAekkASQgjhFSSQhBBCeAUJJCGEEF5BAkkIIYRX6JJZdmvX\nriU7OxuTycTq1asBePPNN3n//fcJCgoCYM6cOdx8882tyubk5LBp0yYcDgdTpkwhPj4egKqqKlJT\nUykqKiI0NJQlS5ZgNBo5cuQI69evR6fTsWjRIiIiIqiuriY1NZVly5bh4yMZLIQQ3qhLAmnixIlM\nmzaNtLQ0t+133303M2fOvGg5h8PBhg0bWLFiBVarleTkZGJiYoiMjCQ9PZ2RI0cSHx9Peno66enp\nJCYmsmPHDpKTkykqKmLXrl0kJSWxZcsWEhISJIyEEMKLdclv6GHDhmE0Gj0ul5eXR3h4OGFhYeh0\nOiZMmEBWVhYAWVlZxMbGAhAbG+vartVqsdls2Gw2tFotBQUFlJSUMHz48Kt3QEIIIa66br0w9t13\n32Xv3r0MHjyYpKSkVqFVWlqK1Wp1PbdarRw9ehSAiooKgoODATCbzVRUVACQkJBAWloaer2eBQsW\nsHnzZmbPnt1uXTIyMsjIyABg1apVhISEXPZx6XS6Kyrf20h7eUbayzPSXp7pzvbqtkCaOnUq9957\nLwBvvPEGr776Ko888shlvZdG03yjuKioKFJSUgDIzc3FbDajlCI1NRWtVktSUhJms7nVe8TFxREX\nF+d6fiW31JZbcntG2ssz0l6ekfbyzJW0V79+/a7os7vtpIrZbMbHxwcfHx+mTJnCsWPHWu1jsVgo\nKSlxPS8pKcFisQBgMpkoKysDoKyszDU5oolSiq1bt3Lvvffyt7/9jcTEROLi4ti5c2cnHpUQQojL\n1W2B1BQmAAcOHGDAgAGt9omOjiY/P5/CwkIaGhrYv38/MTExAMTExJCZmQlAZmYmY8eOdSubmZnJ\n6NGjMRqN2Gw2Vy/KZrN14lEJIYS4XF0yZLdmzRpyc3OprKxk/vz5zJo1i88//5yTJ0+i0WgIDQ1l\n3rx5gPO80bp160hOTkar1TJ37lxSUlJwOBxMmjTJFVzx8fGkpqaye/du17TvJjabjczMTJYvXw7A\njBkzWLm88SjxAAAgAElEQVRypWsquBBCCO+jUerC+5AKgDNnzlx2WRmz9oy0l2ekvTwj7eWZXnkO\nSQghhGhJAkkIIYRXkEASQgjhFSSQhBBCeAUJJCGEEF5BAkkIIYRXkEASQgjhFTy6MPabb77hww8/\npLy8nIceeohvvvmGhoYGBg0a1Fn1E0II0Ut0uIf04Ycf8sQTT1BaWsq//vUvAOrq6nj11Vc7rXJC\nCCF6jw73kN58801WrFhBVFQUH374IQCDBg3i5MmTnVU3IYQQvUiHe0gVFRWthuZa3vZBCCGEuBId\nDqTBgwezd+9et2379u1jyJAhV71SQgghep8OD9n9+Mc/5qmnnmL37t3YbDZSUlI4c+YMK1as6Mz6\nCSGE6CU6HEj9+/dnzZo1HDx4kDFjxmC1WhkzZgwGg6Ez6+c1lFLU1dXhcDjaHaY8e/Zsr7zvklIK\nHx8fDAaDDOUKITzm0bRvPz8/JkyY0Fl18Wp1dXX4+vqi07XfZDqdDq1W2wW18j4NDQ3U1dXh7+/f\n3VURQvQwHQ6k3/zmN23+1avT6bBardxyyy2uu7l+Gzkcjg6FUW+n0+l6Ze9QCHHlOjypYdiwYRQW\nFjJ06FBuv/12hg4dSlFREdHR0ZhMJl588UW2b9/emXXtVjIE1XHSVkKIy9HhP/kPHTrE8uXLiYyM\ndG27/fbbSUtL4+mnn2bcuHE899xzfO973+uUigohhPh263AP6ZtvviEsLMxtW2hoqOtW30OGDKG8\nvLzNsmvXruWhhx5i6dKlrV575513mDVrFufOnWuzbE5ODosWLeLnP/856enpru1VVVX8/ve/Z+HC\nhfz+97+nqqoKgCNHjvDLX/6Sxx9/nPz8fACqq6t56qmncDgcHT3cHmXcuHGUlpYCcO2113ZzbYQQ\n4vJ0OJCGDh3K2rVrKSgooL6+noKCAv785z9zww03AHDq1CmCg4PbLDtx4kSWLVvWantxcTGHDh0i\nJCSkzXIOh4MNGzawbNkyUlNT2bdvH6dPnwYgPT2dkSNH8vzzzzNy5EhXWO3YsYPk5GQefPBBdu3a\nBcCWLVtISEjAx0fWkhVCCG/V4d/QCxYsQCnFkiVL+NGPfsQvfvELHA4HjzzyCOA8mb1o0aI2yw4b\nNgyj0dhq+yuvvML9999/0XMOeXl5hIeHExYWhk6nY8KECWRlZQGQlZVFbGwsALGxsa7tWq0Wm82G\nzWZDq9VSUFBASUkJw4cP7+iherW5c+cybdo0Jk2axGuvvdbd1RFCiKumw+eQjEYjixcvxuFwcO7c\nOYKCgtx6HP369fPog7OysrBYLERFRV10n9LSUqxWq+u51Wrl6NGjgHMpo6YemdlspqKiAoCEhATS\n0tLQ6/UsWLCAzZs3M3v27Hbrk5GRQUZGBgCrVq1q1Ws7e/asa5Zdw/+uw3Hq+EXfq77dT2vNZ+Bg\ndD/8Wbv7PffccwQHB1NbW8udd97JzJkz0Wg0aLVaV/26ezagn5/fRXu9bdHpdB7t39tJe3lG2ssz\n3dleHv/mstls1NfXU1RU5Np24bmljrzHtm3brtoqDy3X1IuKiiIlJQWA3NxczGYzSilSU1PRarUk\nJSVhNptbvUdcXBxxcXGu58XFxa3q3HRtkcPhQCl1yfpc6vW2OBwOGhoa2t3vf/7nf9i5cycAZ86c\n4ejRoyilsNvtrvIdeZ/OZLPZWrXfpYSEhHi0f28n7eUZaS/PXEl7edoxuVCHA+n06dM8//zzfPXV\nV61ee+ONNzz60LNnz1JYWMivfvUrAEpKSnjsscdYuXKlW1hYLBZKSkpcz0tKSrBYLACYTCbKysoI\nDg6mrKyMoKAgt89QSrF161YWL17Mxo0bSUxMpKioiJ07dzJnzhyP6nshn9k/veTrOp2uU0Jh//79\n/Otf/+Kdd97B39+fe++9V675EUJ8a3T4HNL69esZPnw4GzduJCAggE2bNnHHHXfw6KOPevyhAwcO\nZP369aSlpZGWlobVauWZZ55p1XOJjo4mPz+fwsJCGhoa2L9/v+vi25iYGDIzMwHIzMxk7NixbmUz\nMzMZPXo0RqMRm83m6kX15F/glZWVmEwm/P39ycvLIzs7u7urJIQQV02HA+mrr77i/vvvJzAwEKUU\nAQEBJCYmdqh3tGbNGlasWMGZM2eYP38+u3fvvui+paWlrFy5EnBOUJg7dy4pKSksWbKEW2+9lQED\nBgAQHx/PoUOHWLhwIYcPHyY+Pt71HjabjczMTO68804AZsyYwcqVK3n55ZeZOnVqRw/Z60ycOBG7\n3U5sbCxPP/00N998c3dXSQghrhqN6uDJjnnz5vGnP/0JPz8/fv7zn/PEE08QGBjI/PnzeeWVVzq7\nnl2u6fqqJjU1NQQEBHSobGcN2fUUnrQVyBi/p6S9PCPt5ZkecQ7phhtu4MMPP2TixImMHz+ep59+\nGl9f32/NdGohhBDdq8OB9Itf/ML1/Zw5cxgwYAB1dXWua4GEEEKIK9Hhc0hvv/12cyEfH77zne8w\ndepU12oIQgghxJXocCBt2bLFo+1CCCGEJ9odsvvss88A54WbTd83OXv2rNyITQghxFXRbiC9+OKL\nANTX17u+B+dqBGazmblz53Ze7YQQQvQa7QZSWloaAC+88AILFizo9AqJznPttde61gLsqJkzZ7qd\nP2yyePFi4uLimDFjxtWqnhCil/Note8mDofD7Uv0XO1dL9VWGAkhRGfo8LTv48ePs2HDBk6dOkV9\nvft61p6uZScu39y5czlz5gw2m42f/OQnJCYmcu211/KTn/yEjIwMDAYDmzZtIjQ0lFOnTvHoo49S\nU1PjtkLF/v37efbZZzGZTOTl5fF///d/rFu3zvXvOGfOHH76U+d6fU29KqUUK1asYO/evfTr1w+9\nXt8txy+E+PbqcCClpaUxZswYHn74Yfz8/DqzTl5v/SdnOVFWd9HXL2e172uCDTwU0/6q6atXr3bd\nfuLuu+9m+vTp1NTUcPPNN/P444/z1FNP8Ze//IXFixfzm9/8hqSkJH7wgx/w8ssvu73P4cOH2b17\nNwMHDuTQoUO8+eab7NixA6UUM2bM4NZbb2XEiBGu/Xfu3MmxY8f44IMPKCoqYtKkSdx3330eHaMQ\nQlxKh4fsiouLmTNnDpGRkYSGhrp9ia6zceNG4uLi+O53v8uZM2c4ceIEer2eO+64A4CRI0e67qqb\nlZXlWuPv+9//vtv7jBo1ioEDBwJw4MABpk2bRkBAAIGBgdx11118/PHHbvt/9NFHxMfHo9VqCQ8P\n57bbbuvsQxVC9DId7iGNHTuWTz/9lFGjRnVmfXqE9noyXX37CZ1O57oflFardfvsi92N15O15oQQ\noit0uId0/vx5/vjHP/LUU0/xwgsvuH2JruHp7SfGjh3L9u3bAdi6detF9xs3bhz//Oc/qa2tpaam\nhnfffZdx48a57TN+/Hjefvtt7HY7Z8+eZf/+/Vd+QEII0UKHe0iRkZFERkZ2Zl1EOyZOnMjmzZuJ\njY0lOjq63dtP/O53v+PRRx9l7dq1l7ztxsiRI/nBD37A3XffDTgnNbQ8fwRw1113sW/fPiZOnEj/\n/v0ZM2bMlR+QEEK00OHbT/Q2cvuJyye3n+hc0l6ekfbyTI+4/QTAoUOH2LdvHxUVFTz++OMcO3aM\n2traVn9NCyGE6HmUUqhuvKt2hwNp586d/OMf/2DKlCl89NFHAOj1ejZt2sRTTz3VaRUUQghx5ZRS\nUFMNZUVQWowqLYayYuf3ZY3fl5Vw7rbJcP8j3VLHDgfSP/7xD37961/Tt29f14ny/v37txraEkII\n0fVUXQ2UtgiY0mIoK2oMnhJn4NguuH7SxwfMFggOQTNoCIwah9+oWzjfPYfQ8UCqra0lJCTEbVtD\nQwM6XftvsXbtWrKzszGZTKxevRqA119/nU8++QSNRoPJZOKRRx7BYrG0KpuTk8OmTZtwOBxMmTLF\ndV1NVVUVqampFBUVERoaypIlSzAajRw5coT169ej0+lYtGgRERERVFdXk5qayrJly/Dx6fDEQiGE\n8ArKZmvswTT1bIpa9GxKnOFTW+1eSKOBoGCwhEC/gWhG3AzBVggORWMJgeAQMAWj0WrdihlCQqjq\npnNuHQ6koUOHkp6ezj333OPatnPnzg7dwnzixIlMmzbNtVArOBftnD17NuDsff3tb39j3rx5buUc\nDgcbNmxgxYoVWK1WkpOTiYmJITIykvT0dEaOHEl8fDzp6emkp6eTmJjIjh07SE5OpqioiF27dpGU\nlMSWLVtISEiQMBJCeB11/jyUlzQGTFFjz6YxeEqLobwYqipbF+xjcoZKaDia60Y4v7eEoGl8xGxB\no/Pt+gO6Ah0OpLlz5/LMM8/w/vvvU1dXx6JFi/D39+fxxx9vt+ywYcMoLCx029ZyFpbNZmvzAs68\nvDzCw8MJC3NeiDphwgSysrKIjIwkKyuLJ598EoDY2FiefPJJEhMT0Wq12Gw2bDYbWq2WgoICSkpK\nOhScQghxNSm7HcpLWwydFbufvykrhnPlrQsGGJ2hEhyCJvp6Z9gEhzh7Nk3bfb9960l2OJCCg4NZ\nuXIlx44do6ioCKvVypAhQ66o1/HXv/6VvXv3EhAQwBNPPNHq9dLSUqxWq+u51Wp13T6hoqKC4OBg\nAMxmMxUVFQAkJCSQlpaGXq9nwYIFbN682dUTu5SMjAwyMjIAWLVqVavhybNnz3ZoeLKJJ/t21N13\n383f//73q/6+V5ufn1+r9rsUnU7n0f69nbSXZzqrvZTdjqOiFEdxIfbis9iLC3E0PZY4tznKS+GC\nOyJo/APQhoShDemL9tqh+DR+72Pt69wWEobG0H03Pu3On68O/9Y8efIkRqORIUOGMGTIEMC5vl1V\nVRVRUVGX9eFz5sxhzpw5bNu2jXfffZdZs2Zd1vtoNBpXDysqKoqUlBQAcnNzMZvNKKVITU1Fq9WS\nlJSE2Wxu9R5xcXHExcW5nl84D7+px9URnXUd0vbt23vE9U02m82j6xjkOhHPSHt55nLaSykFlRUX\n9GiK3CcMVJSC3e5eUK+H4FDn0NkNN7nO1bjO2QSHoAkIBMDe+NVKVbXzq5v0iOuQ/vSnP/H//t//\nc9vW0NDACy+8wB//+McrqsTtt9/OypUrWwWSxWKhpKTE9bykpMQ18cFkMlFWVkZwcDBlZWUEBQW5\nlVVKsXXrVhYvXszGjRtJTEykqKiInTt3MmfOnCuqb3dpeSuIp556ij179qDRaFi4cCHf+973OHv2\nLA8//DCVlZXY7XZWrlzZagkgIXo75/TnqhYz0i44b9M0lHbhH386XXOoXDe8xTmbUOdkAUsIBPa5\n6PqRon0dDqTi4mLXuZwm4eHhFBUVXdYH5+fnExERAThXpW4rWaOjo8nPz6ewsBCLxcL+/ftZuHAh\nADExMWRmZhIfH09mZiZjx451K5uZmcno0aMxGo2uc1QajQbbVbjo67PsGs6Vt/m3DXB5t58IMmsZ\ncXPHVjf4xz/+weeff86uXbsoLS1l+vTpjB8/nm3bthEbG8uiRYuw2+3U1tZ6VAfh3ZRSUFZMQ20V\nqqy0cWPjf5RqfMT9e9drF+zr2tZGuSva92L1gQvrpC76GbT+nMveF6rs53F8c6rFVOhiqL/g94CP\nD5idoaKJuhZuvrV5NpolxBk4RhMamRjVqTocSBaLhePHjzN48GDXtuPHj7vO41zKmjVryM3NpbKy\nkvnz5zNr1iyys7PJz89Ho9EQEhLimmFXWlrKunXrSE5ORqvVMnfuXFJSUnA4HEyaNIkBAwYAEB8f\nT2pqKrt373ZN+25is9nIzMxk+fLlAMyYMYOVK1e6poL3dAcOHHDdCiI0NJTx48e7VmJfunQpDQ0N\n3HnnnbKCRg+mHA4oLkB9dQy+OoY65XykpoqS9ouLFqo1GjAFO3s0kYPQjIxxBk/TMJolBILMaHw6\nNiQvOk+H17LLyMhgy5YtzJw5k7CwMM6ePcs777zDPffc43bu5dvCG9eyaxqye+KJJxg6dKhrssbP\nf/5zvvvd7zJ16lQKCgp4//33efnll5k3bx4/+MEPrno92iNr2XlGORxQeKYxfPJQp47DqWNQW+Pc\nQaeD/lFoBg6GgdEEhUdwrrIKcF5q0vgf0ND4eMH30Pz6Rfe9YH+Npu19G7+99L4dqVOL97rUvq73\nukSdLqz/BZ8TMmAgJeVtzGQTbeoR55Di4uIIDAxk9+7dlJSUYLVaSUpKYvz48VdUAeG5cePG8dpr\nr/GDH/yA8vJyPv74Y379619z+vRpIiIiuP/++6mvr+fw4cPdEkji4pTDDvnfNPZ48pyPp06ArXF4\nVecLA65BMy4WBkajGRTtvKixxfUk3XnhYk+k6YQZr6JzdOhfyuFw8NZbb3HPPfdw6623dnadRDvu\nuusuDh48yB133IFGo2H58uX07duXN998kz//+c/odDoCAwN57rnnuruqvZqy2yH/lPuw29cnms9f\n6P2c4TNhMgwagmbQYAgfIL9ARa/V4SG7n/zkJ7z00ku9ZrUDbxyy6yl645CdajgPZxrD59Qx5+Pp\nk3C+3rmDnz8MvMa5XlhTzye8/2Wdt/g2tFdXkvbyTI8YsvvOd77Drl27uPPOO6/oA4Xo6dT5ejj9\nVYtht+PwzcnmacL+Ac7QmTS9OXz69pMZWkK0o8OBlJeXx7vvvsvbb7+N1Wp1m2v/29/+tlMqJ0R3\nU/U2+PqEM3S+ynP2fPJPNV8QGWCEQdFopsxsHnYLCZfwEeIydDiQpkyZwpQpUzqzLl5NbqzbcT21\nrVRdLZw+4X7OJ//r5qVfjEHO8Bk5pnHobTCEhMmFkEJcJR0OpIkTJ3ZiNbyfj49Ph2+30Zs1NDT0\niPOMqrYGTh13H3YrON18sWWQ2dnjGT0ezcBoGBTtvEJfwkeITtPh365KKd5//3327dtHZWUlf/zj\nH8nNzaW8vJwJEyZ0Zh29gsFgoK6u7qIrk7fk5+d3VVaE6GmUUvj4+GAwGLq7Km5UTVVjj+d4c/ic\n/aZ5B7PV2fOJ+S9nz2fQYDRm68XfUAjRKTocSG+88QaHDx9m+vTpvPTSS4Bz9e1XXnmlVwSSRqPB\n3//SK/CqehsUn8XSL5JSFBgMcvV3F1NV55pnuTUNuxUVNO9gCXWGz/iJzeET1P5qI0KIztfhQMrM\nzOSZZ54hKCiI9evXA9C3b99W9znq1b45hePppbhNmPQzgCEA/P2dU3/9A8Dgj8bgfLz49gBnuaZ9\n9AY5UX4Bda7cFT6upXVKWvw8hobDwMFobp/qHHYbGI2mT9DF31AI0a06HEgOh6PVUExdXZ3XDc90\nq9AwNPN+hVGnpaqoEOpqoa6m8bHWed6irhaKzzpPoNfVQG0t2JuvWbrkdACDf+NXi9Dy80fj32J7\nY7BhCHDeU8W1vcX3foYedy5ElZe6ejzqqzw4ddy5SGaTvv3QDL4eJk1vDp9AY/dVWAjhsQ4H0qhR\no3j11Vd54IEHAOf5gjfeeIMxY8Z0WuV6Go0xCM3Y2wkICaHGgwvL1Pnz7uFVWwO2pgBr2lbrto9q\n2n6uvDHcGl9rcX+Wi4abRuMMpxY9s6aA07hta+6haVo+bxl8er+rGm7OFa1L4FQe6qvjjeFzDCrK\nmuse1t+5/P/AaOew24BrXPeYEUL0XB1eqaGmpoa1a9fy73//m4aGBvR6PTfeeCMLFixo99xKT3Th\nSg2e6K4rw5VS0HDeGWhuAdciwC4MvroLXmtZ9oI7XbZJ49Pm0KOrh9bYi2vZQ9O0DDxfX/pUn+Pc\nZ/9uHnarrGh+74hI54Wlg4Y4ez4DrunWu2l6A1l5wDPSXp7x6pUabDYbW7Zs4euvv+aaa67hwQcf\npLy8nJCQkDbvvCq6j0ajAV+98yvI/d/G0z6MUsq57E0bPTTVohfXMsBUy15ceWlz0NXWgmoOtwv/\nAqoA0GohYiCaG2OawyfyGjR+fpfTFEKIHqjdQNqwYQPHjh1j9OjRfPzxx1RVVTF37tyuqJvoRhqN\nxrn4p94PLpiFdlnhVt8i3Fr00JStjuDrhlJuNKPx1V+9AxBC9DjtBlJOTg7PPPMMwcHBTJs2jSee\neEICSXhEo9GAn5/zy9Q63HxDQtDIkIoQvV6784htNpvrrrAhISHU1NR0eqWEEEL0Pu32kOx2O599\n9pnrucPhcHsOyK2yhRBCXLF2A8lkMvHiiy+6nhuNRrfnGo2GF1544ZLvsXbtWrKzszGZTKxevRqA\nzZs3c/DgQXQ6HWFhYTzyyCMEBraeupuTk8OmTZtwOBxMmTKF+Ph4AKqqqkhNTaWoqIjQ0FCWLFmC\n0WjkyJEjrF+/Hp1Ox6JFi4iIiKC6uprU1FSWLVvWI9ZZE0KI3qjdQEpLS7viD5k4cSLTpk1ze68b\nb7yRH/7wh2i1Wl577TW2bdtGYmKiWzmHw8GGDRtYsWIFVquV5ORkYmJiiIyMJD09nZEjRxIfH096\nejrp6ekkJiayY8cOkpOTKSoqYteuXSQlJbFlyxYSEhIkjIQQwot1yW/oYcOGYTS6XzV/0003odU6\n13m77rrrKC0tbVUuLy+P8PBwwsLC0Ol0TJgwgaysLACysrKIjY0FIDY21rVdq9Vis9mw2WxotVoK\nCgooKSlh+PDhnXmIQgghrpBX3Eth9+7dbS7QWlpaitXavOqy1Wrl6NGjAFRUVLgmW5jNZioqnBdT\nJiQkkJaWhl6vZ8GCBWzevJnZs2e3W4eMjAwyMjIAWLVqFSEhIZd9PDqd7orK9zbSXp6R9vKMtJdn\nurO9uj2Qtm7dilar5fbbb7/s99BoNK7la6KiokhJSQEgNzcXs9mMUorU1FS0Wi1JSUltXtAbFxdH\nXFyc6/mVXNktV4Z7RtrLM9JenpH28kx3rtTQrSdVPvjgAw4ePMjChQvbXA/NYrFQUlLiel5SUoLF\nYgGcky3Kypzrm5WVlREU5L6Ks1KKrVu3cu+99/K3v/2NxMRE4uLi2LlzZycekRBCiMvVbYGUk5PD\n9u3beeyxx/C7yPIw0dHR5OfnU1hYSENDA/v37ycmJgaAmJgYMjMzAeetMcaOHetWNjMzk9GjR2M0\nGl031dNoNL3yxnlCCNETdHhx1SuxZs0acnNzqaysxGQyMWvWLLZt20ZDQ4NrssO1117LvHnzKC0t\nZd26dSQnJwOQnZ3NK6+8gsPhYNKkSdxzzz0AVFZWkpqaSnFxsdu0b3BezLtq1SqWL1+OTqfjiy++\ncJsK3pFuZU9cXLWnkvbyjLSXZ6S9PNOdQ3ZdEkg9kQRS15H28oy0l2ekvTzTa88hCSGEEE0kkIQQ\nQngFCSQhhBBeQQJJCCGEV5BAEkII4RUkkIQQQngFCSQhhBBeQQJJCCGEV5BAEkII4RUkkIQQQngF\nCSQhhBBeQQJJCCGEV5BAEkII4RUkkIQQQngFCSQhhBBeQQJJCCGEV5BAEkII4RV0XfEha9euJTs7\nG5PJxOrVqwH48MMPeeutt/jmm294+umniY6ObrNsTk4OmzZtwuFwMGXKFOLj4wGoqqoiNTWVoqIi\nt1uYHzlyxO125REREVRXV5OamsqyZcvw8ZEMFkIIb9Qlv50nTpzIsmXL3LYNGDCAX/7ylwwdOvSi\n5RwOBxs2bGDZsmWkpqayb98+Tp8+DUB6ejojR47k+eefZ+TIkaSnpwOwY8cOkpOTefDBB9m1axcA\nW7ZsISEhQcJICCG8WJf8hh42bBhGo9FtW2RkZLv3X8/LyyM8PJywsDB0Oh0TJkwgKysLgKysLGJj\nYwGIjY11bddqtdhsNmw2G1qtloKCAkpKShg+fHgnHJkQQoirpUuG7C5XaWkpVqvV9dxqtXL06FEA\nKioqCA4OBsBsNlNRUQFAQkICaWlp6PV6FixYwObNm5k9e3bXV14IIYRHvDqQOkqj0aDRaACIiooi\nJSUFgNzcXMxmM0opUlNT0Wq1JCUlYTabW71HRkYGGRkZAKxatYqQkJDLro9Op7ui8r2NtJdnpL08\nI+3lme5sL68OJIvFQklJiet5SUkJFosFAJPJRFlZGcHBwZSVlREUFORWVinF1q1bWbx4MRs3biQx\nMZGioiJ27tzJnDlzWn1WXFwccXFxrufFxcWXXe+QkJArKt/bSHt5RtrLM9JenrmS9mrvNEx7vPos\nf3R0NPn5+RQWFtLQ0MD+/fuJiYkBICYmhszMTAAyMzMZO3asW9nMzExGjx6N0WjEZrO5elE2m63L\nj0MIIUT7NEop1dkfsmbNGnJzc6msrMRkMjFr1iyMRiMbN27k3LlzBAYGEhUVxfLlyyktLWXdunUk\nJycDkJ2dzSuvvILD4WDSpEncc889AFRWVpKamkpxcbHbtG8Am83GqlWrWL58OTqdji+++MJtKnhH\nUvzMmTOXfbzyF5lnpL08I+3lGWkvz3RnD6lLAqknkkDqOtJenpH28oy0l2dkyE4IIUSvJ4EkhBDC\nK0ggCSGE8AoSSEIIIbyCBJIQQgivIIEkhBDCK0ggCSGE8AoSSEIIIbyCBJIQQgivIIEkhBDCK0gg\nCSGE8AoSSEIIIbyCBJIQQgiv4NU36BNCOJ2ra+B4mY2vym2EW+2YfeoZYNIT4Kvt7qoJcdVIIAnh\nRZRSlNY2cKy0juOlNo6X1XGstI7imoYWexW6vrP66xhg0hNp8mOASc+AIOdjkEH+1xY9j/zUCtFN\nlFIUVJ3neGkdx8tsjSFUR4XNDoAG6B+kZ1jfAAYH+xFtMRBl9kNvNPHpyQJOV9TzdYWNryvqyThW\nTl1D863Ngvy0zqBqDKgBjYFl8deh0Wi66YiFuDQJJCG6gN2h+OZcvTN0yupcIVRz3gGAVgMDzX6M\njTQyONjAYIsfUWYD/r6tT/OGmP0xRPZhXGTzNqUUxTUNroA6fc75uO/UOarqHa79Anx9iAxq3aMK\nDfRF6yNBJbqXBJIQV9l5u4OvyutdwXOstI6T5Tbq7c4ejF6r4ZpgP2KjghhsMRBtMTDQpMdXe/lz\njFexwRMAABrmSURBVDQaDaGBvoQG+nJzi5t2KqWoqLPzdWNAnW4MrH/nV7P7eIVrP71WQ/+g5oCK\nbOxVRfTRo5OgEl2kSwJp7dq1ZGdnYzKZWL16NQBVVVWkpqZSVFREaGgoS5YswWg0tiqbk5PDpk2b\ncDgcTJkyhfj4+EuWP3LkCOvXr0en07Fo0SIiIiKorq4mNTWVZcuW4eMjEwvF1VN73sHJshZDbmV1\nnCq30Zg9BPj6MNhiYNq1ZqItBgYHG+gfpO+y3ohGo8Hsr8Psr2NkWKDba1X1dtew3+lzzscjxbXs\n/eqcax+tBiL66F3DfpFBzsf+QXr8dPL/kri6uiSQJk6cyLRp00hLS3NtS09PZ+TIkcTHx5Oenk56\nejqJiYlu5RwOBxs2bGDFihVYrVaSk5OJiYkhMjLyouV37NhBcnIyRUVF7Nq1i6SkJLZs2UJCQoKE\nkbgilTZ783Bb44SDb87V03TmxuSnZbDFwJhhRgZb/BgcbCDM6IuPl56zMeq13BDqzw2h/m7b6xoc\nfHOu+fzU1xU2TlXU8/HpKhyNB6sBwoy+roCKbHGeSmb+icvVJYE0bNgwCgsL3bZlZWXx5JNPAhAb\nG8uTTz7ZKpDy8vIIDw8nLCwMgAkTJpCVlUVkZORFy2u1Wmw2GzabDa1WS0FBASUlJQwfPrzTj7P2\nvIMvS2oZrAlAU28n0NdHTiD3UKW1DY3BU8exMmcAFVafd70eGqBjsMXA7VFBRDee8/m2TBgw6HyI\nbhxKbOm83UF+5XlnUDUG1umKej4tqOG8o3lChdVf5wqoyCA9AxsDyyQz/0Q7uu0npKKiguDgYADM\nZjMVFRWt9iktLcVqtbqeW61Wjh49esnyCQkJpKWlodfrWbBgAZs3b2b27Nnt1icjI4OMjAwAVq1a\nRUhIiMfH9HlBJb95/0vgawD0Wh9CAn2xBuoJCdRjbfwKueDRZPh2/CK7XDqd7rLa+2pQSpF/zsaX\nRVV8WVjNfwqrOFpURUlNc/gMMPszsr+J60ONXBsayHV9jZj9fbulvtC97RURBjdfsM3uUPz/9u49\ntqn7/v/405f4lsRxnAsJNDQkKZBQUqApdxhUtN0Kq1q0rkI/BIjStarYhDYJbaqqwrSt0/iDCg3W\nDEiBbgPUKWrZtFIoXQMjlC9rVqCACAmh3EKuBufiS+xzfn8kcWKuOUBiJ34/pMrx5dCPX+fY7/P5\nnM85rnV7qWlu57tmT9dtOwfO38DT0TOhwmE18miyjWynjWyntevWRlqCqV+3/0jmFWmqquIPKrT6\ngrT6ArT6u259AdpCfwdp9Qdo8wVo8QV5YoSP//fkiIi0Nyp2WXQ63QNtkL2Xz87O5re//S0Ap0+f\nxuFwoKoq69evx2AwsGTJEhwOxy3/xrx585g3b17ofmNjo+Z2JKpBfjMvi4DRxsV6F82eAM2eAC5P\ngHP1LfyfJ0Bbrw9oN6NeR7LFQLLVSLLViLPrv5vv2y2GqB3+eRCpqan3lbdWQUXlaos/NMOtu/fT\n1jULTa+DrCQzT2RYyUlOJsdpYVSy+aYhqCCBths0tvV7c+9ooPLSwgLk2yHfboFsC+AMm/l3uVeP\n6ovKelp6zfyzGvU9Q372nqG/hzXzLxrz6qugotLWodDmD9LeddvWodAeuq/Q1hGkza/Q3hHsem3n\n3+1dzwVu/coJo9d1Huu0xRmIN+nJS42/77yGDx9+7xfdRcQKUlJSEi6Xi+TkZFwuF3a7/ZbXOJ1O\nmpqaQvebmppwOp19Wl5VVUpLS1m1ahUlJSUsXryYhoYGPv30UxYtWtQv78kWZ2D8sPjOD0DK7T9I\nvoASKlK3u61t8XO6vj3sA9tNr4Nky62FqvO+IfSYw2KM+Sm8HUGVSzd6Tiw93+yjxuXF1zXbIE6v\nIzvZzMyRdnKc5q6ZbmY5UP8Q3XXmny8YKlDdQ4BDbeafoqp4OpSbCkl4AeldVMKf61yme3u9G4tR\nT7xJT3xXUXFYDIxINGHrfsxkID5OT7zJgC1O3/O3SY8tTo/VGH5oIZIFPGIFqaioiLKyMl588UXK\nysp46qmnbnlNbm4utbW11NfX43Q6KS8v52c/+1mfli8rK2PixIkkJCTg8/lCvSifzzcg7+9OzEY9\nmYkmMhNNd32dP6jg8gRweYKhYtVduFyeAA1tHVQ2ekInUfamA5Ishtv2snrfd1iMxBmi/4N9L76A\nwoXrnbPcqpu91Li8fHfdT6DruIbFqCcn2cyzeQ5ynBZyks08kmQeFF9qQ5FOp8Nh6dz+7jTzr/s8\nqkjN/Osc6lJDvZHwXkp4Aem8De/FtHcVonuVkzi9jnhTT+8kPk5Pii0uvIB0P3/TY/FxBqxx+iG1\n86lTVfXeJfgBvffee5w+fZqWlhaSkpL48Y9/zFNPPcX69etpbGwMm7bd3NxMcXExv/rVrwCoqKhg\n+/btKIrC3LlzWbhwIQAtLS23XR7A5/Px+9//nrfeeguj0ciZM2fCpoL3pVt59erV+36/A7mHEVBU\nrnsDNLcHblu4XF3P3fAFUW6zpu3mnp5Vz63hpvtGTA9wjsy9aMmr1R+kpmuSQfeQ2xW3P/TeEs0G\ncpPNXYWn88B8RmL0znS7H4N5COp+3W7m32W3n9oW/z1n/qUkJ3O1oSmsaLT7FVrvUlTa+zjU1bsH\n0tMT6Swgtjg9CV0FxNZVQG4uPg9y7ll/eZDt60GH7AakIA1Gg6Ug9VVQ6Rwm6S5cLm9X8Wrv/Lu7\nmF33BLjdKEGCSX/73pbFiNPWc99yH3uod8rruifQM+TWdcznWmvPZIMUa+dMtxynuWumm4VU29Cf\nIBKN21ek3Gnm3xW3P2zm3+1YjZ2FIiGuZ/gqvru4hPVGugtO7+cNWIwPduw7WkWyIEXFpAbR/wx6\nXaiQ3I2iqrh9XcOE7T2Fq/exrtP17TR7gqEhsd6sRj1OW1fh6ipWyVZD6NhXd/HqPW6tqioNbR1h\nl9WpbvbR7Om5oGhGQhy5TgvP5Do6z/FxWnDINOKYF2fQM9JhZqTDHPZ4UFGpb+ssVIl2O0FPW1fv\nZGgOdQ0V8okWYfS9xvdHJd/5daqq0uJXQkODNw8VNnsCVDZ5aL4cCF0ypzezQUey1YjdbKCurYob\n3kDX/x8esZsoHGYLXVZnVLKZeJOcbCn6zqDXhY7Vpqam0NgoA0GDgRQkcV90Oh12swG72cCjN+2d\n9qaqKu0d4TMLexeuG74gs3NTGGGDnK6rWctMNyFikxQk0a90Ol3nuLvJQFbS7QuXHBMRQoD8hLkQ\nQogoIQVJCCFEVJCCJIQQIipIQRJCCBEVpCAJIYSIClKQhBBCRAUpSEIIIaKCFCQhhBBRQS6uKoQQ\nIipID6kf/PKXv4x0EwYVyUsbyUsbyUubSOYlBUkIIURUkIIkhBAiKkhB6gfz5s2LdBMGFclLG8lL\nG8lLm0jmJZMahBBCRAXpIQkhhIgKUpCEEEJEBSlIUUpRlEg3QQghBpQUpChTXl4OgF4vq0YrORyq\njeSljewk9j/5CfMosnXrVv7zn/9gsViYNGlSpJsT9bZt24bR2LkJL168GJ1OF+EWRbfS0lLS0tLQ\n6/XMmDEDnU6Hoiiy83MHf//733E6nZhMJmbOnIler5e87uLatWsMGzbsgT6HkmyU2LJlC01NTTzz\nzDN89913kW5O1CsuLqa+vp5JkyZx+fJlampqQs/Jnuyt/vSnP1FVVYVer+fYsWOsX78eIPQlK8IV\nFxdz9uxZfD4f5eXlrFu3DpC87uQPf/gDa9eupbKy8oHykYIUBXbt2oXb7Wb16tXMmzePf/3rX5w8\neTLSzYpazc3NuN1uVq1aRUFBAQkJCZw/f569e/cC8qVxs+vXr9PS0sLq1auZMWMGL730EidOnOC9\n994DOvOS4bsefr8ft9vNihUr+MEPfsDq1avxer28++67gOR1s2+//Raz2cycOXP45JNPHqgoGdas\nWbPm4TZPaGWz2Xj++ecBiI+PR6/Xc+nSJfLz8wFkKKoXVVXxer2Ul5djNBo5fPgwFRUV5OXlceTI\nEcrLy5k9e7Zk1kVVVTweD/v37yc/Px+73Y7f70ev13PlyhXq6+sZN26c5NWLoiicPXsWm83G8OHD\nAfje977HoUOHqKysZNKkSZJXL0ajkbFjxzJ16lSampo4ePAg6enpOByOsOFNVVXvmZsUpCjgcDhC\n4/k6nQ6Px0NZWRlFRUVYrdY+rchYodPpsFqt6HQ6Ghoa+Pbbb/nJT37ClClTmDt3LmVlZYwYMQKn\n0xnppkaF7ry8Xi+bN2/G5/Oxe/dupkyZwuzZs6muruaJJ56IdDOjQmNjI0ajEZPJhNfrZceOHUyY\nMAG73Q7A6NGjOXnyJAUFBZhMpgi3NvK680pISCAxMRGAMWPG4HK5KCsrIzs7G4fDwcGDB3n00Uf7\n9B0mkxoiZNu2beTk5IT25lVVDe1NPPHEExw5coQdO3awcuVKOYhKeF5A6DYYDN6Sjwyn3JrXD3/4\nQ0aMGAFAdnY2RUVFNDQ00NjYiMfjwWq1RrK5Ebdp0ybcbjdtbW28/PLLTJ8+nfr6etasWcPbb7/N\nyJEjSUlJ4dq1a7S0tBAfHx/pJkdUd17t7e386Ec/orCwkEAggNFo5IUXXsBisbBz505cLhcjR44M\nbYf3Ij2kCCgpKaGiooKamhoMBgOjRo0KFaXu3lB6ejonTpwgJycntPcRq26XV7e6ujo2bNhASkoK\nO3fuJCUlheeeey6CrY28O+WVmZlJZmZmaBhqw4YNpKamMnny5Eg2N+Lef/992tvbWb16Na2trZSV\nlTF9+nTGjRuH0WiktLSUuro6Pv74Y9LS0nj66acj3eSI6p1XS0sLhw4dYtq0acTFxYVGeXJzcykp\nKWHs2LGsXLkSkCG7qNXU1MSLL77I+PHj2b17N0ajMfSl0b23bzKZUBSF8ePHR7KpUeFOeamqSk5O\nDklJSTQ3N5OcnMySJUsAQh+MWHS3vHQ6HX6/n88++4xgMMiKFSuAvn1ZDEVtbW1cvHiRhQsXYrPZ\nGDNmDEePHsXhcDBs2DAee+wxsrKySElJweFwsGjRIkDy6p3XV199hdPpJD09PXTo4euvv0an0/Hm\nm28C9Hm6vAzZDaDPP/+cqqoq3njjjdAKWrp0Kdu3b0dRlNBVdltbW0lISGDu3LlA7G78fc1r9uzZ\nofORoO8b/1DT17z0ej2zZ88mISEBiN28Dhw4wKlTp1i2bBl2uz005KTT6XC5XKHX5eTkYDQaQzuH\nkteteTU1NYW9trCwkKKiIkBbXtJDGkBZWVlUVlZitVpJTU1FVVWGDRtGRkYGe/bsIS4ujv3792O1\nWsnIyAgtF4vFCPqW1759+4iLi5O80JbXyJEjAcKOXcaarKwsLly4QGJiIqmpqUDntlNdXU1mZiYj\nRozggw8+ICkpKWySTCxvX33Jy263k5aWFlpOS16xuSVGiKqqpKSkcPHiRYBQ97awsJAlS5awadMm\nbty4wYQJEyLc0ujQl7zcbrfk1eV+8orVL1fozMvhcHDp0iWgZ7jc4XBw9epVNm7cSEtLC3l5eZFs\nZtQYiLykh9TPvvrqK9xuNwaDITQ9cteuXTgcDoYPHx76QvjrX/9KVlYWP//5z4HYHaaTvLSRvLS5\nV14Ap0+fZteuXRQWFvLaa68BktdA5SUFqR9t3ryZiooK3G43Z86cYfz48SQlJZGRkcGxY8fIzs7G\narWiKAodHR288sorQOyOUUte2khe2vQ1L4PBgMlkYunSpYDkNZB5xV7KA+TLL7+kqamJtWvXMm/e\nPEwmE6qq0tLSwrhx40hISOD69etAz0FmiN2NX/LSRvLSRkte2dnZLF++HJC8Bjqv2Et6gKiqGurS\nfvPNNxw+fJitW7eybt06Ghsbyc3NZefOnfj9/rDlYnHjB8lLK8lLm77k9be//Q2/3x92FQbJa2Dz\nkiG7h6z7/Jf4+Hh27NhBTU0N//73v3n33XeZOnUqLS0tHDlyhJdeeomamhouX77M2LFjI93siJG8\ntJG8tJG8tIl0XnIe0kNUWlpKa2srY8eOZfLkyWzYsIHGxkaSk5NJT08HOufnX7t2DYBnnnkmdC5I\nLJK8tJG8tJG8tImGvGKzP9oPtmzZwunTp8nOzuaLL75g165dnD9/ntTUVM6ePcuePXsA+Oc//4nZ\nbAZg+PDhoQs3xhrJSxvJSxvJS5toyUuG7B6SQ4cOsWzZMgoKCsjOzubq1at89913ZGRkUFhYyI4d\nOzh16hRms5k33ngDiN2ppCB5aSV5aSN5aRMteelUuTTyA/nkk0+YNWsWn3/+Oc3NzSxbtgyLxUJt\nbS1ffvkliYmJLFiwgPb2djo6OkhKSgJid/aO5KWN5KWN5KVNtOUVe2vgIdPpdFRUVDB58mQsFguH\nDx/G7/eTmZlJUVERe/fupa6uDpvNFlqZsXy5FslLG8lLG8lLm2jLKzbXwkPQ3bHMycmhoaGBjIwM\nCgoKuHjxIgcOHCAYDPLYY48xYsQIOjo6wpaNxWEByUsbyUsbyUubaM1LjiHdB4/Hg6IoGI1G0tPT\nKS8v5+zZs8yfP59gMMi5c+f46KOP+O9//4tOpwv9PHmskry0kby0kby0iea85BiSRiUlJTQ2NpKe\nns7MmTPJy8tDVVU2b97MjBkzGDduHADHjx9Hp9NRWFgIxO4BU8lLG8lLG8lLm2jPS4bsNNi8eTMu\nl4uFCxfS0dGB1+sFOruw+fn5oavgQufPkHevzFj9sTjJSxvJSxvJS5vBkJcM2fWR1+vl2LFjvP76\n6wwbNoyvv/6aU6dOUVdXh8/n4/HHH2f37t0kJSWRmZkZtmwsbvySlzaSlzaSlzaDJS8pSH1kNBop\nLy+ntLSU+vp6jh49yoIFC1AUhbKyMvLz88nPz+ezzz4jLy+P+Pj4SDc5oiQvbSQvbSQvbQZLXlKQ\n7sHj8RAXFwfA1KlTMZlMtLe388ILL1BUVERWVhaXLl3CYrFQUFBAa2sreXl5YRccjCWSlzaSlzaS\nlzaDLS85hnQXW7Zs4cMPP6SxsTH02NNPP43dbufQoUMAmM1mLl26xPXr1zEYDMydOzdm98YkL20k\nL20kL20GY14yy+4OSktL2b9/P3PmzMHn8/H888+Hfkfe7XazdetWXC4XNpuNhIQEVq5cGeEWR5bk\npY3kpY3kpc1gzUsK0h1cuHCBQCCAwWDgyJEjdHR0MH/+/NBK9fl8HD16lLi4OKZNmwbE7lRSkLy0\nkry0kby0Gax5SUG6je4V031bVVXFsWPH8Pl8vPzyy8THx+P1erFYLKFlYvVaWCB5aSV5aSN5aTOY\n85JJDb1s27aN48ePU1VVRUpKSui3PpxOJyaTiRs3bnDixAn+8pe/oNfrycvLCy0b6T2LSJC8tJG8\ntJG8tBkKeUW+JEaJbdu2UVdXx4QJE1AUhV//+tdhJ4qNGTOGiRMncvjwYR555BG+//3vR7C1kSd5\naSN5aSN5aTNU8pIeUpcTJ04wbdo0Jk6cGLp8RnFxMZMmTQr9CNUHH3yA3W7nF7/4BRC7Z3yD5KWV\n5KWN5KXNUMkr5guS2+3GbDZTXV1NY2NjaGWOHj0ao9HInj17ePLJJzGbzeTl5fHss88C0TPmOtAk\nL20kL20kL22GWl7GSDcgkrZs2YLL5cLhcDBhwgR27NiB0Whk4cKFKIrCc889x+XLl2lra8Nut5OW\nlgZE78rsb5KXNpKXNpKXNkMxr+hs1QD485//zI0bN3jzzTdRFIWqqirWrl3Lvn37+Pjjj1EUBYPB\nwMWLF6mrqwtbNlpXZn+SvLSRvLSRvLQZqnlFb8v6UW1tLV6vl9dff534+HhWrFjB//73P0wmE++8\n8w7Hjx+npKSEt956i4yMDCZMmBDpJkeU5KWN5KWN5KXNkM5LjUGKoqh1dXWqoiiq3+9XVVVV33nn\nHfX48eOqqqpqa2ureuXKFfXkyZOhZYLBYETaGg0kL20kL20kL22Gcl4x2UPS6XSkpaWh0+kwGjsP\no6WlpWG1WgHYu3cver2exx9/HIjuMdeBIHlpI3lpI3lpM5TzitlJDTdPd7TZbNTW1rJv3z4URSEj\nIyP03GBZmf1J8tJG8tJG8tJmqOY1eFraT9ReV04qLi4mKSmJn/70p7c8JzpJXtpIXtpIXtoMtbxi\ntofUrXvvITc3l7a2NhYvXgwMrm7uQJK8tJG8tJG8tBlqecnFVbsEg0EMBgMweFfmQJK8tJG8tJG8\ntBkqeUlBuokaBZdgH0wkL20kL20kL20Ge15SkIQQQkSFwdmvE0IIMeRIQRJCCBEVpCAJIYSIClKQ\nhIgyGzduZNeuXZFuhhADTgqSEIPUmjVrOHDgQKSbIcRDIwVJCCFEVIj5KzUIEWk1NTW8//771NbW\nMnHixNB5JK2trfzxj3/k3LlzKIrCmDFjeO2110hJSWHnzp2cOXOGc+fOsW3bNubMmcOrr77KlStX\nKCkp4fz589jtdl555RWmT58e4XcoRN9ID0mICAoEAqxbt45Zs2ZRUlLCtGnTOHr0KNB5kuOcOXPY\ntGkTmzZtwmQysXXrVgAWLVpEfn4+y5cv58MPP+TVV1/F6/Xym9/8hpkzZ7JlyxZWrVrF1q1buXz5\nciTfohB9JgVJiAiqrKwkGAwyf/58jEYjU6dOJTc3F4DExESmTp2K2WzGarWycOFCzpw5c8d/q6Ki\ngrS0NObOnYvBYGDUqFFMmTKFI0eODNTbEeKByJCdEBHkcrlwOp1hl3tJTU0FwOfzsX37dr755hva\n2toA8Hg8d7xWWUNDA+fOnWPZsmWhx4LBILNnz+7fNyHEQyIFSYgISk5Oprm5OewaZE1NTWRkZPCP\nf/yDq1ev8rvf/Q6Hw8GFCxdYvXp16GcFbr5mWUpKCgUFBbz99tsD/j6EeBhkyE6ICBo9ejR6vZ5P\nP/2UQCDA0aNHqaqqAsDr9WIymbDZbLS2tvLRRx+FLZuUlERdXV3o/pNPPkltbS0HDx4kEAgQCASo\nqqqSY0hi0JCLqwoRYdXV1RQXF3Pt2jUmTpwIQGZmJs8++ywbNmyguroap9PJggUL2Lx5Mzt37sRg\nMFBZWcnGjRtxu93MmjWL5cuXc/XqVbZv305VVRWqqvLoo4+ydOlSsrOzI/smhegDKUhCCCGiggzZ\nCSGEiApSkIQQQkQFKUhCCCGighQkIYQQUUEKkhBCiKggBUkIIURUkIIkhBAiKkhBEkIIERX+PwsB\ntmo/joVYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ec4bda0>"
      ]
     },
     "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,
   "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
}