diff --git a/eda/ml_tools/plot_line.ipynb b/eda/ml_tools/plot_line.ipynb
deleted file mode 100644
index 79f50a28ffc1745b05935219aa24d3162a2954fd..0000000000000000000000000000000000000000
--- a/eda/ml_tools/plot_line.ipynb
+++ /dev/null
@@ -1,616 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "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):\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": 9,
-   "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": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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G8p3vo+j0XdaelpCi00fJu+iktNjN6IkBPfYhHRquY9K3gigrdpFxwsapozay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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x1176c99b0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df0,\"1.0 Question Imp Percentage\",\"date\",\"Percentage\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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kbt26jn1s27aNmJgYR+8nOjqap556iujoaOrXr1/pbaopQsMNxHawsHNzPgnr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\n+AAAABBJREFUhAgYKTpCCCEC5v8Dl/OIjjVtYTIAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x117792ba8>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df1,\"1.1 Answer Imp Percentage\",\"date\",\"Percentage\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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bb73F4MGDATh8+LCvt3K87du306NHDyIiIgAYO3Yse/fuJTIykpKSEqKioigp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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x1175f61d0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df2,\"1.2 Diary Imp Percentage\",\"date\",\"Percentage\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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cc89xww038B//8R8sWLCgVwoqhBCi/wu5pXPq1ClSU1ODliUnJ1NWVgZAbm4u\nDQ0NPVs6EeSGG26grq4OgBEjRvRxaYQQ4tKFHDpjxoxh3bp1VFRU4Ha7qaioID8/n9GjRwNQWlpK\nQkJCrxVUCCFE/xdy99pjjz3G+vXr+cEPfoCu6xiNRq6//nqWLVvmP5DJxOOPP95rBb3SLFmyhLKy\nMlwuF9/73ve4//77+7pIQghx2UIOnZiYGJ544gl0XefMmTPExsZiMJxtKKWnp/dKAfuS/vtXUSdK\nul6naSilLvmYWkY2hnv/6aLb/fu//zsJCQm0trYyb948br/99kt+LCGEiDSXPDbY5XLhdruprq4O\nLDv3XI+4fL/5zW/44IMPACgrK6OkpOvwE0KI/iTk0Dl58iRr167l+PHjndZt2rSpRwsVKS7UIjGZ\nTHi93l553J07d/LXv/6V9957j6ioKO6++275XowQYkAIeSDB+vXrGTduHL/5zW+w2+0UFBRw2223\n8eijj/Zm+a5IjY2NxMXFERUVRXFxMXv37u3rIgkhRI8IOXSOHz/O4sWLiY6ORimF3W7n/vvvH7Ct\nnL50yy234PP5uPnmm3nuuee49tpr+7pIQgjRI0LuXjObzfh8PkwmE4MGDaKmpobo6Giampp6s3xX\nJKvVysaNGzst/+yzzwK/FxUVhbNIQgjRI0IOndGjR7Nr1y5uueUWpkyZwnPPPYfZbGbcuHEh7f/o\no49is9kwGAwYjUZeeOGFoPVKKQoKCti3bx9Wq5Vly5aRk5MDQGFhIQUFBei6zsyZM7njjjsA2Lhx\nI4WFhWRlZfHYY48BsGPHDhobG5k3b16oVRNCCBEmIYfOP//zPwd+/+53v0tGRgZOp5Obb7455Ad7\n+umniY2N7XLdvn37qKioYO3atRQVFbF+/Xqee+45dF1nw4YNrF69msTERH70ox8xefJkHA4HJSUl\nrFmzhvz8fEpLS0lLS2P79u089dRTIZdJCCFE+IR8Tufdd989u5PBwPTp05k1axYffvhhjxTkiy++\nYPr06WiaxsiRI2lubqa+vp7i4mLS0tJITU3FZDIxdepUdu/ejaZp+Hw+lFK4XC6MRiPvvvsuc+bM\nkVmihRAiQoX87vzWW28xf/78Lpf/3d/9XUjH+NnPfobBYOC2224jLy8vaF1dXR1JSUmB+4mJidTV\n1VFXV0diYmLQ8qKiIqKiopg4cSIrVqxg/Pjx2O12iouLufvuuy9Yhq1bt7J161YAXnjhhaDHBP8F\nzUINrYGGQNOrAAAgAElEQVQUbpdaF6vV2um5iwQmkykiy3WpBko9QOoSqfqqLhd9pzl48CDgv85M\n++/tKisrQ76Q189+9jMcDgenT5/mmWeeIT09nbFjx3ajyGctWLAgMKt1fn4+ixYtYtu2bezfv5/M\nzEzuuuuuTvvk5eUFBV5NTU3Q+vZW08X05vd0wq07dXG5XJ2eu0iQlJQUkeW6VAOlHiB1iVSXU5fL\nmYHmoqHzq1/9CgC32x34HfzXU4mPj2fJkiUhPZDD4QAgLi6O6667juLi4qDQcTgcQU9AbW0tDocD\nn89HbW1tp+UdlZSUoJQiPT2dN954g1WrVrFu3TrKy8sZPHhwSOUTQgjR+y4aOq+88goAL7/8cmCE\n2KVyOp0opYiKisLpdHLgwIFO3WCTJ09m8+bNTJs2jaKiIux2OwkJCcTGxlJeXk5VVRUOh4OdO3ey\nfPnyoH03bdrE0qVL8fl86LoO+EPxSv0W/4gRIy55SPX8+fODztu1e+KJJ8jLywu5C1UIIS7kkmaZ\nbtf+xt6u48SfXTl9+jRr1qwBwOfz8Z3vfIcJEyawZcsWAGbNmsXEiRPZu3cvy5cvx2KxBGavNhqN\nLFmyhGeffRZd15kxYwYZGRmBY3/++efk5OQEWj+ZmZk8+eSTZGZmkpWVFWr1Bjyv13vB8zZdBY4Q\n4izV3IQebe/rYvR7mgpxquSjR4+yYcMGSktLcbvdQev686wE7Reha9fS0oLdfvE/rN4+p9PVpQ1G\njBjB9773PbZu3YrNZqOgoIDk5GRKS0t59NFHaWlpYdasWaxfv56ioiJ27tzJiy++SFxcHMXFxfzt\nb3/jP//zPwOv13e/+13+6Z/+CZPJRHZ2NkVFRSilWL16NTt27CA9PR2LxcI999zTqaUT6vMUbgOl\nz32g1AP6b12UswUOf4X6+gDqm/1w8ph/RVwCJKehJQ+GFP+P1n5rj+nTMl+KiD2n0+6VV15h0qRJ\nPPLII1it1m4/YH+y/otKSuqdXa7Tunlpg+wEGw9Pvvis3F1d2qClpYVrr72WlStX8swzz/Bf//Vf\nPPHEE/zrv/4rDzzwAAsXLuS1114LOs6XX37JRx99xLBhwzhw4ABvvvkm77//Pkop/u7v/o4bb7yR\nCRMmBLb/4IMPOHLkCNu3b6e6upoZM2Zwzz33XHI9hehvlNcDR789GzIlh8HnA5MZRoxFu+N+omNi\naC4pRlWXo74uhF0f+fdtP0jMIEge3GUgEROLpml9Vr9IEXLo1NTU8N3vfleetDDp6tIGFouF2267\nDYDx48fz17/+FYDdu3fz6quvAnDXXXfx7LPPBo4zYcIEhg0bBvi7IufMmRNoocydO5fPPvssKHQ+\n/fRT7rjjDoxGI2lpaUybNq33KytEH1C6DidLzobM4a/A7QLNAFm5aLP+AW3MNTB8NJrF/0E7OimJ\n1g6tA+VyQU0FVJWjqsr9t9XlqCNfw+4doNTZQIqytwVSWudAinNcMe+tIYfOddddx/79+4PeoAa6\nC7VI+uLSBiaTKfCHaTQagx7/fH+wkdgFJkRfUEpBdTnq6wPw9X7UtwegqdG/cnAG2rQ8f8iMuirk\nbjLNaoUhmTAkk3P/A5XHA7WVnQPpxFHYtwt0/WwgWSyQPNgfSucGUkIimuHiX+PoL0IOHY/Hw5o1\naxg9ejTx8fFB67o7qk107VIvbXDdddfxzjvvcNddd/GHP/zhvNvdcMMN/OAHP+Cxxx5DKcXmzZtZ\nu3Zt0DZTpkxh48aNLFy4kJqaGnbu3BmY606I/kadrkd90xYyX++HuraLTyYkoY2/DsZcgzb6arSE\nxAsfqBs0sxnShkLa0M6B5PX6y1JdERRIVJ5CHfwCvN6zgWQyQZK/ddTeSgoEkiMFrZ99ST3k0g4d\nOpShQ4f2ZllEm1tuuYXf/e533HzzzQwfPvyilzb4v//3//Loo4+ybt06Zs2add7txo8fz8KFCwOT\noX73u9/lqquuCtpm7ty5fPLJJ9xyyy0MGTKESZMmXX6FhAgT1doChw+ivt7vD5tTbRedtEfD6KvR\n5tyFNuZqSB3Sp91Zmsl0tott3MSgdUr3QX0dVJWhqivOBlJVub9ObtfZQDIYIDGlLZDOaSElpaKZ\nLWGv28WEPHptoIrU0Wvh1J26yOi13jVQ6gG9Wxfl8cDRb/wh8/V+OFYEug5mi//k/+hr/CEzLKdH\nuqj6+nVRSsHp+g5BVOHvMqwqh6oyaG05u7GmQULS2SBKTjsbSMmDSR4yNLJHrwEcOHCATz75hNOn\nT7Ny5UqOHDlCa2trp0/LQgjRG5TugxMlZ0Om+BC43f6T/9kj0Obc7Q+Z4aMj8lP+5dI0DeIdEO9A\nGxl8WRmllP8cVVVZp0BSe3dB0xk6tjBcT/0cskeHtwJcQuh88MEH/PnPf2bmzJl8+umnAFgsFgoK\nCnjmmWd6rYBCiCuXUgoqy1DftIXMN19CS9uFI9OHod00G2301TDyKjR7dN8Wto9pmgaDYmFQLNrw\nzmGiWpqCziGZMof3QSkvIXT+/Oc/8+Mf/5iUlBTeeecdAIYMGdKpe0oIIS6HaqjzD2E+1HZepr6t\nC8iRhDbxBhjddvI/3nHhA4kgmj0GMnPRMnMBMCYlQR90FYYcOq2trZ2mwb7Y1CpCCHExqqXJf/K/\nPWTKT/hXRA+C0ePRRi/0D2VOGXzFfJdlIAs5McaMGcPbb7/NnXfeGVj2wQcfhHy5aiGEAFAeNxR/\nfXaE2bFiULr/uyojxqFNm4k2+hrIyEa7yLyOov8JOXSWLFnCv/3bv7Ft2zacTiePP/44UVFRrFy5\nsjfLJ4To55TPhyopQn1d6A+Z4q/B4/YP980eiTZvoT9kckb5v9siBrSQQychIYHnn3+eI0eOUF1d\nTWJiIrm5uRedYVpcuvNdZkAMfKrxNJSfpPVgK/qZ06CUfwiw0kFXwfeValuud1je4bbjOnWebc57\nrLP3VVf7B8qjn+fxzh67urYa1dz2zf8hmWg3z/GHzMhxaFGRN+xe9K6QQ+fYsWPExMSQm5tLbq7/\nRFRNTQ1NTU1yCYEeJoEzsCndBzVVUHESVXESyttuK04GpmU50xMPpBnAoPm/r2Ew+O9rWtvy9t87\nrDNoZ7cJ2r6LbTru337fYPRPjnnO/raR43BmjUQbczVabEJP1Ez0YyGHzi9/+UtWrFgRtMzr9fLy\nyy8HrpUjekb7RdiUUjzzzDN8/PHHaJrG8uXLWbBgAZWVlTzyyCM0Njbi8/l4/vnnueGGG/q62OIc\nyuWCypOo8pNQcQrKT/jDpbIMvJ6zGw6Kg8FD0a6d6p8yZfBQEkaMpv5M49k39/OFRqcQ8N9G0rmQ\n2KQk3APki67i8l3SLNOpqcETYKalpVFdXd3jhYoUB/e2cKbB1+W67l7aIDbeyFXXhtal8Oc//5mv\nvvqKDz/8kLq6Om6//XamTJnCH//4R26++WYef/xxfD4fra2tl1wO0TOUUtDWJdbeWlHlJ/whU1t1\ndkPNAEkp/oklx10LaUPQBmf4b2NiOx3XlJSEZpU3ajHwhBw6DoeDo0ePkpOTE1h29OhREhKkudxb\nPv/888BlBpKTk5kyZUpgpu8nn3wSr9fL7NmzZUaIMFA+n3/G4PJTqIoTZ0Om/OTZLysCWKz+IBk+\nGr6Th5Y2FAZn+If7DsBvyAtxqUIOnXnz5vHiiy8yf/58UlNTqays5L333gsaQj3QXKhF0pdzr02Z\nMoW33nqLbdu28YMf/IClS5eycOHCPinLQKNcTqg41RYobd1hFaeg8hR0fL1j4/1dYZO/4+8aSxsK\ng4f6Zy+OoK4tISJNyKGTl5dHdHQ0H330EbW1tSQmJvLAAw8wZcqU3izfFe2GG24IXGagoaGBzz77\njB//+MecPHmSwYMHs3jxYtxuN19++aWEziVQSsGZhrausJNBt4Gp78HfJZac5g+Vq671d421T1Uf\n3X8uSyxEJAkpdHRd53/+53+48847ufHGG3u7TKLN3Llz2bNnD7fddhuaprFq1SpSUlJ48803yc/P\nx2QyER0dzX/8x3/0dVEjkvL5oLqi61FiLc1nN7Ta/EEyYmzbifwM/3VQUgbL90aE6GEhX9rge9/7\nHq+++uqA+16OXNqgf1/aQHk80FALdTWoumrsZ+poPlrkn0qlqhx8HeoVlxAYHdbxlvjEiOsS6+sp\n9HuS1CUyXU5dwnJpg+nTp/Phhx8ye/bsbj+YEJdC6T5oqIf6GlRdDdRX+8OlvgbqavxdYWcagvZp\nNhj9XWJpQ9Cuub5DuAwJ+RLEQojeE3LoFBcXs3nzZt59910SExODJt776U9/2iuFEwOX/9ofZ/zh\nUV+Nqu0iVBpq/d9q78gaBY4k/wn7oVn+i1Q5ktAcSeBIJmnUOGpPn+6TOgkhLi7k0Jk5cyYzZ87s\nzbJEhCv8Qqohu9jzpFqa/VPS19Wg2sKEuuq2FksN1Nf659/qyGRqC5FktJFXnQ0XR1Lb78lgj77g\nTMNyDkaIyBZy6Nxyyy29WIzIYTAY5JINF+Fxu9GaG1GlxZ27vWqr/aHiPOcLq5rBf8VDRxLasOEw\nYYr/97aWCo4kiImLuHMrQoieFfI7q1KKbdu28cknn9DY2MiaNWs4dOgQDQ0NTJ06tTfLGFY2mw2n\n04nL5TrvJ2r9WDHUVHaYnkQ7Oy9VYLqSruapOmeZoatpTQxogfUd13WYDsVwzrE0w2VdZ8RqteJy\nuQBQug5uF7hd/mlc3E5ov3W7wOlEO1mCdccH6B1bO4PiwJEMqUP81z5p6+4KhEqcA814+deoF0L0\nbyGHzqZNm/jyyy+5/fbbefXVVwFITEzkt7/97YAKHU3TiIqKuuA2evNpbNUncTY2+ufQ8npRXk/g\n965vPeDx+EdTeT3g63p6nW4zmf3dUyZz59/NZjCa/Ldt67QO21h8Xv836+tr4HS9f4bgjqKiO4fI\nQ4936PZKkm/bCyFCEnLo/OUvf+Hf/u3fiI2NZf369QCkpKRQVVV1kT0HHsN1NxE79x8uaxJDpeud\nQ+l8AeXxgs/jHx7cVZid7zgejz8MfV7/8dwu//dTvB5Uh+290YMgLgFt3ET/eZNzur00W98PjRZC\nDAwhh46u69hstqBlTqez0zIRGs1g8M/TZbGGvk8vlWUgffdACBHZQj5rO2HCBF5//XU8Hv+U7Eop\nNm3axKRJk3qtcEIIIQaWkEPnwQcfpKGhgYceeoiWlhYeeOABqqurWbx4cW+WTwghxABy0e41l8vF\nW2+9xYkTJ8jOzuahhx6ioaGBpKQk4uPjw1FGIYQQA8RFQ2fDhg0cOXKEiRMn8tlnn9HU1MSSJUvC\nUTYhhBADzEW71woLC1m9ejX3338/P/rRj9izZ084yiWEEGIAumjouFyuwNVBk5KSaGlp6fVCCSGE\nGJgu2r3m8/k4ePBg4L6u60H3gZAvl6zrOitXrsThcLBy5cqgdUopCgoK2LdvH1arlWXLlgUujV1Y\nWEhBQQG6rjNz5kzuuOMOADZu3EhhYSFZWVk89thjAOzYsYPGxkbmzZsXUpmEEEKEz0VDJy4ujl/9\n6leB+zExMUH3NU3j5ZdfDunB/vznPzNkyBBaW1s7rdu3bx8VFRWsXbuWoqIi1q9fz3PPPYeu62zY\nsIHVq1eTmJjIj370IyZPnozD4aCkpIQ1a9aQn59PaWkpaWlpbN++naeeeiqk8gghhAivi4bOK6+8\n0iMPVFtby969e7nzzjt5//33O63/4osvmD59OpqmMXLkSJqbm6mvr6e6upq0tDRSU1MBmDp1Krt3\n72bOnDn4fD6UUrhcLoxGI++++y5z5syRyTqFECJChW1K39dee43777//vBNT1tXVkZSUFLifmJhI\nXV0ddXV1JCYmdloeFRXFxIkTWbFiBQkJCdjtdoqLi7n++ut7vS5CCCG6JyxNgj179hAXF0dOTg5f\nffVVjx13wYIFLFiwAID8/HwWLVrEtm3b2L9/P5mZmdx1112d9tm6dStbt24F4IUXXggKukthMpm6\nvW+kkbpEnoFSD5C6RKq+qktYQufbb7/liy++YN++fbjdblpbW1m7di3Lly8PbONwOILm/6qtrcXh\ncODz+aitre20vKOSkhKUUqSnp/PGG2+watUq1q1bR3l5OYMHDw7aNi8vj7y8vMD97s45NpDmK5O6\nRJ6BUg+QukSqy6lLenp6tx83LKFz3333cd999wHw1Vdf8d577wUFDsDkyZPZvHkz06ZNo6ioCLvd\nTkJCArGxsZSXl1NVVYXD4WDnzp2d9t20aRNLly7F5/Oht13eWNO0wDVihBBCRIY+PeO+ZcsWAGbN\nmsXEiRPZu3cvy5cvx2KxsGzZMgCMRiNLlizh2WefRdd1ZsyYQUZGRuAYn3/+OTk5OYHWT2ZmJk8+\n+SSZmZlkZWWFvU5CCCHOT1MXu9j9AFdWVtat/aSZHZkGSl0GSj1A6hKp+qp7TS5IL4QQImwkdIQQ\nQoSNhI4QQoiwkdARQggRNhI6QgghwkZCRwghRNhI6AghhAgbCR0hhBBhI6EjhBAibCR0hBBChI2E\njhBCiLCR0BFCCBE2EjpCCCHCRkJHCCFE2EjoCCGECBsJHSGEEGEjoSOEECJsJHSEEEKEjYSOEEKI\nsJHQEUIIETYSOkIIIcJGQkcIIUTYSOgIIYQIGwkdIYQQYSOhI4QQImwkdIQQQoSNhI4QQoiwkdAR\nQggRNhI6QgghwkZCRwghRNhI6AghhAgbCR0hhBBhI6EjhBAibCR0hBBChI2EjhBCiLCR0BFCCBE2\npnA8iNvt5umnn8br9eLz+ZgyZQqLFi0K2kYpRUFBAfv27cNqtbJs2TJycnIAKCwspKCgAF3XmTlz\nJnfccQcAGzdupLCwkKysLB577DEAduzYQWNjI/PmzQtH1YQQQlyCsLR0zGYzTz/9NC+++CI///nP\nKSws5PDhw0Hb7Nu3j4qKCtauXcvSpUtZv349ALqus2HDBp566il+8Ytf8Mknn3Dy5ElaWlooKSlh\nzZo1mEwmSktLcbvdbN++ndmzZ4ejWkIIIS5RWEJH0zRsNhsAPp8Pn8+HpmlB23zxxRdMnz4dTdMY\nOXIkzc3N1NfXU1xcTFpaGqmpqZhMJqZOncru3bvRNA2fz4dSCpfLhdFo5N1332XOnDmYTGFpwAkh\nhLhEYXt31nWdH/7wh1RUVDB79mxGjBgRtL6uro6kpKTA/cTEROrq6qirqyMxMTFoeVFREVFRUUyc\nOJEVK1Ywfvx47HY7xcXF3H333Rcsx9atW9m6dSsAL7zwQtBjXgqTydTtfSON1CXyDJR6gNQlUvVV\nXcIWOgaDgRdffJHm5mbWrFlDaWkpw4YNu6xjLliwgAULFgCQn5/PokWL2LZtG/v37yczM5O77rqr\n0z55eXnk5eUF7tfU1HTrsZOSkrq9b6SRukSegVIP6F91UUrR6PJR1eylqtlNdbOXqmYPVc0eqps9\nYDCi6T7MRg2zQcNkNGA2gMlgwGzUMBn8ywPrO/weWN9hO9O56853nLZbo0G7eCVCdDmvS3p6ercf\nN+z9UNHR0YwbN47CwsKg0HE4HEFPQG1tLQ6HA5/PR21tbaflHZWUlKCUIj09nTfeeINVq1axbt06\nysvLGTx4cO9XSgjRL+hK0eD0Ud3sobLJHyTVbaHSHixOrwraJ8pkICXGTEq0iegoG82tTjw+hVdX\ntHp8nPEpPLr/vqf99w7LdHWewnSDQaNTYHUZbOcEmemc8DIbNO6cFI2954oWsrCEzpkzZzAajURH\nR+N2uzlw4ECghdJu8uTJbN68mWnTplFUVITdbichIYHY2FjKy8upqqrC4XCwc+dOli9fHrTvpk2b\nWLp0KT6fD13XAf95JJfLFY7qCSEihE9X1LW2tU6aOgdKdbMXzzkpMMhqJCXaxJBYCxMHR5MSbSYl\n2kxy2220xRA4B92d1oFPDw6i9sDyBEJKP29gBbY9774dt9Px6OD16bR6dc64LrSt4sYRaQyP7rGn\nPmRhCZ36+npeeeUVdF1HKcWNN97IpEmT2LJlCwCzZs1i4sSJ7N27l+XLl2OxWFi2bBkARqORJUuW\n8Oyzz6LrOjNmzCAjIyNw7M8//5ycnJxA6yczM5Mnn3ySzMxMsrKywlE9IUSYeHyKmpbOYVLV5KGq\n2UttiwffOS2LeJuRlGgz2Qk2pmScDZP2YIky9+54KmN7t1iEjW9KTIwP6kUKF00p1YONv/6nrKys\nW/v1p37qi5G6RJ6BUg+4tLq4vPo5gRLcaqlr9dLxDUsDHHYTqW0BkhxtJjXmbLAkR5uwGHsuVK7U\n1+Vc/eqcjhAimMenON7g4kidk+K6Vo7UOSlvKsKAOueEsgGT8exJ63P788/Xt3/Bvn+jIeR9e+Ik\ndovH1xYgwSfo238/7fQFbW/UIKktTK4ZHE1KtCmo6yvRbsZs7LmT66L3SegIEUYen+LEaRfFdU6K\na50U1zk53uDC23aeIcZiYLjDxu1jHLS2tnbZj9/eL9/k1Tv1+5/bh9+TDBqdTkYHj8jqPPLKZNDA\nWMWJumaqmz00ufWgY5oNWluAmLhhaEynri9HlKlHR2yJviehI0Qv8eptAVPrbGvFODlW7wqEQbTZ\nwPBEG/NHJ5DrsDHcYSM1xoymaT3SjaOUwqc45ySyHnyyuouRV12G3Dm/e9tPgPvAo+tBj9Hi1oOO\nGWX1h8fopKizrZQYf7DE2YwYNAmVK4mEjhA9wKcHt2CO1Dkp6RAwdrO/BTNvlD9gchNtpLUFTG/R\nNA1T2xDbqF57lIsbSOdBxOWT0OmGFo+PZrcXpVSvvmmIyOTTFSfPuP2tl9pWiutclNQ7cbcNm7KZ\nDOQ6rNw+Mp7cxChyHTbSBpnlE70QSOh0y8bCav50uAiD5v8EG20xBm6jzQaiLQaizUaiLQbsbbdn\n1/lv7W230l8d2Xy64lSjmyNt51+O1Dk5WufEFQgYjZwEG3NGxDO8rQWTPsgiASPEeUjodMONwwaR\nnRpPVX0jzW4fzR6dZrdOs9tHZZMnsKzFo1/0WDZTe0h1DqSgoLIYzgZbh1DryeGgVzpdKcrOuP1d\nZHVOjtQ6OVrvDHxD3WrUyHHYmJUbHDDywUGI0EnodMP41GhmhNBP7dMVrV5/GDW7/SF0NqQ63Lr1\nti47nXqnl5Nn3IF1FxuAZDZo2DuEUHBIBQdUdIdWl72tRRZlujJDS1eK8kZPW/eYvwVzpM6F0+v/\noGAx+lswM4fH+8/BOGwMiZWAEeJySej0IqNBI8ZiJMZi7Nb+SilcPhUIpnMDq8Wt09wWVoFbt4+a\nFm9gG/e5X88+h0GDKHMxVqOGzaRhNRmwBX4uft9mMgSWWU0aUR3umyLkDVpXiopGTyBcitu6yNpb\nohajRnaClVtzYttO8kcxVAJGiF4hoRPBNE0LvLEndnNmPo9PD+r+O7e11eTW0cwW6htbcHp1XF4d\np1fR5PZR2+L/3enVcXovHmDnMhkICiWbScNqNBBlbl/mv28zGbCZu7pvwGbsEHQdtjlfICilKG9s\nP8nf3oJx0twWMGaDRlaClZuzYslN9LdghsZZIyYghRjoJHQGOLPRQLzRQLzt/NuEOqRVVwqXV+Hy\n+icUbA+o9rDyL1Mdwqv9p8Myn+K004fT6wncd3Uj0MwGzR9CHULJZNA41VhMo8sL+IcKZ8VbuSkr\n1n8OxmFjWLwEjBB9SUJHhMygaUSZNaLMBuJ7+Ng+XeHy+QMqEFgefyh1FWKuLgLN7VPcOiKJodEw\n3GFjWJxVpkgRIsJI6IiIYDRo2A1G7ObLO458EVGIyHZlDl0SQgjRJyR0hBBChI2EjhBCiLCR0BFC\nCBE2EjpCCCHCRkJHCCFE2EjoCCGECBsJHSGEEGGjKaV69kLqQgghxHlIS6ebVq5c2ddF6DFSl8gz\nUOoBUpdI1Vd1kdARQggRNhI6Qgghwsb4k5/85Cd9XYj+Kicnp6+L0GOkLpFnoNQDpC6Rqi/qIgMJ\nhBBChI10rwkhhAgbCR0hhBBhI6EjhBBhNJDOaOi6fsn7SOgI0YWB9MbQnzU0NPR1EXrM4cOHAdC0\n/n8J9Z07dwJgMFx6hMjlqsOsoqKC1NTUAfGH99577xEdHY3VamXatGl9XZzL8j//8z8MGjQIk8lE\nXl5ev359Xn75ZYYPH87cuXP7uiiX5de//jU5OTnk5eX1dVEuW35+PiaTiaFDh2K32/u6OJdlw4YN\n/O1vf8Nms3Httdde8v7S0gmjn//85/z0pz/l8OHD3WqWRpJXXnmFr776ipqaGvbs2cOOHTv6ukjd\nlp+fz5EjRzCZTOzZs4fS0tLAuv7W4mlqauLEiRO88847/OUvf+nr4nRbfn4+TU1NXQZOf/vfef/9\n96mvr+fhhx/uFDj97e9r/fr11NbWctttt3H8+PFuHUNaOmFy8OBBrFYrt9xyC++88w7z589n5MiR\n3Wqe9rWtW7fS3NwcmEZj8+bNnDp1qo9L1T0ffvghTqczUJeDBw9SUVFBU1MTY8eORdM0lFL9puUT\nExPDjBkzcLvd/O///i8+n49bb70Vt9uNxWLp6+KF5G9/+xtff/01Tz75JAD79u1DKYXL5eLGG2/E\nYDD0q9ekpaWFKVOmAPDRRx/R2NhIXV0dDz74IAaDAV3X+8X7wO9//3vOnDnDihUrqKqqYtWqVeTm\n5jJ+/PhLOo58OTRMTCYTo0ePZsqUKdTW1rJjxw5SUlKIj48P+oPrD/9MSimys7NJSUkB/H3UH330\nEVOmTMFk6l+fY2w2G9OnT8dkMvHxxx+zfft2YmJi2L9/P3v37uX666+P+Nejnc/nw2AwsH//fgYP\nHsz8+fNZv349f/nLX6ivr+eqq67q6yKGxOfzoes6jY2N7Nixg507d+LxeDhw4ACHDh1i8uTJ/eY1\nAThz5gz19fU0Nzfz3nvvMW3aNPbu3cuuXbv4zne+02/qYrPZmDdvHgDR0dEYDAZOnDjBmDFjgNDP\nVbftZJ0AAA9nSURBVEV+vPZzNTU1uN1uHA4HgwcPBmD+/PmMGzeOP/zhD4EWQnv3VCT/AVZXV+N2\nuxk+fHjQG5jdbkcphc1mA2Dv3r19VcSQtddlyJAh2Gw2vF4vPp+P//f//h/3338/Dz30EE1NTVRX\nV/d1US+q/W/MaDQCcN1113Hs2DHS0tLIyMigrKyMhISEPi7lxbW/JtnZ2dx0002UlZVRUlLCD3/4\nQx566CEeeeQRzpw5Q01NTV8X9aLaXxOA5ORk9uzZw549e1i4cCETJkxg1apVtLa2UlhY2Mclvbj2\n1yU3Nxc4272ZkZHBoUOHaGpqCrQ+Q9G/Ppb2M+vWrePMmTO0tLRw9913c/XVV+P1ejGZTMyfPx+b\nzcYbb7xBfX09w4YNY/r06X1d5PPqqi7t3QLR0dHEx8cD8NJLL5GcnNytE4zhcm5dxo8fj8lkYubM\nmYHQt9vtgSCKZO11aW1t5a677uLqq6/GYrFw/PhxXnrpJZxOJ0899RTPP/88gwcP5uqrr+7rInep\nvR7Nzc0sXLiQq6++mjlz5mAwGBg0aBAAUVFReDwevF5vH5f2wrr6X5k5cyZvvvkmCQkJjBo1iujo\naKKiojCbzX1d3Avq6u+r3TXXXMOuXbt4/fXXeeyxx0LuIpSWTi/Jz8+ntbWVlStXMnnyZN577z08\nHg8mkynwSWHWrFkcPnyYjIwMHn30USAyTyyery7tf2Qmk4mKigqeeuoprFYrixcv7uMSn19XdWl/\nE2sPHF3X+fWvf01ycjJpaWl9WdwL6liXSZMmBV6X9hbO6dOnWbFiBaNHj+b555+P2MDpWI/rrruO\nd999F4/Hw9ChQwO9AwCvvvpqv3pNJk+ezDvvvIPH42H69Oncd999lJaW8sc//pHnnnuO6Ohoxo0b\n19dFPq/z/X21n4cCuP3223G73VRWVoZ8XDmn0wuam5spLS3lzjvvxG63M2rUKD799FMcDgcpKSlo\nmoau6+zZswdN01i2bBlARJ5QvFhdlFIopXj//fcZO3YsS5cuBfx1ibSuwovVBfwnff/zP/8Ti8XC\n97//fSAyz7Odry4JCQmkpqaSm5vLzJkzMZlMeL1e4uLigMh7XUL5X3G73WzYsAGj0djvXpPPPvuM\n+Ph4UlNTycjIICsri4yMDBwOB3fffTcQea8JhPa6AFgslv/f3v3HVFX/Dxx/Xu7lXi7gBfmhYFYU\nJEJGoqygxIkra8LcZGutrU2Gc7WWra2t/1rZWv3hfy5cxE/Rhc2NlW1lFmY5JEY6oSFTLj8S5HqT\nH8kP5Qr3ns8fjPsFP/n5onLufXN4Pf5xAted531fed/z474PPp/vni4mkMNrC6y+vp62tjaKiopw\nOBz+w2kmk4nBwcE5P5uRkUFWVhag5oQznxaTyYTNZmPv3r2kpqYCi7cFpg+r7dy5k9WrVwOLt8Vu\nt/u/PvviDpVa5jsmVquVgoICVq1aBSy+MRkeHvb/XFxcHKGhoTzyyCPA9OS5mFpmj4vH48Fut5OX\nlwfM/42AWrUGsHnzZuLi4nC5XMD//SdfuXIldrsdgKqqKrq6uuZcwqraCw/m11JZWYnT6VR6woF7\na5mZcFT8hQD/u2XmcyBVVVX09PQEaxPn5V7GZGbCWYxjMvv//Z2fbVFtDwfm11JdXU1vb++cx8nV\na0GiaRrR0dH+AZkZsOjoaPr7+ykpKWF0dNR/JYjK5tMyNjY2p0XFXwhwfy0q/kIA47zGZEzUNJ+W\nkZGR+25R8zfEIvP7779z8eJFhoaGsFqtbNiwgVOnTnHu3Dn/z3i9Xmpra4mKiuKdd94B1LxoQFqk\nRU9G6QBpgftrkQsJHlBZWRnnz59nZGSE9vZ2nnrqKaKiokhISKC5uZmkpCTsdjtmsxmr1cquXbsA\nNQ9DSYu06MkoHSAtcP8tatUvMqdPn2ZwcJB9+/bxwgsvYLVa0TSN0dFRnnzySSIjI/2r5CYlJVFc\nXAyo+cKTFmnRk1E6QFrgwVrUegYWGU3T/Cc4L1y4QENDAxUVFezfv5+BgQGSk5P56quv/mvdK9Ve\neCAtIC16MkoHSAs8WIscXrsPM9fVR0REUFNTQ3d3N7/88gufffYZ2dnZjI6O0tjYyM6dO+nu7qav\nr4+1a9cGe7P/lbRIi56M0gHSslAt8jmde1RXV8fY2Bhr167lmWee4cCBAwwMDLB8+XL/BwwzMjK4\ndu0aAC+++CKRkZHB3OS7khZp0ZNROkBaFrJFvf09hZWXl3Px4kWSkpI4deoUR48epauri7i4OC5d\nusTx48eB6ftn2Gw2AFatWoXD4QjmZv8raZEWPRmlA6RloVvk8No9OHPmDEVFRaSnp5OUlER/fz9/\n/fUXCQkJZGRkUFNTQ1tbGzabjTfffBNQc7kOkBZp0ZdROkBaFrrFpKl40bhivv32W3Jzc/n5558Z\nGhqiqKiIsLAwXC4Xp0+fZtmyZRQUFHDz5k0mJyfnrHOl2slDaZEWPRmlA6QF9GlR65lRlMlk8t/Q\nKywsjIaGBm7fvk1iYiJZWVmcOHECt9tNeHi4f7BUXa5DWqRFT0bpAGnRq0W9Z0chMzuBjz/+ONev\nXychIYH09HSuXLlCfX09Xq+XJ554goceeojJyck5j1Vt11papkmLPozSAdIyQ68WOadzF7du3cLn\n82GxWFixYgVnz57l0qVL5Ofn4/V66ejo4NixY/zxxx+YTCa2b98e7E2+K2lRk1FajNIB0hIIck7n\nX1RWVjIwMMCKFSvYtGkTKSkpaJpGWVkZzz//vP/GSy0tLZhMJv/NsVQ8eSgt0qIno3SAtEBgWuTw\n2h3KysoYHh6msLCQyclJJiYmgOldzbS0tDnLeT/99NP+wVLxRkzSIi16MkoHSAsErkUOr80yMTFB\nc3Mzb7zxBitXruTcuXO0tbXhdrvxeDysW7eOr7/+mqioqDm30QX1juVKyzRp0YdROkBaZgSqRSad\nWSwWC2fPnqWuro6///6bpqYmCgoK8Pl8/Prrr6SlpZGWlsaPP/5ISkoKERERwd7ku5IWNRmlxSgd\nIC2BJpMO0yfcQkNDAcjOzsZqtXLz5k127NhBVlYWDz/8ML29vYSFhZGenu6/sdTsBfBUIS3Soiej\ndIC0BKtlyZ/TKS8v5/DhwwwMDPi/tnXrVhwOB2fOnAHAZrPR29vLP//8g9lsJi8vT8l3O9IiLXoy\nSgdISzBblvTVa3V1dfz0009s2bIFj8fD9u3biYuLA2BkZISKigqGh4cJDw8nMjKSt99+O8hbfHfS\noiajtBilA6Ql2Jb0pNPT08PU1BRms5nGxkYmJyfJz8/3D5rH46GpqYnQ0FBycnIANS+PBGmRFn0Z\npQOkJdgtS3bSmXniZ/50Op00Nzfj8Xh45ZVXiIiIYGJigrCwMP9jVFxTCaRFWvRllA6QFhValtyF\nBNXV1bS0tOB0OomNjfXfJyImJgar1cqNGzdobW3lyJEjhISEkJKS4n+sau90pGWatOjDKB0gLTNU\naFFv+tZRdXU1breb9evX4/P5+Pjjj+d8UCo1NZXMzEwaGhpYvXo1L7/8chC39n+TFjUZpcUoHSAt\nqllSezqtra3k5OSQmZnpXwaitLSUDRs2+G9SVFVVhcPh4L333gPU/MQxSIu06MsoHSAtqrUsiUln\nZGQEm81GZ2cnAwMD/sFas2YNFouF48ePs3HjRmw2GykpKWzbtg1Q4/jnnaRFWvRklA6QFlCzxRLs\nDdBbeXk5w8PDREdHs379empqarBYLBQWFuLz+XjppZfo6+tjfHwch8NBfHw8oOZgSYu06MkoHSAt\noGYLGPyczpdffsmNGzd466238Pl8OJ1O9u3bx8mTJ/nmm2/w+XyYzWauXLmC2+2e81jVBktapkmL\nPozSAdIyQ7WWGYY9vOZyuWhtbWXPnj1ERkaSmZnJkSNH2Lp1Kzk5OXz//fc4nU7q6upITExkx44d\nwd7ku5IWNRmlxSgdIC2LgmZQPp9Pc7vdms/n027fvq1pmqZ9+OGHWktLi6ZpmjY2NqZdvXpV+/PP\nP/2P8Xq9QdnW/4+0SIuejNKhadKiastsau5/LQCTyUR8fDwmkwmLZfrUVXx8PHa7HYATJ04QEhLC\nunXrAHWPf4K0SIu+jNIB0qJqy2yGvpDgzssEw8PDcblcnDx5Ep/PR0JCgv97qg+WtKjJKC1G6QBp\nUd3i2MoHpM1a6ae0tJSoqCj27t37X99bDKRFTUZpMUoHSIuqDL2nM2PmHUBycjLj4+O8/vrrwOLZ\nHZ1NWtRklBajdIC0qGpJLfjp9Xoxm83A4hys2aRFTUZpMUoHSItqltSkM0NTdJny+yEtajJKi1E6\nQFpUsSQnHSGEEMGx+PbNhBBCLFoy6QghhAgYmXSEEEIEjEw6QgRBSUkJR48eDfZmCBFwMukIobCP\nPvqI+vr6YG+GEAtGJh0hhBABsyRWJBAi2Lq7u/niiy9wuVxkZmb6P2MxNjbG559/TkdHBz6fj9TU\nVPbs2UNsbCy1tbW0t7fT0dFBdXU1W7ZsYffu3Vy9epXKykq6urpwOBy8+uqrPPfcc0EuFGJ+ZE9H\nCJ1NTU2xf/9+cnNzqaysJCcnh6amJmD6Q35btmzh4MGDHDx4EKvVSkVFBQCvvfYaaWlpFBcXc/jw\nYXbv3s3ExASffPIJmzZtory8nHfffZeKigr6+vqCmSjEvMmkI4TOLl++jNfrJT8/H4vFQnZ2NsnJ\nyQAsW7aM7OxsbDYbdrudwsJC2tvb7/pvnT9/nvj4ePLy8jCbzTz22GM8++yzNDY2BipHiAcih9eE\n0Nnw8DAxMTFzli2Ji4sDwOPxcOjQIS5cuMD4+DgAt27duuu6WtevX6ejo4OioiL/17xeL5s3b9Y3\nQogFIpOOEDpbvnw5Q0NDc9bLGhwcJCEhge+++47+/n4+/fRToqOj6enp4f333/cvV3/n+lqxsbGk\np6fzwQcfBLxDiIUgh9eE0NmaNWsICQnhhx9+YGpqiqamJpxOJwATExNYrVbCw8MZGxvj2LFjcx4b\nFRWF2+32/33jxo24XC5+++03pqammJqawul0yjkdsWjIgp9CBEBnZyelpaVcu3aNzMxMABITE9m2\nbRsHDhygs7OTmJgYCgoKKCsro7a2FrPZzOXLlykpKWFkZITc3FyKi4vp7+/n0KFDOJ1ONE3j0Ucf\nZdeuXSQlJQU3Uoh5kElHCCFEwMjhNSGEEAEjk44QQoiAkUlHCCFEwMikI4QQImBk0hFCCBEwMukI\nIYQIGJl0hBBCBIxMOkIIIQLmPw3J2e1qpAINAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x11763a6d8>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df3,\"1.3 Activate Uid Ctr\",\"date\",\"Percentage\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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g4eGBBQsWmCIck+rr5Yhl4wPwr4M38PaBa3gvJhDuYjtzh2X1LLE0R3tMCZNi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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x117b10d30>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_nums(df4,\"1.4 Activate Uid Ave Imp Times\",\"date\",\"times\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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cxMSOPoyO8qyxfW9qilAPAy5OGg6l5EqjUwrSp1OH6d69u32bgYyMDHbt2kWH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\nyv/Ry3MAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x117b6bb70>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df5,\"1.5 Click Answer Uid Percentage\",\"date\",\"Percentage\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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c1q9fD57nMWvWLHTq1AmVlZWIi4vDggULIBKxN/W2wslFjO695Th3Uovrl2vQ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\nEEJ4hf8PbXfVPsc+8rMAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x117bbfe80>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df6,\"1.6 Click Question Uid Percentage\",\"date\",\"Percentage\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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ZtIZ17rBwh4bWvExLy032da4snn1dyj0M3W9855adDkV1tTucaipdnqCqrnJR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\nAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x117e01320>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df7,\"1.7 Click Diary Uid Percentage\",\"date\",\"Percentage\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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Yqicw2MCAGA9CIwz4mG+c/qCrcX1+u4W4ARhNjhnDI6KM7M6oZvvmCrrFmIjp\nXUFZWe25C/u5C7xS2J2vHRd8pRwBAOW4mfL8tkvv37BdKRrto5znsjfa7lzXaHvD8eyNzte8sy16\nHxoCFdr511qjANZ4n4b1rvsCaC7L54/ZdD0aaBfsz2XOW2/L4+SJSudUPSFh56bqCTdgcuOpetyN\nBCQh3FxQqJG4uw18u7eGo4esfHck/6qOo+kcF0+d5phWynnB1YGu4UKrO3/h1elotE5DZ+D8Ok13\nLl3DPuePpzu3//ljOWaraHw+TdMwm32oqKgE1ShY4vgX1SjoOZcbBceG9TRd77IvjvWu6Rsdv3Hg\ndB5PNbNvo+PjeiylFJ5edm7q7ugPsgRfP1P1uBsJSEJcBwwGxwMPu/f2wMfbj7KyMxcPII0ChK5R\nAHA3QUH+FBV13NNJW5PcRN46JCAJcR3x9tFhCfJAadIXITofadwUQgjhFtqlhrR48WIyMzPx8/Nj\nwYIFzvXr1q3j008/RafTMXz4cJKSkpqkzcrKYvny5djtduLj40lMTASgoqKClJQUCgsLCQ4O5rnn\nnsNsNnPw4EGWLl2KwWDgmWeeITw8nMrKSlJSUpg9ezY6ncRgIYRwR+1ydR47diyzZ892Wbdv3z52\n7tzJq6++yp///Gd++MMfNklnt9tZtmwZs2fPJiUlha1bt3Ly5EkAUlNTGTRoEG+88QaDBg0iNTUV\ngLVr15KcnMz06dPZsGEDACtXrmTSpEkSjIQQwo21yxW6f//+mM1ml3WfffYZP/rRjzAaHY8+8PPz\na5IuJyeHsLAwQkNDMRgMjBkzhoyMDAAyMjKIi4sDIC4uzrler9djtVqxWq3o9Xry8/MpLi5mwIAB\nbVlEIYQQ16jDBjXk5eVx8OBBPvjgA4xGIz/72c/o2bOnyz4lJSVYLBbnssVi4fDhwwCUlZUREBAA\ngL+/P2VlZQBMmjSJRYsWYTKZmDVrFitWrGDy5MmXzU9aWhppaWkAvPzyywQFBV112QwGwzWldxed\npRwgZXFHnaUcIGVptXN3yFlxNMdVVFQwb948jhw5QkpKCm+++eZVDU913KzmSBcdHc28efMAyM7O\nxt/fH6UUKSkp6PV6pk6dir+/f5NjJCQkkJCQ4Fy+liGcnWUIaGcpB0hZ3FFnKQdIWRpERERc07k7\nrFMlMDCQUaNGoWkaPXv2RKfTUV5e3mSf4uJi53JxcTGBgYGAo4mvtLQUgNLSUnx9fV3SKqVYtWoV\nDzzwAB8uwqYfAAAgAElEQVR//DFJSUkkJCSwbt26Ni6ZEEKIq9FhAWnkyJHs378fgNzcXGw2G126\ndHHZJyYmhry8PAoKCrDZbGzbto3Y2FgAYmNjSU9PByA9PZ2RI0e6pE1PT2fYsGGYzWasVquzFmW1\nWtuhdEIIIa5UuzTZLVy4kOzsbMrLy5k5cyYPPvgg48ePZ/HixTz//PMYDAaeeuopNE2jpKSEJUuW\nkJycjF6vZ8aMGcybNw+73c64ceOIiooCIDExkZSUFDZt2uQc9t3AarWSnp7OnDlzAJgwYQLz5893\nDgUXQgjhfjSlGmZnEo3l5uZeddrO0p7cWcoBUhZ31FnKAVKWBtdtH5IQQgjRmAQkIYQQbkECkhBC\nCLcgAUkIIYRbkIAkhBDCLUhAEkII4RYkIAkhhHALEpCEEEK4BQlIQggh3IIEJCGEEG5BApIQQgi3\nIAFJCCGEW5CAJIQQwi1IQBJCCOEWJCAJIYRwCxKQhBBCuAUJSEIIIdxCuzzCfPHixWRmZuLn58eC\nBQsA+Oc//8nGjRvx9fUFYMqUKQwfPrxJ2qysLJYvX47dbic+Pp7ExEQAKioqSElJobCw0PkIc7PZ\nzMGDB1m6dKnzceXh4eFUVlaSkpLC7Nmz0ekkBgshhDtql4A0duxY7r77bhYtWuSy/r777mPixIkX\nTWe321m2bBlz587FYrGQnJxMbGwskZGRpKamMmjQIBITE0lNTSU1NZWkpCTWrl1LcnIyhYWFbNiw\ngalTp7Jy5UomTZokwUgIIdxYu1yh+/fvj9lsvuJ0OTk5hIWFERoaisFgYMyYMWRkZACQkZFBXFwc\nAHFxcc71er0eq9WK1WpFr9eTn59PcXExAwYMaL0CCSGEaHXtUkO6mPXr17NlyxZ69OjB1KlTmwSt\nkpISLBaLc9lisXD48GEAysrKCAgIAMDf35+ysjIAJk2axKJFizCZTMyaNYsVK1YwefLky+YlLS2N\ntLQ0AF5++WWCgoKuulwGg+Ga0ruLzlIOkLK4o85SDpCytNq5O+SswJ133skDDzwAwIcffsh7773H\nk08+eVXH0jQNTdMAiI6OZt68eQBkZ2fj7++PUoqUlBT0ej1Tp07F39+/yTESEhJISEhwLhcVFV1V\nXgCCgoKuKb276CzlACmLO+os5QApS4OIiIhrOneHdar4+/uj0+nQ6XTEx8dz5MiRJvsEBgZSXFzs\nXC4uLiYwMBAAPz8/SktLASgtLXUOjmiglGLVqlU88MADfPzxxyQlJZGQkMC6devasFRCCCGu1hUF\npFOnTvHxxx+zdOlS5/J33313VSduCCYAO3bsICoqqsk+MTEx5OXlUVBQgM1mY9u2bcTGxgIQGxtL\neno6AOnp6YwcOdIlbXp6OsOGDcNsNmO1Wp21KKvVelX5FUII0bZa3GS3fft2li1bxqhRo9i6dSuP\nPvooNTU1/P3vf+e3v/3tJdMuXLiQ7OxsysvLmTlzJg8++CD79+/n+PHjaJpGcHAwjz/+OODoN1qy\nZAnJycno9XpmzJjBvHnzsNvtjBs3zhm4EhMTSUlJYdOmTc5h3w2sVivp6enMmTMHgAkTJjB//nzn\nUHAhhBDuR1NKqZbs+Nxzz/HMM88QHR3NI488wvLly7HZbPziF79g2bJlbZ3Pdpebm3vVaTtLe3Jn\nKQdIWdxRZykHSFkatFsfUllZGd26dXNZ13gwgRBCCHEtWhyQevTowZYtW1zWbd26lZ49e7Z6poQQ\nQtx4WtyH9Mgjj/Diiy+yadMmrFYr8+bNIzc3l7lz57Zl/oQQQtwgWhyQunbtysKFC9m1axcjRozA\nYrEwYsQIPD092zJ/QgghbhBXdGOsh4cHY8aMaau8CCGEuIG1OCD993//d7MDGAwGAxaLhVGjRjnv\nERJCCCGuVIsHNfTv35+CggL69evH7bffTr9+/SgsLCQmJgY/Pz/eeust1qxZ05Z5FUII0Ym1uIa0\nZ88e5syZQ2RkpHPd7bffzqJFi3jppZcYPXo0r7/+Oj/60Y/aJKNCXA114ijq8/9QptehBoyAAcPR\njMaOzpYQohktDkinTp0iNDTUZV1wcLDzBtKePXty5syZ1s2dEFdB2ethdwb2tH/BoX1g8sBqMqE+\nXw9e3mhDR6PF3gb9h6IZJDgJ4S5aHJD69evH4sWLeeihhwgMDKSkpIR//vOf9O3bF4ATJ044Hwch\nREdQVZWoLzegNv8bik6DJQTtgUfQbvsBQV0jKfpyIyrjS9Q3X6G2bwZvH7ShN6ONvA36DkEzdOjT\nWIS44bV46qCKigqWLl3K119/jd1uR6/XM2rUKGbMmIGvry+5ublUV1cTExPT1nluFzJ10PVTDnU6\nF7XxE9S2TWCthl790cVPhKGj0fR6wLUsylYH2VmonV+isr6G6irw6YI27GZHzanvYGc6d3S9fC6X\n01nKAVKWBtc6dVCLfxKazWaeffZZ7HY7Z8+exdfX1+WR4NeaESGuhFIKDmRhT/sE9u0CnR5t1O1o\n8RPRul36R5FmMMLgkWiDR6LqamH/N47glPEl6ssNYO6CNnyMIzj1HujWwUmIzuSK2yisViu1tbUU\nFhY6113YtyREW1FWK+rrzaiNayH3BHTxQ5vwEFrcPWh+V95krBlNjprU0NGoWqsjOGV8gfo6HbXl\nU8fxh9+CNvJ26NUfTSfBSYi20uKAdPLkSd54441mn3/04YcftmqmhLiQKilCff5v1JbPoLIcorqj\nPfIM2sg7Wm3UnGbygGE3ow27GWW1wr5djprT9s2o9PXg64824lzNqWd/NF2HPd9SiE6pxQFp6dKl\nDBgwgN/97nfMmjWLRYsW8fe//53evXu3Zf7EDU4dOejoH9q1FRQwbDS6+B9CrwFtOtO85uEBI8ag\njRiDstag9ux0BKcv01Cb/wN+gWixt6LF3go9+kpwEqIVtDggfffdd8ydOxeDwYBSCm9vb5KSknj+\n+ee544472jKP4gajbHWoXdtQGz+BY4fAywctYSLauPvQgtq/eVjz8HSMxBt5G6qmGrUnwxGc0tc7\n8hgQhDaiITj1kUeyCHGVWhyQjEYj9fX1GAwGunTpQlFRET4+PlRUVLRl/sQNRJWfRW1Zj/r8P3Cm\nBEK7ov30F2i3jEfz9Oro7AGgeXqhjboDRt2Bqq5C7d7hCE6f/xuVtgYCg8/VnG6H6J4SnIS4Ai0O\nSH379mX79u2MHTuWm2++mZdeegmj0ciAAQMum3bx4sVkZmbi5+fHggULXLZ98sknrFixgqVLl+Lr\n69skbVZWFsuXL8dutxMfH09iYiLgGIaekpJCYWGh8xHmZrOZgwcPsnTpUufjysPDw6msrCQlJYXZ\ns2e7jAwU7kGdPO5olvs6Hepqof8wdFNnOWZVcOPPS/PyRrt5LNw81nEPVNbXjuC0cS3qs1THfVCx\ntzlqVzfFSHAS4jJaHJB++ctfOl9PmTKFqKgoampqiIuLu2zasWPHcvfdd7No0SKX9UVFRezZs4eg\noKBm09ntdpYtW8bcuXOxWCwkJycTGxtLZGQkqampDBo0iMTERFJTU0lNTSUpKYm1a9eSnJxMYWEh\nGzZsYOrUqaxcuZJJkyZJMHIjym6HvTsdsykc3AMmk6MmFD8BLeKmjs7eFdO8fdDGjIcx41GVFeeC\n0xeotDWoT1dBcNj5mlNUdwlOQjSjxVfof/3rX+cT6XTccccd3HnnnWzYsOGyafv374/ZbG6y/t13\n3+Xhhx++6P+cOTk5hIWFERoaisFgYMyYMWRkZACQkZHhDIZxcXHO9Xq9HqvVitVqRa/Xk5+fT3Fx\ncYtqcqLtqeoq7Gn/wj53JvY3X4TTuWj3T0P3ynJ0P3vyugxGF9J8zOhujUf/zO/RvfYu2tRZEByO\n+nQ19j8+i33uE9hXv486eYwW3pcuxA2hxTWklStXMnHixGbXT5gw4YpPnJGRQWBgINHR0Rfdp6Sk\nBIvF4ly2WCwcPnwYgLKyMudURf7+/pSVlQEwadIkFi1ahMlkYtasWaxYsYLJkydfNj9paWmkpaUB\n8PLLL1+01tYSBoPhmtK7i9Yshy3vJNX/+ZjqjWtR1VUY+w7Ce9pTeIyOa5cpezrsMwkKgugeMOmn\n2M+eoearz7Fu3UTt+o9R//kn+q7d8Lw1Hs9bx2O4qUeLDinfL/fjbmVRdrtjAE5lOfbKikb/nntd\nVdl03bl/K0aMIeixX17+JG3gsleCffv2AY7ms4bXDU6fPo2X15V3NlutVlavXt1qjz/XNM1Zy4qO\njmbevHkAZGdn4+/vj1KKlJQU9Ho9U6dOxd/fv8kxEhISSEhIcC5fyzQgnWUakWsth1IKDu7BvvET\n2JMBOh1a7G3o4idi796LCqCinSbkdZvPZPhtMPw2dGfPoDK3U7/zSyo/Wk7lP9+B8KhzfU63o4VH\nXvQQblOWa9RZygGtXxZlt0NNlWNaq6pKx191BarhdVUlVDv+VQ2vqxtvqwJlv/RJPLzA28fx5+Xt\nmD4rOAzdTT3cd+qgt956C4Da2lrna3AEAX9/f2bMmHHFJz19+jQFBQX8+te/BqC4uJgXXniB+fPn\nuwSLwMBAiouLncvFxcUEBgYC4OfnR2lpKQEBAZSWljYZEKGUYtWqVTz77LO88847JCUlUVhYyLp1\n65gyZcoV51m0nKq1OmY62PgJnPoOzL5o9/4Ebew9aP6Wyx/gBqD5+qONvQfG3oMqK0VlbnMMiFj7\nAeqTf0DXbo7gFHsbWljXjs6uuELKXg/V1VBV4RIo1IWBo2HdBUGGmiq4XHOu57mA4nUuqAQEOZq8\nG5bPbdO8zS7LePuAp/dFWya8g4Ko6qAfCpcNSA0DEd58801mzZrVKie96aabWLp0qXP5qaeeYv78\n+U2CSkxMDHl5eRQUFBAYGMi2bdt4+umnAYiNjSU9PZ3ExETS09MZOXKkS9r09HSGDRuG2WzGarU6\na1FWq7VVyiCaUmeKUZvXobash4qzjovqtP9CG3WHYxYE0SzNLwBt3H0w7j7He7jrXHBa8zfUmr85\nBkHE3uYYFBEic0a2B1Vf7wgKzsDhCCzqwsBxLqCU1NVSf/bM+W3VVZc/iZe3a/CwBKN5R4O32WWb\n5gwkjQKLp3ennGOxxbN9N2a3u1YFLzd6beHChWRnZ1NeXo6fnx8PPvgg48ePd25vHJBKSkpYsmQJ\nycnJAGRmZvLuu+9it9sZN24c999/PwDl5eWkpKRQVFTkMuwbHE2CL7/8MnPmzMFgMHDgwAGXoeAt\nqVbKbN8tL4c6dgiV9glq15dgt8OQUY7ZFPoMcpvRZNfjZ6JKilCZW1E7t8KRg46VN/XA46Ye1KKB\nyQM8PBz/mjzBwxNMHo5ZJkye57Z7nt+v4bXB6BafS1t+JspmcwSFC2ok6oIaS7NBproSaqovfxKv\n87UOo68fdSYPtAtqJ3j7NLPODF5ebjsvYkfO9t3igHT06FGWLVvGiRMnqK2tddnWGeeyk4B06XIo\nmw31zXZHs9yRg+DphXbbDxyzKYSEt3NOL+96/0xUcQFq11bUN1+jryynvroSrFaotUK97coOpuma\nBqlGwUvz8ASTySXINQ58WnNBztRondHUooB36e9XXZP+E0dtpJl1F9RYqK4Ea81l3gPNERy8vM8F\nC/O55q0LmracNRRzo319HN/3RgHlev9+NXZdPH5i0aJFjBgxgieeeAIPD2l+uVGpirOoLz5zzOdW\nWuS4v2byY2hj4tG8vDs6e52WZglBu3MS3DmpyQVD2WyOwFRbcz5IWWuc69SF66zn9j23TjVeV1Xh\n2L9RemyuAe+yv2A17XyQawh0jQJfQ0A7a+6C/UzpuT6UCtdaSu1lmtY1XdN+kbCujtpIkz6Uxsvn\nmr08PN36pusbVYsDUlFREVOmTHGLqr5of+rUCdSmT1BfbYbaWug3BN3DM2HQCLdterhRaAYDGAyO\nC21z26/x+Kq+vkmQaxz4lHNb7bltjQOfFdV4XVmpY//aGqz19SiTx/m+Eb/A5msoF9ZOvH3Aw0uu\nRZ1QiwPSyJEj2b17N0OHDm3L/Ag3oux21J4Mx7Dt7CxHU8zNY9HGT0CLjO7o7Il2oun15zrZm68B\nX21Y6EzNXKJ1tDgg1dXV8dprr9G3b98m9/G01ug70fFUTRXkHEQd2kfx7h3Yc0+AfyBaYhLaHXej\ndWk636AQQrSGFgekyMhIIiMvfrOeuD6pynI4nI06vB/17T74/qhjpJxej67PQOz3/sTxaIV2mE1B\nCHFja/FV5ic/+Ulb5kO0E3W2FA7tRx3ajzq833HjqlJgMEKP3o4bWHsNgB59CIyMkiYVIUS7uaKf\nvXv27GHr1q2UlZXxm9/8hiNHjlBdXc3AgQPbKn/iGqmSQtSh/XBonyMA5Z9ybPDwhJi+jtpP74HQ\nvRea0dSxmRVC3NBaHJDWrVvHf/7zH+Lj4/nqq68AMJlMLF++nBdffLHNMihaTikFhXnnAtB+1KF9\nUFzg2OjlA736O+4V6jXA8XweaYYTQriRFl+R/vOf//Db3/6WkJAQ1qxZA0DXrl2v6QZScW2UUpD3\nvWsN6EyJY6PZF3oPcDz6u/dAiOwmw7OFEG6txQGpurq6yfTqNpsNg/zKbjfKXg8nj5/v/zm03zFn\nHDhGwvUeCL0GoPUe4Jg5Wu7TEEJcR1ocTfr160dqaqpzLjlwNOPJg+/ajrLZ4MQR1KF9jlpQzgHH\nnewAQaFog2Khz0BHE1xwmAQgIcR1rcUBacaMGfzpT39i48aN1NTU8Mwzz+Dl5cVvfvObtszfDUXV\n1cKxQ44a0KF9jjniGqZQCYtEG3mbswakBQZ3bGaFEKKVtTggBQQEMH/+fI4cOUJhYSEWi4WePXte\ndqZvcXHKWgNHDpxvgjt6CGx1jrnAunZzDEDoPcAxGME3oKOzK4QQbarFAen48eOYzWZ69uxJz549\nAcf8dhUVFZd8DLk4T1VVQM6B801wJ45AfT3odI5Rb+Pvc/QD9eyH5tOlo7MrhBDtqsUB6S9/+Qv/\n7//9P5d1NpuNN998k9dee63VM9YZqPIyOLz/fBPcyeOOm1D1Bsd9P3fd7+j/6dkXzVNmyhZC3Niu\naLbv0NBQl3VhYWEUFha2eqauV6qqArV3F2e/P0r9np2Q971jg8kEPfqiTZiM1mcgdO8tT1AVQogL\ntDggBQYGcvToUXr06OFcd/ToUQICpG/D6XQuaukCary8IaYf2i3jHDWg6J5oBmNH504IIdxaiwPS\nfffdx6uvvsrEiRMJDQ3l9OnTfPLJJy7DwC9m8eLFZGZm4ufnx4IFCwD44IMP2LlzJ5qm4efnx5NP\nPklgYGCTtFlZWSxfvhy73U58fDyJiYkAVFRUkJKSQmFhocsjzA8ePOjyuPLw8HAqKytJSUlh9uzZ\nbTsII6oHurl/JmhoLMWlZ9ruPEII0Qm1OCAlJCTg4+PDpk2bKC4uxmKxMHXqVG6++ebLph07dix3\n3303ixYtcq6bOHEikydPBhyzQHz88cc8/vjjLunsdjvLli1j7ty5WCwWkpOTiY2NJTIyktTUVAYN\nGkRiYiKpqamkpqaSlJTE2rVrSU5OprCwkA0bNjB16lRWrlzJpEmT2nxEoGYwQLeeaHq5WVgIIa5U\ni66cdrudjz76iPvvv59bbrnlik/Sv39/CgoKXNZ5e5/vxLdarc3e1JmTk0NYWJiz72rMmDFkZGQQ\nGRlJRkYGv//97wGIi4vj97//PUlJSej1eqxWK1arFb1eT35+PsXFxXIDrxBCuLkWVRl0Oh2fffYZ\nen3rzoX2j3/8gyeeeIIvv/yShx56qMn2kpISLBaLc9lisVBS4pirrayszNl/5e/vT1lZGQCTJk1i\n0aJFpKamcvfdd/PBBx84a2JCCCHcV4vblu644w42bNjAXXfd1WonnzJlClOmTGH16tWsX7+eBx98\n8KqOo2mas4YVHR3NvHnzAMjOzsbf3x+lFCkpKej1eqZOndrkibcAaWlppKWlAfDyyy83mbfvShgM\nhmtK7y46SzlAyuKOOks5QMrSaudu6Y45OTmsX7+ef/3rX1gsFpcmtj/84Q/XlInbb7+d+fPnNwlI\ngYGBFBcXO5eLi4udAx/8/PwoLS0lICCA0tJSfH1dH62tlGLVqlU8++yzvPPOOyQlJVFYWMi6deuY\nMmVKkzwkJCSQkJDgXL6WB9MFBQV1igfbdZZygJTFHXWWcoCUpUFERMQ1nbvFASk+Pp74+PhrOllj\neXl5hIeHA5CRkdFsQWJiYsjLy6OgoIDAwEC2bdvG008/DUBsbCzp6ekkJiaSnp7OyJEjXdKmp6cz\nbNgwzGazs49K0zSsVmurlUEIIUTraXFAGjt27FWfZOHChWRnZ1NeXs7MmTN58MEHyczMJC8vD03T\nCAoKco6wKykpYcmSJSQnJ6PX65kxYwbz5s3Dbrczbtw4oqKiAEhMTCQlJYVNmzY5h303sFqtpKen\nM2fOHAAmTJjA/PnznUPBhRBCuB9NKaVasqNSio0bN7J161bKy8t57bXXyM7O5syZM4wZM6at89nu\nruXBg52l+t5ZygFSFnfUWcoBUpYG19pk1+Ibcz788EM2b95MQkKCM7MWi8X59FghhBDiWrQ4IKWn\np/PCCy9w6623Ogc0hISENLm/SAghhLgaLQ5IdrsdT09Pl3U1NTVN1gkhhBBXo8UBaejQobz33nvU\n1dUBjj6lDz/8kBEjRrRZ5oQQQtw4WhyQpk2bxpkzZ5g+fTpVVVVMnTqVwsJCHn744bbMnxBCiBvE\nZYd9W61WVq5cyffff0/37t2ZPn06Z86cISgoqNkZD4QQQoircdmAtGzZMo4cOcKwYcP4+uuvqaio\nYMaMGe2RNyGEEDeQyzbZZWVlMXfuXJKSkkhOTmbXrl3tkS8hhBA3mMsGJKvV6pxVOygoiKqqqjbP\nlBBCiBvPZZvs6uvr2bdvn3PZbre7LAMMHDiw9XMmhBDihnLZgOTn58dbb73lXDabzS7Lmqbx5ptv\ntk3uhBBC3DAuG5AaP3ZcCCGEaCstvg9JCCGEaEsSkIQQQrgFCUhCCCHcggQkIYQQbkECkhBCCLcg\nAUkIIYRbuOyw79awePFiMjMz8fPzY8GCBQCsWLGCXbt2YTAYCA0N5cknn8THx6dJ2qysLJYvX47d\nbic+Pp7ExEQAKioqSElJobCwkODgYJ577jnMZjMHDx5k6dKlGAwGnnnmGcLDw6msrCQlJYXZs2ej\n00kMFkIId9QuV+exY8cye/Zsl3WDBw9mwYIFvPbaa4SHh7N69eom6ex2O8uWLWP27NmkpKSwdetW\nTp48CUBqaiqDBg3ijTfeYNCgQaSmpgKwdu1akpOTmT59Ohs2bABg5cqVTJo0SYKREEK4sXa5Qvfv\n3x+z2eyybsiQIej1egB69+5NSUlJk3Q5OTmEhYURGhqKwWBgzJgxZGRkAJCRkUFcXBwAcXFxzvV6\nvR6r1YrVakWv15Ofn09xcTEDBgxoyyIKIYS4Ru3SZHc5mzZtYsyYMU3Wl5SUYLFYnMsWi4XDhw8D\nUFZW5pz01d/fn7KyMgAmTZrEokWLMJlMzJo1ixUrVjB58uTL5iEtLY20tDQAXn75ZYKCgq66PAaD\n4ZrSu4vOUg6QsrijzlIOkLK02rk75KyNrFq1Cr1ez+23337Vx9A0DU3TAIiOjmbevHkAZGdn4+/v\nj1KKlJQU9Ho9U6dObfbBggkJCSQkJDiXi4qKrjo/QUFB15TeXXSWcoCUxR11lnKAlKVBRETENZ27\nQztVPv/8c3bt2sXTTz/tDCiNBQYGUlxc7FwuLi4mMDAQcEz6WlpaCkBpaSm+vr4uaZVSrFq1igce\neICPP/6YpKQkEhISWLduXRuWSAghxNXqsICUlZXFmjVreOGFF/Dw8Gh2n5iYGPLy8igoKMBms7Ft\n2zZiY2MBiI2NJT09HYD09HRGjhzpkjY9PZ1hw4ZhNpuxWq3OWpTVam3bggkhhLgq7dJkt3DhQrKz\nsykvL2fmzJk8+OCDrF69GpvNxh//+EcAevXqxeOPP05JSQlLliwhOTkZvV7PjBkzmDdvHna7nXHj\nxhEVFQVAYmIiKSkpbNq0yTnsu4HVaiU9PZ05c+YAMGHCBObPn+8cCi6EEML9aEop1dGZcEe5ublX\nnbaztCd3lnKAlMUddZZygJSlwXXdhySEEEI0kIAkhBDCLUhAEkII4RYkIAkhhHALHX5jrBDuTClF\nTU0Ndru92XvlOsLp06fd5vYFpRQ6nQ5PT0+3eX/E9UsCkhCXUFNTg9FoxGBwn/9VDAaDcx5Id2Cz\n2aipqcHLy6ujsyKuc9JkJ8Ql2O12twpG7shgMGC32zs6G6ITkIAkxCVIM1TLyPskWoMEJCGEEG5B\nApIQ16HRo0c7nyHWq1evDs6NEK1DApIQQgi3IL21olOrtyu+yaukLt+GN1ZCfIwEeRsx6q+8z8P+\nwduo74+1av60qO7oJj92yX1mzJhBbm4uVquVn//850yfPr1V8yCEu5CAJDqlk2VWNh4tY/PRMkpr\n6l22aUCgt4FQHyMhPkaCfYyEmB2vQ81GgrwNGPXu03iwYMECAgICqK6u5r777mPixIkdnSUh2oQE\nJNFpVNXVs+1EOWlHyjhQWI1eg9iuZhJi/BjSPZxDJ09TUFFHQeW5v4o6sgurKPrOhr3RnPcaEOhl\nIMRs5Me9fegRYsSg0zDePwODXsOg09C146iyd955x/lgydzcXI4ePdpu5xaiPUlAEtc1pRQHCqtJ\nO1LG1hNnqbEpIn1NTB8WzLjufvh7Ob7iQX6eeNT5QGjTY9TbFcVVNpdAdfrc63KrjdJqW5M0ep2G\nUecITsZzQcqo01o9YG3bto0vvviCTz75BC8vLx544AG3maVBiNYmAUlcl0qqbWw6WsbGI2fILa/D\ny6DjjmhfEmL86W25smls9DrN0WRnNjbZVlVVhZeXJza7wmZX1NkVtvpz/9oV1no7FbVNHynWOGAZ\n9FSWKbgAACAASURBVI2C17nllgas8vJy/Pz88PLyIicnh8zMzBaXS4jrjQQkcd2oq1fszK1g45Ez\n7MqtxK5gQIgXPxkYxJibuuBpaJt+H01z1IKMemhuchyllDNg2eyKuhYGrMYB6mIBa+zYsaxYsYK4\nuDhiYmIYPnx4m5RRCHfQLgFp8eLFZGZm4ufnx4IFCwDYvn07H330EadOneKll14iJiam2bRZWVks\nX74cu91OfHw8iYmJAFRUVJCSkkJhYaHzEeZms5mDBw+ydOlS5+PKw8PDqaysJCUlhdmzZ6PTuU9n\ntWiZE2espB05w+fHzlJmrSfQy8D9/S3E9/AjwtfU0dlzCVjNUUpRbz8fpBrXshwBC8A1aDUOWAuX\nLHc2Cxp0GkaDgS+2bQcFVpudfQe+xWqzO46gGo7U6L/nDt1wBueZVOOzqgvSN9q3ufRKuazLK6lh\n17cV2BXYlXL+qxTYFdQ7Xzu2KQUmjyLstjo89BomvYaHQYdJr2HS65zLHueWPf5/e3ce3VSd/3/8\nmaVputC9tAWqhbIWWlmKFJGlUhGBYUBFRTnIwXHcHeY4xxHwqzhHxTN+Z+DnCAdkVZxBRZHt60YF\ni1KECgJKGWnLWuhOaZsuaZN7f3+0jS1rWyi5ubwf5yhtkpt+XrlJ3vl87if3Y/7tcovZgLep4bqG\nba7nMT3Rfq5LQRo1ahRjx45l0aJFrsuio6P5y1/+wrvvvnvJ7RRFYcWKFbz00kuEhoYye/ZsEhMT\n6dKlCxs2bCA+Pp5JkyaxYcMGNmzYwLRp09iyZQuzZ8+mqKiIrVu3Mn36dD799FMmT54sxciDVNY6\n+f5EBVtzzpFVUoPZCIM7dyAlNpABUX6YjJ7zBmQwNBxbalXBoqFgqVTWKo3looH2jiGdKrOz+b/l\nGA1gNBga/q3/2XCRy4wGMJlqqa51UOtUqXUq2B0qF/YlW8bLWF+oLA2FyttkbChcDYWsyXUWc5Pb\nmAyXvs7cvDhaTPX3ZzYa5FRJ7eS6FKS4uDgKCwubXdalS5crbpednU1kZCQREfVHom+77TYyMjLo\n0qULGRkZzJs3D4CRI0cyb948pk2bhslkwm63Y7fbMZlM5OfnU1JSQt++fa95LnFtKarKocIqUnPK\nSD9ZQa1T5eZAbx4d1JGRMQEEWvU5wtyigqXWD1k6lPrlHhTFCRhwvS0aoOlbpMH1v98uNzS50cVu\ne+Flhgtve7HtDQY6+ajc3TfqSlGbCQsLo7i4uFlOR0MRrnWq2B1Ks2JV61Tqr3M0/OtUqHXU9zJr\nneolr6uodVJbVf9z0+vqlLaVP6OBC3pyPpZTqIoTk6G+d2sygNFowGQwuC4zGgyYjGBqLMgN1xub\nbHP+7UwGA8bGn13/NmzT8PNvf+u86xv//kX+pslIw9/5bbvGv+No4+NyLWj6FX727FlCQ0Ndv4eG\nhpKVlQVAWVkZwcHBAAQFBVFWVgbA5MmTWbRoERaLhWeeeYY1a9bw4IMPXvFvpaamkpqaCsCbb75J\nWFhYm9ttNpuvanutuF45CivsfH64gP/LLORMWQ3+FhPj4yIY3zeC3h39r8mn0bZmKSgo0MTZvr0A\n6wWXaIe3t3erH193v06cSmOxq/+vxuGsL4IOhZq6hsudCnaH87ffXf85m2ynUKeoOJ0Kzobebv1/\nYFdVnM6G31WlyXXqebc973f31QRSepXy6thebvnb7n+lXQMGw29d6JiYGF5//XUAMjMzCQoKQlVV\nFixYgMlkYvr06QQFBV1wHykpKaSkpLh+b/rJrbXO/+TnqdozR51TYU+ujdScMn7Kq0QFEiJ8eaBv\nFEOjO+BtNgJ2SkquzfBUW7M09rS1xGw243BcOBXdnex2e6sfXy29TkyAH+BnoL7We51/7eWfA9c6\ni9rkOJxTxVWkFFfhqj8u51RVlMafG/5VGm7bWOAU1/ZNbnPeZYr62899urQ9S6dOna4qt6YLUkhI\nCCUlJa7fS0pKCAkJASAwMJDS0lKCg4MpLS0lICCg2baqqrJ+/XpmzZrFypUrmTZtGkVFRXzxxRdM\nnTr1uuYQvzlWWkNqThlpx8qoqFUI8zVzf3z9BIUIf/dPUBBCCwyNQ30YrntfOCws1G0fFDRdkGJj\nY8nLy6OwsJCQkBDS09N57rnnAEhMTCQtLY1JkyaRlpbG4MGDm22blpbGgAED8Pf3x263u3pR8qXC\n689md7LjRDmpOWXknK3BbDSQFO1PSmwQCRG+HjVBQQjRfq5LQVq4cCGZmZlUVFTwxBNPcP/99+Pv\n78/KlSspLy/nzTffJCYmhrlz53L27FmWLl3K7NmzMZlMzJw5k9dffx1FUUhOTiY6OhqASZMmsWDB\nArZt2+aa9t3IbreTlpbG3LlzAZgwYQLz5893TQUX7U9RVQ7mV/FNThm7TlVQp6h0C/bmj4kRjIgJ\noIO3tobB9KpHjx6u464tNXHiRDZt2nTB5bNmzSIlJYUJEyZcq+YJ0YxBVVU3Hj7TrjNnzrR5Wy2N\njV+NtuQotNXVn0Hh6DkKKx34W4yMbDiDQrcQ65XvoJ20dZ9UVVXh6+vbDi1qu9YcQ7pYQXI4HG2a\nqHG5gtSWx0kvrxOQLI10fQxJeIZap8IPp2yk5pzjYH4VALdE+TG9f0eGRPtj0dCZs6/G8h8LOFZa\nc03vs2uwlT8kXuQEe01cbPmJHj168Oijj5KamorVamXVqlWEh4dz8uRJnn76aaqqqhgzZozrPtLT\n03nrrbcIDAwkOzub77//nqVLl/LRRx8BMHXqVB57rH4ZjMYipqoqL730Ejt27KBTp05YLHKMT7Qv\nKUiiTVRV5Whp/RkU0o6XU1mr0NHPi6kJYdzRLZBwP21NS/ZkF1t+oqqqioEDB/Liiy/y2muv8e9/\n/5tZs2bx8ssvM336dKZMmcLq1aub3c/PP//Mtm3buOmmmzh48CAff/wxW7ZsQVVVJkyYwNChQ+nX\nr5/r9l988QU5OTl8++23FBUVkZyczAMPPHCd04sbiRQk0Srldidpx8r45mgZx0rtWEwGhkbXn0Gh\nX4Svrk/hcqWeTHu52PITFouFO++8E4D4+Hi+++47ADIyMli2bBkA9957r+srEAD9+/fnpptuAmDP\nnj2MHTvWNcx29913s3v37mYF6YcffmDSpEmYTCYiIyMZNmxY+4cVNzQpSOKKnIrKgfxKUnPK2J1r\nw6Go9Ai18sTgCIbHBOBvkQkK7eVSy0+YzWbXd+9MJlOzY0qX+iKx1o6FCXE+fQzui3aRe66afx8o\n4rGNOby6PZeDBVXc3TOI/zcuhv8dG8PdPYOlGLWz1i4/MXjwYDZu3AjA+vXrL3m7IUOG8NVXX1Fd\nXU1VVRVffvklQ4YMaXabpKQkNm3ahNPppKCggPT09KsPJMRlSA9JuKiqyrFSO3tO2/jxtI2skhqM\nBhgQ5ccfBnVkcOcOeJn0OySnRa1dfuJvf/sbTz/9NIsXL242qeF88fHxTJkyhfHjxwP1kxqaDtdB\n/TDezp07GTVqFJ07d2bQoEFXH0iIy5Bp35dwo0z7rnUqHMyvIuO0jYzTNkqqHBiAnmFWkntGcGuE\nmVBfz5+gcKNO+75eZNq3ZAGZ9i3aoLTawY8NBWh/XiV2p4rVbKB/lB8PJfiT2NmfIKtZVy8yIYT2\nSUG6AaiqyvFzdjJybexpGIoDCPc1Mzo2kMGd/ekX4aub7wsJITyTFCSdqnUq/FJQxZ7c+p5QccNQ\nXI9QKw/fEsatnf25OchbFhoTQmiGFCQdOVft4MczNvbk2jiQX0mNQ8XbVD8UNzXBn8RO/gT5yC4X\nQmiTvDt5MFVVOXGuflZcRm79UJwKhPqaSe5aPxQXHylDcUIIzyAFycPUORV+LmiYFZdro6iqfrZV\nj1ArUxPCGNzZn67BMhQnhPA8UpA8wLkaB3sbZsX9lFdFjUPB0jAUd398/ay4EBmK061LLQchhN7I\nu5gGNQ7F/Xi6kj2nbRwprq4fivMxM6prQP1QXIRvwzLfQu+kGIkbhRQkjahzKvxSWE1GbgUZpysp\nrKwDoHuIlQcT6mfFyVCce/2yr4ryc85rep8BQSb6Dbz8F0qbLgfx2muvsX37dgwGA8899xy///3v\nKSgo4Mknn6SiogKn08n8+fMvOA2QEJ5ACpIbldU42Humkj25Nn7Kq3QNxd0S6ceUfqEM6uSni7Mk\niGvj888/59ChQ2zfvp3CwkLGjRtHUlISn332GSNHjuRPf/oTTqeT6upqdzdViDa5LgVp8eLF7Nu3\nj8DAQP7xj38AYLPZWLBgAUVFRa4lyP39/S/Ydv/+/axatQpFURg9ejSTJk267Pb//e9/Wb58uWu5\n8qioKCorK1mwYAFz5szBaHTfMJeqqpwqq3XNivu1YSguxMfMyJj6obiESBmK06or9WTa2549e1zL\nQYSHh5OUlMSBAwfo378/zz//PA6Hg7vuuuuCc9IJ4SmuyzvfqFGjmDNnTrPLNmzYQHx8PG+//Tbx\n8fFs2LDhgu0URWHFihXMmTOHBQsWsHPnTnJzcy+7/ZYtW5g9ezYzZsxg69atAHz66adMnjzZLcWo\nzqmyP6+SZT8W8Pimozz7f8dYs7+IOkXhgfhQ/jE2hpWTY3lqSCSDu/hLMRKtlpSUxKeffkpkZCR/\n/vOfWbdunbubJESbXJd3v7i4uAt6PxkZGYwcORKAkSNHkpGRccF22dnZREZGEhERgdls5rbbbnPd\n7lLbm0wm7HY7drsdk8lEfn4+JSUl9O3btz0jNnOuuo5tR8v4+3enmf5pFq9sO8XX2eeIDrDw5K0R\nrJwcyz/v7srUhHC6h1rluJBokSFDhriWgygpKWH37t3079+f3NxcwsPDefjhh3nooYf4+eef3d1U\nIdrEbceQysrKCA4OBiAoKIiysrILbnP27FlCQ0Ndv4eGhpKVlXXZ7SdPnsyiRYuwWCw888wzrFmz\nhgcffPCK7UlNTSU1NRWAN998k7CwsFZnyiqy8c/tR/kl/78oKoT6ejG6ZzjDuoUwODoIq5dnrR1k\nNpvb9DhoUVuzFBQUYDa7/1Cr2Wzmd7/7HT/99BPJyckYDAZefvllOnXqxEcffcSiRYvw8vLCz8+P\nf/3rX9e9zd7e3q1+fOX5pU3uzOL+Vxr1K1xeTS+h6fYxMTGuZZszMzMJCgpCVVUWLFiAyWRi+vTp\nBAUFXXAfKSkppKSkuH5vy1muleo6bDV2pg+Opl+IkdgQa8OS3iq2slJsbYvnNno623dbszT2tN0p\nKyvLtdzE3LlzeeWVV1y/OxwO7r33Xu69995m21zv5SnsdnurH195fmmTO5efcNsBi8DAQEpLSwEo\nLS0lICDggtuEhIRQUlLi+r2kpISQkJAWba+qKuvXr+e+++7jk08+Ydq0aaSkpPDFF1+0VyRCfb1Y\nMK4rjw29mR6hPg3FSAghREu4rSAlJiaSlpYGQFpaGoMHD77gNrGxseTl5VFYWIjD4SA9PZ3ExMQW\nbZ+WlsaAAQPw9/fHbre7elF2u72dkwkhhGiL6zJkt3DhQjIzM6moqOCJJ57g/vvvZ9KkSSxYsIBt\n27a5pm1D/XGjpUuXMnv2bEwmEzNnzuT1119HURSSk5OJjo4GuOT2UD98kJaWxty5cwGYMGEC8+fP\nd00FF6KlZEHllpHHSVwLsoT5JdwoS5hfjl5yQNuzVFdX4+XlpYmJDY20toS5w+Ggrq4OHx+fVm0n\nzy9tkiXMhdAoq9VKTU2Na9hXC7y9vTUz9KyqKkajEavV6u6mCB2QgiTEZRgMhlZ/8m9vevo0LkRT\ncloAIYQQmiAFSQghhCZIQRJCCKEJMstOCCGEJkgPqR28+OKL7m7CNaGXHCBZtEgvOUCyXCtSkIQQ\nQmiCFCQhhBCaYJo3b948dzdCj7p16+buJlwTeskBkkWL9JIDJMu1IJMahBBCaIIM2QkhhNAEKUhC\nCCE0QQqSEEJogJ6OniiK0qbtpCAJ0Qp6etPwdOfOnXN3E66JI0eOAGjmbPJXIz09HQCjsW2lRc72\nrSH5+flERER4/BNz8+bN+Pn54e3tzbBhw9zdnKuybt06OnTogNlsJiUlxaP3zTvvvENsbCx33323\nu5ty1d599126detGSkqKu5tyVZYsWYLZbKZLly74+vq6uzlXZcWKFXz//fdYrVYGDhzYpvuQHpJG\n/P3vf+fVV1/lyJEjbe7uasGiRYs4dOgQxcXF7N27lx07dri7SW22ZMkScnJyMJvN7N27l5MnT7qu\n87Seks1m49SpU2zcuJG0tDR3N+eqLFmyBJvNdtFi5EmvnS1btlBaWsof/vCHC4qRpz2/li9fTklJ\nCXfeeScnTpxo8/1ID0kDfvnlF7y9vRk1ahQbN25k4sSJ9OzZs83dXndJTU2lsrLSdeqRL7/8ktOn\nT7u5VW2zdetWampqXFl++eUX8vPzsdlsxMXFYTAYUFXVY3pM/v7+JCcnU1tbyyeffILT6eSOO+6g\ntrYWi8Xi7ua12Pfff8/hw4d5/vnnAfjpp59QVRW73c7QoUMxGo0es1+qqqpISkoCYNu2bVRUVHD2\n7FkeeeQRjEYjiqJ4xHvAhx9+SHl5OS+88AKFhYXMnTuX7t27Ex8f3+r7ki/GaoDZbKZ3794kJSVR\nUlLCjh076NixI0FBQc2ekFp/oamqSteuXenYsSNQPya+bds2kpKSNLUEeEtYrVZGjBiB2Wxm+/bt\nfPvtt/j7+3PgwAH27dvHrbfequl90ZTT6cRoNHLgwAGioqKYOHEiy5cvJy0tjdLSUvr16+fuJraY\n0+lEURQqKirYsWMH6enp1NXVcfDgQTIzM0lMTPSY/VJeXk5paSmVlZVs3ryZYcOGsW/fPnbt2sXt\nt9/uMTmsVivjx48HwM/PD6PRyKlTp+jTpw/QumNj2i+/OlZcXExtbS0hISFERUUBMHHiRPr27cv6\n9etdvYvGYS+tPkGLioqora0lNja22Zubr68vqqq6lrfet2+fu5rYYo1ZOnfujNVqxeFw4HQ6+ec/\n/8m0adOYMWMGNpuNoqIidzf1ihqfXyaTCYDBgwdz/PhxIiMjiY6O5syZMwQHB7u5lS3TuF+6du3K\n8OHDOXPmDMeOHeOvf/0rM2bM4Mknn6S8vFzzK+k27hOA8PBw9u7dy969e5kyZQr9+/dn7ty5VFdX\ns3//fje39Moa90n37t2B34ZLo6OjyczMxGazuXqsLeVZH1t1ZPHixZSXl1NVVcV9991HQkICDocD\ns9nMxIkTsVqtrF27ltLSUm666SZGjBjh7iZf1MVyNA41+Pn5ERQUBMDChQsJDw9v88HO6+H8LPHx\n8ZjNZkaPHu36MODr6+sqUlrWmKW6upp7772XhIQELBYLJ06cYOHChdTU1DBnzhzmz59PVFQUCQkJ\n7m7yJTVmqaysZMqUKSQkJDB27FiMRiMdOnQAwMfHh7q6OhwOh5tbe2kXe62MHj2ajz/+mODgYHr1\n6oWfnx8+Pj54eXm5u7mXdbHnV6NbbrmFXbt28f777/PMM8+0athRekhusGTJEqqrq3nxxRdJTExk\n8+bN1NXVYTabXZ8yxowZw5EjR4iOjubpp58GtHeg81I5Gp+AZrOZ/Px85syZg7e3Nw8//LCbW3xp\nF8vS+ObWWIwUReHdd98lPDycyMhIdzb3sppmGTRokGu/NPaMysrKeOGFF+jduzfz58/XdDFqmmXw\n4MFs2rSJuro6unTp4hpVAFi2bJmm98v5z6+NGzdSV1fHiBEjeOihhzh58iSfffYZb7zxBn5+fvTt\n29fdTb6kSz2/Go97AYwbN47a2loKCgpadd9yDOk6q6ys5OTJk9xzzz34+vrSq1cvfvjhB0JCQujY\nsSMGgwFFUdi7dy8Gg4GnnnoKQHMHOK+UQ1VVVFVly5YtxMXF8cc//hGoz6G1occrZYH6A9BLly7F\nYrHw+OOPA9o8pnepLMHBwURERNC9e3dGjx6N2WzG4XAQGBgIeOZ+MRgM1NbWsmLFCkwmk2b3y8Vy\n7N69m6CgICIiIoiOjiYmJobo6GhCQkK47777AM/dJwAWiwVFUVo9sUGG7K6jb775hkOHDjFjxgwC\nAgJcQ3QGg4GSkpJmt01ISCAxMRHQXjFqSQ6DwYC3tzfPPvssvXr1ArSXA1q+T3x9fZk8eTJdunQB\nPDeLj4+P6/KmE008MQvUv/FNmDCBTp06AdrbL5fLUVpa6rpdWFgYXl5e3HTTTUB9UdVSDmj5PrHb\n7fj4+JCcnAy07gOCthLr3IgRIwgLCyMvLw/47U0gIiICHx8fAFatWsXRo0ebTcXV2hOzJTlWrlxJ\ndna2posRtC5LYzHS4psFXD5L4/dcVq1axfHjx93VxBZrzX5pLEZa3C8tfc2f/90drfWMoGVZVq9e\nzalTp5ptJ7PsNEpVVYKCglw7rHGHBgUFcebMGRYtWkRFRYVr1opWtSSHzWZrlkNrbxSN2pJFi28W\noJ/nF+hnv9xo+6S8vPyqsmjzXUJHfvjhBzIzMzl79iwWi4WBAweybds29u7d67qN0+lk7dq1BAYG\n8txzzwHam8CglxwgWUCytCe95IDrn0UmNbSjZcuWsW/fPsrLyzl8+DDx8fEEBgYSGRlJRkYGMTEx\n+Pj4YDKZsFgsPPLII4D2hrf0kgMkC0iW9qSXHOCeLNp6BHTk22+/paSkhFdffZWUlBQsFguqqlJR\nUUHfvn3x9/d3na04JiaGmTNnAtp7YuolB0gWkCztSS85wH1ZtPUo6Iiqqq6Drfv372fnzp2sWLGC\nt956i+LiYmJjY/nPf/5zwbnEtPbE1EsOkCwgWdqTXnKA+7LIkN011vjdAT8/P95//32OHTvG9u3b\nmT9/PklJSVRUVLBr1y4mT57MsWPHyM3NpXfv3u5u9gX0kgMki2RpX3rJAe7PIt9DuobWr1+PzWaj\nd+/e3Hrrrbz99tsUFxcTHBzs+oJlQkIC+fn5ANx55534+/u7s8kXpZccIFkkS/vSSw7QRhbt9RU9\n1PLly8nMzCQmJoZt27bx4YcfcvToUcLCwvj111/ZtGkTUL8Gire3NwCdOnUiICDAnc2+gF5ygGSR\nLO1LLzlAO1lkyO4a+e6775gxYwZxcXHExMRw5swZTpw4QWRkJAkJCbz//vscOnQIb29vnnjiCUB7\npzgB/eQAySJZ2pdecoB2shhULU5+9yAbN25k+PDhpKamcvbsWWbMmIHVaiUvL49vv/2WDh06MGHC\nBKqqqqirq2t27jAtHczUSw6QLCBZ2pNecoD2smjr0fFABoPBtWCb1Wpl586d1NbWEhUVRWJiIl9+\n+SUFBQX4+vq6dqYWT3GilxwgWSRL+9JLDtBeFu09Qh6isWPZrVs3ioqKiIyMJC4ujpMnT/LNN9/g\ndDrp0aMHnTt3pq6urtm2Wuqy6yUHSJZGkqV96CUHaDeLHENqg+rqahRFwWw207FjR9LT0/n1118Z\nP348TqeTrKws1q1bx48//ojBYGDcuHHubvJF6SUHSBat0ksWveQAbWeRY0ittHLlSoqLi+nYsSO3\n33473bt3R1VVli1bxrBhw1wLax04cACDweBa/ExrBzP1kgMkC0iW9qSXHKD9LDJk1wrLli2jtLSU\ne+65h7q6OmpqaoD6LmyfPn2anXb9lltuce1MrS20pZccIFlAsrQnveQAz8giQ3YtVFNTQ0ZGBo8/\n/jgRERHs3buXQ4cOUVBQgN1up1+/fnz00UcEBgY2W1oZtDV+rJccIFkaSZb2oZcc4DlZpCC1kNls\nJj09nfXr11NYWMju3buZMGECiqKQlpZGnz596NOnD1999RXdu3fHz8/P3U2+KL3kAMmiVXrJopcc\n4DlZpCBdQXV1NV5eXgAkJSVhsVioqqpi4sSJJCYmEh0dzalTp7BarcTFxbkWDWt6wkEt0EsOkCyS\npX3pJQd4XhY5hnQZy5cvZ82aNRQXF7suu+OOOwgICOC7774DwNvbm1OnTnHu3DlMJhPJycma+6Sk\nlxwgWSRL+9JLDvDMLDLL7hLWr1/P1q1bGTVqFHa7nXHjxhEWFgZAeXk5K1asoLS0FF9fX/z9/Xnm\nmWfc3OKL00sOkCxapZcseskBnptFCtIlHD9+HIfDgclkYteuXdTV1TF+/HjXTrXb7ezevRsvLy+G\nDh0KaHOap15ygGSRLO1LLznAc7NIQbqIxh3T+G92djYZGRnY7XamTJmCn58fNTU1WK1W1zZaPE+V\nXnKAZJEs7UsvOcCzs8ikhiZWr17NgQMHyM7OJjQ01LXWR0hICBaLhbKyMg4ePMgHH3yA0Wike/fu\nrm3d/cmiKb3kAMnSSLK0D73kAH1kcX9J1IjVq1dTUFBA//79URSFv/3tb82+KNarVy8GDBjAzp07\n6dKlC2PHjnVjay9NLzlAsmiVXrLoJQfoJ4v0kBocPHiQoUOHMmDAANfpM5YuXcrAgQNdi1CtWrWK\ngIAAnn/+eUCb38bWSw6QLJKlfeklB+gnyw1fkMrLy/H29iYnJ4fi4mLXzuzZsydms5lNmzYxaNAg\nvL296d69O2PGjAG0M+baSC85QLKAZGlPeskB+soCYHZ3A9xp+fLllJaWEhQURP/+/Xn//fcxm83c\nc889KIrCXXfdRW5uLpWVlQQEBBAeHg5ob2fqJQdIFpAs7UkvOUBfWRpps1XXwbvvvktZWRlPPfUU\niqKQnZ3Nq6++ytdff82GDRtQFAWTycTJkycpKChotq2WdqZecoBkaSRZ2odecoC+sjR1Qw7Z5eXl\ncfDgQR577DH8/f0ZMGAAH3zwAXfccQdDhw7l888/Jzs7m/Xr1xMVFcXEiRPd3eSL0ksOkCxapZcs\neskB+spyAfUGpCiKWlBQoCqKotbW1qqqqqqvvPKKeuDAAVVVVdVms6mnT59Wf/75Z9c2TqfTLW29\nHL3kUFXJIlnal15yqKq+spxPu323dmQwGAgPD8dgMGA21x9GCw8Px8fHB4Avv/wSo9FIv379DW8Z\nhAAAA4xJREFUAO2OueolB0gWydK+9JID9JXlfDfspIbzpzv6+vqSl5fH119/jaIoREZGuq7T8s7U\nSw6QLFqllyx6yQH6ytKU57S0nahNzpy0dOlSAgMDefbZZy+4Tuv0kgMki1bpJYtecoC+ssAN3ENq\n1PjpITY2lsrKSqZNmwZ4VjcX9JMDJItW6SWLXnKAvrKAnFzVxel0YjKZAM/dmaCfHCBZtEovWfSS\nA/STRQrSeVQNnIL9WtBLDpAsWqWXLHrJAZ6fRQqSEEIITfDMfp0QQgjdkYIkhBBCE6QgCSGE0AQp\nSEJozKJFi/jwww/d3QwhrjspSEJ4qHnz5vHNN9+4uxlCXDNSkIQQQmjCDX+mBiHc7dixYyxZsoS8\nvDwGDBjg+h6JzWbjnXfeISsrC0VR6NWrF4899hihoaGsXbuWw4cPk5WVxerVqxk1ahSPPvoop0+f\nZuXKlRw9epSAgAAeeOABbrvtNjcnFKJlpIckhBs5HA7eeusthg8fzsqVKxk6dCi7d+8G6r/kOGrU\nKBYvXszixYuxWCysWLECgKlTp9KnTx9mzpzJmjVrePTRR6mpqeG1117j9ttvZ/ny5cyaNYsVK1aQ\nm5vrzohCtJgUJCHc6MiRIzidTsaPH4/ZbCYpKYnY2FgAOnToQFJSEt7e3vj4+HDPPfdw+PDhS97X\nvn37CA8PJzk5GZPJRNeuXRkyZAi7du26XnGEuCoyZCeEG5WWlhISEtLsdC9hYWEA2O123nvvPfbv\n309lZSUA1dXVlzxXWVFREVlZWcyYMcN1mdPpZMSIEe0bQohrRAqSEG4UHBzM2bNnm52DrKSkhMjI\nSDZv3syZM2d44403CAoK4vjx47zwwguuZQXOP2dZaGgocXFx/M///M91zyHEtSBDdkK4Uc+ePTEa\njXzxxRc4HA52795NdnY2ADU1NVgsFnx9fbHZbKxbt67ZtoGBgRQUFLh+HzRoEHl5eezYsQOHw4HD\n4SA7O1uOIQmPISdXFcLNcnJyWLp0Kfn5+QwYMACAqKgoxowZw9tvv01OTg4hISFMmDCBZcuWsXbt\nWkwmE0eOHGHRokWUl5czfPhwZs6cyZkzZ3jvvffIzs5GVVVuvvlmHnnkEWJiYtwbUogWkIIkhBBC\nE2TITgghhCZIQRJCCKEJUpCEEEJoghQkIYQQmiAFSQghhCZIQRJCCKEJUpCEEEJoghQkIYQQmvD/\nAXTs2WXYzp2jAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x1181a3198>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df8,\"1.8 Have Click Uid Percentage\",\"date\",\"Percentage\",7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "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):\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": 47,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "lst_clk = []\n",
-    "lst_imp = []\n",
-    "my_date = []\n",
-    "with open('./rate68.txt','r') as f:\n",
-    "    for line in f:\n",
-    "        if line[:2] == '日期':\n",
-    "            my_date.extend(line.strip().split('\\t')[1:])\n",
-    "        if line[:3] == '点击数':\n",
-    "            lst_clk.extend(line.strip().split('\\t')[1:])\n",
-    "        if line[:3] == '曝光数':\n",
-    "            lst_imp.extend(line.strip().split('\\t')[1:])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[513, 475, 427, 408, 442, 500, 551, 487, 546, 649, 582, 548, 583, 560, 476]"
-      ]
-     },
-     "execution_count": 48,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "while '' in lst_clk:\n",
-    "    lst_clk.remove('')\n",
-    "lst_clk_6 = [int(i) for i in lst_clk[:15]]\n",
-    "lst_clk_8 = [int(i) for i in lst_clk[15:]]\n",
-    "lst_clk_6"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[13848,\n",
-       " 13298,\n",
-       " 11234,\n",
-       " 13796,\n",
-       " 11909,\n",
-       " 12179,\n",
-       " 15215,\n",
-       " 13987,\n",
-       " 18503,\n",
-       " 14852,\n",
-       " 16428,\n",
-       " 18207,\n",
-       " 14696,\n",
-       " 14878,\n",
-       " 13906]"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "lst_imp\n",
-    "lst_imp_6 = [int(i) for i in lst_imp[:15]]\n",
-    "lst_imp_8 = [int(i) for i in lst_imp[15:]]\n",
-    "lst_imp_6"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['20180814',\n",
-       " '20180815',\n",
-       " '20180816',\n",
-       " '20180817',\n",
-       " '20180818',\n",
-       " '20180819',\n",
-       " '20180820',\n",
-       " '20180821',\n",
-       " '20180822',\n",
-       " '20180823',\n",
-       " '20180824',\n",
-       " '20180825',\n",
-       " '20180826',\n",
-       " '20180827',\n",
-       " '20180828']"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "while '' in my_date:\n",
-    "    my_date.remove('')\n",
-    "my_xdate = []\n",
-    "for i in my_date:\n",
-    "    if '2018'+i not in my_xdate:\n",
-    "        my_xdate.append('2018'+i)\n",
-    "my_xdate"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "lst_rate_6 = []\n",
-    "lst_rate_8 = []\n",
-    "for i in range(len(lst_clk_6)):\n",
-    "    lst_rate_6.append(round(lst_clk_6[i]/lst_imp_6[i],4))\n",
-    "    lst_rate_8.append(round(lst_clk_8[i]/lst_imp_8[i],4))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "df = pd.DataFrame({\"date\":my_xdate,\\\n",
-    "                   \"ctr_6\":lst_rate_6,\\\n",
-    "                   \"ctr_8\":lst_rate_8})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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bbxdv27Rp03ULVwshhBBC3CgcmtytWrWq3Gn3FouFzz77jE6dOpXY9uGHH/Lcc88xZ84c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TFs2rSJ3/zmN6xatYqqqiqio6N7bZuXl0deXp7t7xvf0x6EhYXZ/T0Gi9actOCjRlmv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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x10b633c50>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_line_rate(df,\"CTR tendency with _6 and _8\",\"date\",\"Percentage\",15)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[0.037,\n",
-       " 0.0357,\n",
-       " 0.038,\n",
-       " 0.0296,\n",
-       " 0.0371,\n",
-       " 0.0411,\n",
-       " 0.0362,\n",
-       " 0.0348,\n",
-       " 0.0295,\n",
-       " 0.0437,\n",
-       " 0.0354,\n",
-       " 0.0301,\n",
-       " 0.0397,\n",
-       " 0.0376,\n",
-       " 0.0342]"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "lst_rate_6"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[0.0362,\n",
-       " 0.0305,\n",
-       " 0.0355,\n",
-       " 0.0349,\n",
-       " 0.0396,\n",
-       " 0.0363,\n",
-       " 0.0333,\n",
-       " 0.0296,\n",
-       " 0.0315,\n",
-       " 0.0344,\n",
-       " 0.0381,\n",
-       " 0.0352,\n",
-       " 0.0358,\n",
-       " 0.0382,\n",
-       " 0.0338]"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "lst_rate_8"
-   ]
-  },
-  {
-   "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
-}
diff --git a/eda/ml_tools/rate.csv b/eda/ml_tools/rate.csv
deleted file mode 100644
index a12bfae0c69792e0babc16bd9d410431a02542b8..0000000000000000000000000000000000000000
--- a/eda/ml_tools/rate.csv
+++ /dev/null
@@ -1,12 +0,0 @@
-date,answer_imp_all,answer_imp_ios,answer_imp_android,diary_imp_all,diary_imp_ios,diary_imp_android,activate_uid_ctr_all,activate_uid_ctr_ios,activate_uid_ctr_android,activate_uid_ave_imp_all,activate_uid_ave_imp_beijing,click_answer_uid_all,click_answer_uid_ios,click_answer_uid_android,click_diary_uid_all,click_diary_uid_ios,click_diary_uid_android,click_one_uid_all,click_one_uid_ios,click_one_uid_android,question_imp_all,question_imp_ios,question_imp_android,click_question_uid_all,click_question_uid_ios,click_question_uid_android
-20180817,0.0401,0.0569,0.0336,0.7272,0.8801,0.6678,0.0403,0.0624,0.0269,59.93,92.74,0.0189,0.0178,0.02,0.1094,0.1391,0.0852,0.1242,0.1537,0.1
-20180818,0.0383,0.0526,0.0331,0.7134,0.8665,0.658,0.0414,0.065,0.0267,57.73,78.98,0.0153,0.0167,0.0139,0.1052,0.1397,0.0786,0.1227,0.1572,0.0972
-20180819,0.0393,0.0538,0.0337,0.7211,0.8763,0.6605,0.0468,0.0726,0.0293,51.29,73.27,0.0175,0.0212,0.0136,0.1115,0.1442,0.085,0.1283,0.1598,0.1027
-20180820,0.0374,0.0504,0.032,0.7443,0.8829,0.6866,0.0449,0.068,0.0281,55.88,84.81,0.0157,0.0192,0.0118,0.1142,0.149,0.0846,0.1284,0.1641,0.0981
-20180821,0.0376,0.0509,0.0322,0.7392,0.8783,0.6831,0.0429,0.0658,0.0274,58.85,90.43,0.0174,0.0185,0.0162,0.1162,0.1551,0.0846,0.1316,0.1709,0.0998
-20180822,0.028,0.0391,0.0226,0.7481,0.8792,0.6837,0.0426,0.0614,0.0267,59.29,80.53,0.0155,0.0151,0.0162,0.1212,0.1513,0.0899,0.1363,0.1659,0.1056,0.0223,0.0267,0.0201,0.0714,0.1077,0.0459
-20180823,0.0134,0.0244,0.008,0.7531,0.8862,0.6873,0.0439,0.0664,0.0262,56.91,80.93,0.0154,0.0153,0.0156,0.1277,0.1577,0.0963,0.1447,0.175,0.113,0.0368,0.0412,0.0347,0.0709,0.1053,0.0458
-20180824,0.0145,0.0249,0.0092,0.7507,0.8864,0.6816,0.0457,0.0673,0.0285,56.84,92.03,0.0145,0.0147,0.0141,0.1228,0.1477,0.0943,0.1382,0.1624,0.1106,0.0352,0.0371,0.0342,0.0554,0.0718,0.0422
-20180825,0.0145,0.0272,0.0086,0.7412,0.8786,0.6785,0.0458,0.0707,0.0282,58.76,67.86,0.017,0.016,0.0194,0.1216,0.1483,0.0935,0.1374,0.1627,0.1108,0.0345,0.0363,0.0338,0.0491,0.0682,0.0354
-20180826,0.0141,0.0251,0.0084,0.7492,0.8875,0.6772,0.0488,0.0698,0.0296,52.71,72.48,0.016,0.0142,0.0212,0.1214,0.1459,0.0922,0.1386,0.1625,0.1101,0.0342,0.0362,0.0331,0.0736,0.1039,0.0484
-20180827,0.0152,0.0267,0.0096,0.7346,0.8691,0.6696,0.0472,0.0682,0.0293,53.8,85.28,0.0129,0.0134,0.0117,0.1214,0.1493,0.0921,0.1398,0.1684,0.1098,0.0396,0.0463,0.0364,0.0705,0.11,0.043
diff --git a/eda/recommended_indexs/main.py b/eda/recommended_indexs/main.py
index 7448a86ca93a44f93e4f243468066ef6b56d20bd..fa7a4c73d07bd4086f7dd0240092e1997b28ba5e 100644
--- a/eda/recommended_indexs/main.py
+++ b/eda/recommended_indexs/main.py
@@ -128,16 +128,19 @@ def result2file():
 		tplt = "{0:\u3000<6}\t{1:\u3000<15}\t{2:\u3000<15}\t{3:\u3000<15}\n"
 		line = """数据日期:{}
 内容概览:以下所有数据都是昨天一天的首页的
+说明:
+	(1)红色标记的为比较重要的特征
+	(2)[A,+B]格式说明:A表示该特征在当天的数值,+B/-B表示该数值相对于昨天的差值
 1. 比例特征
-	1.0 question曝光占比(=question被曝光数/总cid被曝光数)
-	1.1 answer曝光占比(=answer被曝光数/总cid被曝光数)
-	1.2 diary曝光占比(=diary被曝光数/总cid被曝光数)
-	1.3 活跃用户点击率(=有点击用户点击次数/有点击用户曝光次数)
-	1.4 活跃用户平均每天曝光次数(=活跃用户曝光次数/独立活跃用户数)
-	1.5 点击answer用户占比(=点击answer用户数/曝光answer用户数)
-	1.6 点击question用户占比(=点击question用户数/曝光question用户数)
-	1.7 点击diary用户占比(=点击diary用户数/曝光diary用户数)
-	1.8 有点击用户占比(=有点击用户数/有曝光用户数)
+	1.0 question曝光占比(=question被曝光数/总cid被曝光数) [,]
+	1.1 answer曝光占比(=answer被曝光数/总cid被曝光数) [,]
+	1.2 diary曝光占比(=diary被曝光数/总cid被曝光数) [,]
+	1.3 活跃用户点击率(=有点击用户点击次数/有点击用户曝光次数) [,]
+	1.4 活跃用户平均每天曝光次数(=活跃用户曝光次数/独立活跃用户数) [,]
+	1.5 点击answer用户占比(=点击answer用户数/曝光answer用户数) [,]
+	1.6 点击question用户占比(=点击question用户数/曝光question用户数) [,]
+	1.7 点击diary用户占比(=点击diary用户数/曝光diary用户数) [,]
+	1.8 有点击用户占比(=有点击用户数/有曝光用户数) [,]
 2.Top特征
 	2.1 用户点击次数分布(第一列:用户点击次数;第二列:独立用户数量)
 	2.2 Top 100 diary (sorted by ctr)