{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Facebook AD Benchmark "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import math\n",
    "import datetime\n",
    "import statsmodels.api as sm\n",
    "\n",
    "import swat\n",
    "import warnings\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.svm import SVR\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "pd.set_option('display.max_columns', None)\n",
    "sns.set_style('darkgrid')\n",
    "pd.options.display.max_rows = 2000\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "path = '/Users/zhan009/Desktop/ad benchmark/'\n",
    "# data = pd.read_excel(path + \"Columbia Campaigns.xlsx\")\n",
    "data = pd.read_csv(path + \"Columbia-Records-US-Ads-Jan-1-2019-Aug-31-2020.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def objective_count(data):\n",
    "    for i in set(data.Objective): \n",
    "        obj_data = data[data.Objective == i]\n",
    "        print(\"{0} : {1}\".format(i, len(obj_data)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lead Generation : 4\n",
      "Event Responses : 41\n",
      "Messages : 9\n",
      "Video Views : 194\n",
      "Engagement : 99\n",
      "CONVERSIONS : 2463\n",
      "Traffic : 2970\n",
      "Brand Awareness : 117\n",
      "Reach : 655\n"
     ]
    }
   ],
   "source": [
    "for i in set(data.Objective):\n",
    "    obj_data = data[data.Objective == i]\n",
    "    print(\"{0} : {1}\".format(i, len(obj_data)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Starts</th>\n",
       "      <th>Reporting Ends</th>\n",
       "      <th>Ad Name</th>\n",
       "      <th>Ad Delivery</th>\n",
       "      <th>Ad Set Name</th>\n",
       "      <th>Bid</th>\n",
       "      <th>Bid Type</th>\n",
       "      <th>Ad Set Budget</th>\n",
       "      <th>Ad Set Budget Type</th>\n",
       "      <th>Last Significant Edit</th>\n",
       "      <th>Results</th>\n",
       "      <th>Result Indicator</th>\n",
       "      <th>Reach</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Cost per Results</th>\n",
       "      <th>Quality Ranking</th>\n",
       "      <th>Engagement Rate Ranking</th>\n",
       "      <th>Conversion Rate Ranking</th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Ends</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Unique Link Clicks</th>\n",
       "      <th>Landing Page Views</th>\n",
       "      <th>Link Clicks</th>\n",
       "      <th>Cost per Landing Page View (USD)</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <th>ThruPlays</th>\n",
       "      <th>Video Plays</th>\n",
       "      <th>Post Engagement</th>\n",
       "      <th>Page Engagement</th>\n",
       "      <th>Objective</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Video - FB - Power is Power</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>GoT Interest - FB</td>\n",
       "      <td>1.1</td>\n",
       "      <td>CPA</td>\n",
       "      <td>10</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2019-04-23T09:49:36-0400</td>\n",
       "      <td>22.0</td>\n",
       "      <td>actions:link_click</td>\n",
       "      <td>6940</td>\n",
       "      <td>7448</td>\n",
       "      <td>1.505455</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>33.12</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>1.073199</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>6182.0</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>Traffic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Video - IG - Power is Power</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>GoT Interest - IG</td>\n",
       "      <td>1.1</td>\n",
       "      <td>CPA</td>\n",
       "      <td>60</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2019-04-22T15:45:09-0400</td>\n",
       "      <td>514.0</td>\n",
       "      <td>actions:link_click</td>\n",
       "      <td>100762</td>\n",
       "      <td>112564</td>\n",
       "      <td>0.501848</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>257.95</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>1.117127</td>\n",
       "      <td>511.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>514.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>514.0</td>\n",
       "      <td>3696.0</td>\n",
       "      <td>106086.0</td>\n",
       "      <td>28128.0</td>\n",
       "      <td>28128.0</td>\n",
       "      <td>Traffic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>IG Story - Power is Power</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>GoT Interest - IG Story</td>\n",
       "      <td>1.1</td>\n",
       "      <td>CPA</td>\n",
       "      <td>80</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2019-04-22T15:45:09-0400</td>\n",
       "      <td>917.0</td>\n",
       "      <td>actions:link_click</td>\n",
       "      <td>88107</td>\n",
       "      <td>93251</td>\n",
       "      <td>0.333043</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>305.40</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>1.058384</td>\n",
       "      <td>901.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>917.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>917.0</td>\n",
       "      <td>2164.0</td>\n",
       "      <td>82057.0</td>\n",
       "      <td>14932.0</td>\n",
       "      <td>14932.0</td>\n",
       "      <td>Traffic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Video - FB - Power is Power</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>SZA, Travis, Weeknd Interest - FB</td>\n",
       "      <td>1.1</td>\n",
       "      <td>CPA</td>\n",
       "      <td>10</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2019-04-23T09:49:36-0400</td>\n",
       "      <td>16.0</td>\n",
       "      <td>actions:link_click</td>\n",
       "      <td>4385</td>\n",
       "      <td>4778</td>\n",
       "      <td>1.978750</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>31.66</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>1.089624</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>3798.0</td>\n",
       "      <td>881.0</td>\n",
       "      <td>881.0</td>\n",
       "      <td>Traffic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Video - IG - Power is Power</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>SZA, Travis, Weeknd Interest - IG</td>\n",
       "      <td>1.1</td>\n",
       "      <td>CPA</td>\n",
       "      <td>60</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2019-04-22T15:45:09-0400</td>\n",
       "      <td>773.0</td>\n",
       "      <td>actions:link_click</td>\n",
       "      <td>199382</td>\n",
       "      <td>231875</td>\n",
       "      <td>0.445964</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>344.73</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>1.162969</td>\n",
       "      <td>767.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>773.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>773.0</td>\n",
       "      <td>5336.0</td>\n",
       "      <td>218510.0</td>\n",
       "      <td>43431.0</td>\n",
       "      <td>43431.0</td>\n",
       "      <td>Traffic</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Reporting Starts Reporting Ends                      Ad Name  \\\n",
       "0       2019-01-01     2020-08-31  Video - FB - Power is Power   \n",
       "1       2019-01-01     2020-08-31  Video - IG - Power is Power   \n",
       "2       2019-01-01     2020-08-31    IG Story - Power is Power   \n",
       "3       2019-01-01     2020-08-31  Video - FB - Power is Power   \n",
       "4       2019-01-01     2020-08-31  Video - IG - Power is Power   \n",
       "\n",
       "      Ad Delivery                        Ad Set Name  Bid Bid Type  \\\n",
       "0  not_delivering                  GoT Interest - FB  1.1      CPA   \n",
       "1  not_delivering                  GoT Interest - IG  1.1      CPA   \n",
       "2  not_delivering            GoT Interest - IG Story  1.1      CPA   \n",
       "3  not_delivering  SZA, Travis, Weeknd Interest - FB  1.1      CPA   \n",
       "4  not_delivering  SZA, Travis, Weeknd Interest - IG  1.1      CPA   \n",
       "\n",
       "  Ad Set Budget Ad Set Budget Type     Last Significant Edit  Results  \\\n",
       "0            10              Daily  2019-04-23T09:49:36-0400     22.0   \n",
       "1            60              Daily  2019-04-22T15:45:09-0400    514.0   \n",
       "2            80              Daily  2019-04-22T15:45:09-0400    917.0   \n",
       "3            10              Daily  2019-04-23T09:49:36-0400     16.0   \n",
       "4            60              Daily  2019-04-22T15:45:09-0400    773.0   \n",
       "\n",
       "     Result Indicator   Reach  Impressions  Cost per Results Quality Ranking  \\\n",
       "0  actions:link_click    6940         7448          1.505455               -   \n",
       "1  actions:link_click  100762       112564          0.501848               -   \n",
       "2  actions:link_click   88107        93251          0.333043               -   \n",
       "3  actions:link_click    4385         4778          1.978750               -   \n",
       "4  actions:link_click  199382       231875          0.445964               -   \n",
       "\n",
       "  Engagement Rate Ranking Conversion Rate Ranking  Amount Spent (USD)  \\\n",
       "0                       -                       -               33.12   \n",
       "1                       -                       -              257.95   \n",
       "2                       -                       -              305.40   \n",
       "3                       -                       -               31.66   \n",
       "4                       -                       -              344.73   \n",
       "\n",
       "      Ends  Frequency  Unique Link Clicks  Landing Page Views  Link Clicks  \\\n",
       "0  Ongoing   1.073199                22.0                 NaN         22.0   \n",
       "1  Ongoing   1.117127               511.0                 NaN        514.0   \n",
       "2  Ongoing   1.058384               901.0                 NaN        917.0   \n",
       "3  Ongoing   1.089624                16.0                 NaN         16.0   \n",
       "4  Ongoing   1.162969               767.0                 NaN        773.0   \n",
       "\n",
       "   Cost per Landing Page View (USD)  Outbound Clicks  ThruPlays  Video Plays  \\\n",
       "0                               NaN             22.0      290.0       6182.0   \n",
       "1                               NaN            514.0     3696.0     106086.0   \n",
       "2                               NaN            917.0     2164.0      82057.0   \n",
       "3                               NaN             16.0      160.0       3798.0   \n",
       "4                               NaN            773.0     5336.0     218510.0   \n",
       "\n",
       "   Post Engagement  Page Engagement Objective  \n",
       "0           1947.0           1947.0   Traffic  \n",
       "1          28128.0          28128.0   Traffic  \n",
       "2          14932.0          14932.0   Traffic  \n",
       "3            881.0            881.0   Traffic  \n",
       "4          43431.0          43431.0   Traffic  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Brand Awareness',\n",
       " 'CONVERSIONS',\n",
       " 'Engagement',\n",
       " 'Event Responses',\n",
       " 'Lead Generation',\n",
       " 'Messages',\n",
       " 'Reach',\n",
       " 'Traffic',\n",
       " 'Video Views'}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(data['Objective'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2019-01-01'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Reporting Starts'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "data['cost_per_ThruPlays'] = data['Amount Spent (USD)'] / data['ThruPlays']\n",
    "data['cost_per_outbound_clicks'] = data['Amount Spent (USD)'] / data['Outbound Clicks']\n",
    "# data = data.dropna(subset = ['cost_per_ThruPlays'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>cost_per_outbound_clicks</th>\n",
       "      <th>cost_per_ThruPlays</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.034693</td>\n",
       "      <td>0.042133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cost_per_outbound_clicks</th>\n",
       "      <td>0.034693</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.014783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cost_per_ThruPlays</th>\n",
       "      <td>0.042133</td>\n",
       "      <td>0.014783</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Amount Spent (USD)  cost_per_outbound_clicks  \\\n",
       "Amount Spent (USD)                  1.000000                  0.034693   \n",
       "cost_per_outbound_clicks            0.034693                  1.000000   \n",
       "cost_per_ThruPlays                  0.042133                  0.014783   \n",
       "\n",
       "                          cost_per_ThruPlays  \n",
       "Amount Spent (USD)                  0.042133  \n",
       "cost_per_outbound_clicks            0.014783  \n",
       "cost_per_ThruPlays                  1.000000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['Amount Spent (USD)', 'cost_per_outbound_clicks', 'cost_per_ThruPlays']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def scatter_plot(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x105c922d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(data['Amount Spent (USD)']), np.log10(data['cost_per_outbound_clicks']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x125b52f90>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(data['Amount Spent (USD)']), np.log10(data['cost_per_ThruPlays']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- These plots basically state the fact that there is no or little correlation between the amount of money you spent and cost per actions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Conversion Exploration "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "conversions = data[data.Objective == 'CONVERSIONS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Starts</th>\n",
       "      <th>Reporting Ends</th>\n",
       "      <th>Ad Name</th>\n",
       "      <th>Ad Delivery</th>\n",
       "      <th>Ad Set Name</th>\n",
       "      <th>Bid</th>\n",
       "      <th>Bid Type</th>\n",
       "      <th>Ad Set Budget</th>\n",
       "      <th>Ad Set Budget Type</th>\n",
       "      <th>Last Significant Edit</th>\n",
       "      <th>Results</th>\n",
       "      <th>Result Indicator</th>\n",
       "      <th>Reach</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Cost per Results</th>\n",
       "      <th>Quality Ranking</th>\n",
       "      <th>Engagement Rate Ranking</th>\n",
       "      <th>Conversion Rate Ranking</th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Ends</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Unique Link Clicks</th>\n",
       "      <th>Landing Page Views</th>\n",
       "      <th>Link Clicks</th>\n",
       "      <th>Cost per Landing Page View (USD)</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <th>ThruPlays</th>\n",
       "      <th>Video Plays</th>\n",
       "      <th>Post Engagement</th>\n",
       "      <th>Page Engagement</th>\n",
       "      <th>Objective</th>\n",
       "      <th>cost_per_ThruPlays</th>\n",
       "      <th>cost_per_outbound_clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1108</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>FB Engaged | Stories | Homepage</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Blink-182 | NineSpace | FB Engaged | Stories</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-08-27T11:27:39-0400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8138</td>\n",
       "      <td>8487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.64</td>\n",
       "      <td>2019-09-05</td>\n",
       "      <td>1.042885</td>\n",
       "      <td>160.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>0.094069</td>\n",
       "      <td>162.0</td>\n",
       "      <td>818.0</td>\n",
       "      <td>7811.0</td>\n",
       "      <td>1697.0</td>\n",
       "      <td>1697.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.016675</td>\n",
       "      <td>0.084198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>FB Engaged | Stories | Friends</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Blink-182 | NineSpace | FB Engaged | Stories</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-08-27T11:27:39-0400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4808</td>\n",
       "      <td>4988</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.03</td>\n",
       "      <td>2019-09-05</td>\n",
       "      <td>1.037438</td>\n",
       "      <td>168.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>0.094420</td>\n",
       "      <td>169.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>4538.0</td>\n",
       "      <td>1860.0</td>\n",
       "      <td>1860.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.013687</td>\n",
       "      <td>0.077101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar | Stories | Friends - Copy</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Blink-182 | NineSpace | Warped | Stories</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5200</td>\n",
       "      <td>5448</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>22.75</td>\n",
       "      <td>2019-09-05</td>\n",
       "      <td>1.047692</td>\n",
       "      <td>145.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>0.169776</td>\n",
       "      <td>147.0</td>\n",
       "      <td>840.0</td>\n",
       "      <td>5029.0</td>\n",
       "      <td>1678.0</td>\n",
       "      <td>1678.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.027083</td>\n",
       "      <td>0.154762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Jeff Lynne's ELO | From Out Of | Affinity |  D...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Jeff Lynne's ELO | From Out Of | Affinity</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-09-26T14:18:16-0400</td>\n",
       "      <td>1.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_view_content</td>\n",
       "      <td>2418</td>\n",
       "      <td>2742</td>\n",
       "      <td>19.450000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.45</td>\n",
       "      <td>2019-10-06</td>\n",
       "      <td>1.133995</td>\n",
       "      <td>112.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>114.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>114.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>966.0</td>\n",
       "      <td>966.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.094878</td>\n",
       "      <td>0.170614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1378</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Sundown | Engagers | Sundown Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Engagers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-10-07T10:57:46-0400</td>\n",
       "      <td>20.0</td>\n",
       "      <td>actions:offsite_conversion.custom.507101030122640</td>\n",
       "      <td>3967</td>\n",
       "      <td>4330</td>\n",
       "      <td>1.193500</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.87</td>\n",
       "      <td>2019-10-10</td>\n",
       "      <td>1.091505</td>\n",
       "      <td>379.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>0.067812</td>\n",
       "      <td>384.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>3437.0</td>\n",
       "      <td>2355.0</td>\n",
       "      <td>2355.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.045208</td>\n",
       "      <td>0.062161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lil Tjay | T2M | Engaged | Studio</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Lil Tjay | T2M | Engaged</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-10-13T13:48:49-0400</td>\n",
       "      <td>12.0</td>\n",
       "      <td>actions:offsite_conversion.custom.915327222187944</td>\n",
       "      <td>1344</td>\n",
       "      <td>1571</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>5.98</td>\n",
       "      <td>2019-10-16</td>\n",
       "      <td>1.168899</td>\n",
       "      <td>102.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>0.074750</td>\n",
       "      <td>102.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.033039</td>\n",
       "      <td>0.058627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lil Tjay | T2M | LAL | 711</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Lil Tjay | T2M | LAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-10-13T13:48:49-0400</td>\n",
       "      <td>30.0</td>\n",
       "      <td>actions:offsite_conversion.custom.915327222187944</td>\n",
       "      <td>7038</td>\n",
       "      <td>7450</td>\n",
       "      <td>0.906667</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>27.20</td>\n",
       "      <td>2019-10-16</td>\n",
       "      <td>1.058539</td>\n",
       "      <td>675.0</td>\n",
       "      <td>579.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>0.046978</td>\n",
       "      <td>680.0</td>\n",
       "      <td>2638.0</td>\n",
       "      <td>6342.0</td>\n",
       "      <td>4531.0</td>\n",
       "      <td>4531.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.010311</td>\n",
       "      <td>0.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1752</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Madeon | Good Faith | RT + CRM | Trailer 360</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Madeon | Be Fine Boost | RT + CRM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-11-15T13:20:43-0500</td>\n",
       "      <td>7.0</td>\n",
       "      <td>actions:offsite_conversion.custom.247500245942...</td>\n",
       "      <td>1987</td>\n",
       "      <td>3675</td>\n",
       "      <td>3.774286</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26.42</td>\n",
       "      <td>2019-11-21</td>\n",
       "      <td>1.849522</td>\n",
       "      <td>122.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>0.281064</td>\n",
       "      <td>135.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>2793.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.119548</td>\n",
       "      <td>0.195704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1762</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Imperfections | Celine Affinity | Still Out No...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Celine Dion | Imperfections Video | RT + CRM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-11-22T17:50:08-0500</td>\n",
       "      <td>71.0</td>\n",
       "      <td>actions:offsite_conversion.custom.398030894409462</td>\n",
       "      <td>1206</td>\n",
       "      <td>1845</td>\n",
       "      <td>0.195070</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.85</td>\n",
       "      <td>2019-11-27</td>\n",
       "      <td>1.529851</td>\n",
       "      <td>120.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>0.123661</td>\n",
       "      <td>130.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>266.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.106538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1765</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Imperfections | Celine Affinity | MV Out Now R...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Celine Dion | Imperfections Video | Similar</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-11-22T17:50:08-0500</td>\n",
       "      <td>50.0</td>\n",
       "      <td>actions:offsite_conversion.custom.398030894409462</td>\n",
       "      <td>1677</td>\n",
       "      <td>1785</td>\n",
       "      <td>0.438000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>21.90</td>\n",
       "      <td>2019-11-27</td>\n",
       "      <td>1.064401</td>\n",
       "      <td>140.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>0.173810</td>\n",
       "      <td>141.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>1494.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.059350</td>\n",
       "      <td>0.155319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1766</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Imperfections | Celine Affinity | MV Out Now R...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Celine Dion | Imperfections Video | Engaged</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-11-22T17:50:08-0500</td>\n",
       "      <td>77.0</td>\n",
       "      <td>actions:offsite_conversion.custom.398030894409462</td>\n",
       "      <td>2381</td>\n",
       "      <td>2813</td>\n",
       "      <td>0.415195</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>31.97</td>\n",
       "      <td>2019-11-27</td>\n",
       "      <td>1.181436</td>\n",
       "      <td>259.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>0.134328</td>\n",
       "      <td>265.0</td>\n",
       "      <td>774.0</td>\n",
       "      <td>2344.0</td>\n",
       "      <td>1942.0</td>\n",
       "      <td>1942.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.041305</td>\n",
       "      <td>0.120642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2421</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Spirits SVOD | JD | 15s Spot Forbes Meticulous</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Spirits SVOD | Joy Division</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-24T15:04:43-0500</td>\n",
       "      <td>44.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464635957564108</td>\n",
       "      <td>5574</td>\n",
       "      <td>7723</td>\n",
       "      <td>0.662045</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.13</td>\n",
       "      <td>2020-02-16</td>\n",
       "      <td>1.385540</td>\n",
       "      <td>129.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.274811</td>\n",
       "      <td>131.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>6069.0</td>\n",
       "      <td>2557.0</td>\n",
       "      <td>2557.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.063326</td>\n",
       "      <td>0.222366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2507</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Spirits SVOD | NIN | 15s Spot Forbes Gold</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Spirits SVOD | NIN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464635957564108</td>\n",
       "      <td>4422</td>\n",
       "      <td>5224</td>\n",
       "      <td>0.630000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.94</td>\n",
       "      <td>2020-02-16</td>\n",
       "      <td>1.181366</td>\n",
       "      <td>99.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.291951</td>\n",
       "      <td>103.0</td>\n",
       "      <td>376.0</td>\n",
       "      <td>4364.0</td>\n",
       "      <td>1788.0</td>\n",
       "      <td>1788.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.063670</td>\n",
       "      <td>0.232427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3024</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Taylor Swift F25-49 | Feed V2</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Gaslighter Out Now FB | Taylor Swift F25-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-04T22:19:41-0500</td>\n",
       "      <td>83.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>4009</td>\n",
       "      <td>4045</td>\n",
       "      <td>0.370241</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>30.73</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.008980</td>\n",
       "      <td>309.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>0.112153</td>\n",
       "      <td>312.0</td>\n",
       "      <td>601.0</td>\n",
       "      <td>3495.0</td>\n",
       "      <td>1591.0</td>\n",
       "      <td>1591.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.051131</td>\n",
       "      <td>0.098494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3027</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lib F18-49 | Feed V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Gaslighter Out Now FB | Lib F18-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>1695</td>\n",
       "      <td>1743</td>\n",
       "      <td>0.380294</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.93</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.028319</td>\n",
       "      <td>102.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>0.139032</td>\n",
       "      <td>102.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.037587</td>\n",
       "      <td>0.126765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3028</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Carrie Miranda F25-49 | Feed V2</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Gaslighter Out Now FB | Carrie Miranda F25-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-04T22:19:41-0500</td>\n",
       "      <td>56.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>2200</td>\n",
       "      <td>2228</td>\n",
       "      <td>0.288036</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>16.13</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.012727</td>\n",
       "      <td>182.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>0.100812</td>\n",
       "      <td>185.0</td>\n",
       "      <td>348.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>914.0</td>\n",
       "      <td>914.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.046351</td>\n",
       "      <td>0.087189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3030</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Dixie Chicks 18+ | Feed V2</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Gaslighter Out Now FB | Dixie Chicks A18+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-04T22:19:41-0500</td>\n",
       "      <td>137.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>2371</td>\n",
       "      <td>2422</td>\n",
       "      <td>0.149927</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.54</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.021510</td>\n",
       "      <td>289.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>0.082160</td>\n",
       "      <td>293.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>2062.0</td>\n",
       "      <td>1436.0</td>\n",
       "      <td>1436.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.038609</td>\n",
       "      <td>0.070102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3039</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LDR A18-49 | Feed V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Gaslighter Out Now FB | LDR A18-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>1617</td>\n",
       "      <td>1680</td>\n",
       "      <td>0.267600</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.38</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.038961</td>\n",
       "      <td>156.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>0.100601</td>\n",
       "      <td>157.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>1322.0</td>\n",
       "      <td>803.0</td>\n",
       "      <td>803.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.041813</td>\n",
       "      <td>0.085223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3042</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Country Pop A18+ | Feed V2</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Gaslighter Out Now FB | Country Pop A18+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-04T22:46:03-0500</td>\n",
       "      <td>64.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>1983</td>\n",
       "      <td>2061</td>\n",
       "      <td>0.298906</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.13</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.039334</td>\n",
       "      <td>190.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>0.110578</td>\n",
       "      <td>192.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>1676.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.046320</td>\n",
       "      <td>0.099635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3052</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lib F18-49 | Feed V3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Gaslighter Out Now FB | Lib F18-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>2496</td>\n",
       "      <td>2537</td>\n",
       "      <td>0.519487</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.26</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.016426</td>\n",
       "      <td>212.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.110710</td>\n",
       "      <td>214.0</td>\n",
       "      <td>590.0</td>\n",
       "      <td>2128.0</td>\n",
       "      <td>1523.0</td>\n",
       "      <td>1523.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.034339</td>\n",
       "      <td>0.094673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3055</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Country Pop A18+ | Feed V3</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Gaslighter Out Now FB | Country Pop A18+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-04T22:46:03-0500</td>\n",
       "      <td>62.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>2475</td>\n",
       "      <td>2548</td>\n",
       "      <td>0.427097</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26.48</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.029495</td>\n",
       "      <td>346.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>0.089158</td>\n",
       "      <td>347.0</td>\n",
       "      <td>840.0</td>\n",
       "      <td>2129.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.031524</td>\n",
       "      <td>0.076311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3059</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LDR A18-49 | Feed V3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Gaslighter Out Now FB | LDR A18-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>3174</td>\n",
       "      <td>3268</td>\n",
       "      <td>0.629091</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>27.68</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.029616</td>\n",
       "      <td>517.0</td>\n",
       "      <td>443.0</td>\n",
       "      <td>520.0</td>\n",
       "      <td>0.062483</td>\n",
       "      <td>520.0</td>\n",
       "      <td>930.0</td>\n",
       "      <td>2826.0</td>\n",
       "      <td>2402.0</td>\n",
       "      <td>2402.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.029763</td>\n",
       "      <td>0.053231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3062</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Gaslighter A18+ | Feed V3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Gaslighter Out Now FB | Gaslighter A18+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>731</td>\n",
       "      <td>781</td>\n",
       "      <td>0.196176</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>6.67</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.068399</td>\n",
       "      <td>129.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>0.055583</td>\n",
       "      <td>129.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.021869</td>\n",
       "      <td>0.051705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3064</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Carrie Miranda F25-49 | Feed V2 YT</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Gaslighter Out Now FB | Carrie Miranda F25-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-04T22:19:41-0500</td>\n",
       "      <td>361.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>4680</td>\n",
       "      <td>4972</td>\n",
       "      <td>0.084543</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>30.52</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.062393</td>\n",
       "      <td>363.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>0.090296</td>\n",
       "      <td>366.0</td>\n",
       "      <td>741.0</td>\n",
       "      <td>3263.0</td>\n",
       "      <td>1792.0</td>\n",
       "      <td>1792.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.041188</td>\n",
       "      <td>0.083388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3075</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Bern F18-49 | Feed V2 YT</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Gaslighter Out Now FB | Bern F18-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-04T22:46:03-0500</td>\n",
       "      <td>259.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>3376</td>\n",
       "      <td>3543</td>\n",
       "      <td>0.094440</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>24.46</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.049467</td>\n",
       "      <td>259.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>0.099431</td>\n",
       "      <td>260.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>2375.0</td>\n",
       "      <td>1447.0</td>\n",
       "      <td>1447.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.040767</td>\n",
       "      <td>0.094077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3081</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>CBS Sunday A18+ | Feed V2 YT</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Gaslighter Out Now FB | CBS Sunday A18+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>actions:offsite_conversion.custom.638722173613802</td>\n",
       "      <td>1948</td>\n",
       "      <td>2214</td>\n",
       "      <td>0.053907</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15.04</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>1.136550</td>\n",
       "      <td>278.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>0.056330</td>\n",
       "      <td>285.0</td>\n",
       "      <td>388.0</td>\n",
       "      <td>926.0</td>\n",
       "      <td>986.0</td>\n",
       "      <td>986.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.038763</td>\n",
       "      <td>0.052772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3181</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lento Feeds | Shakira | MV V2 Chorus</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Eng | Lento Feeds | Shakira</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-24T13:02:10-0400</td>\n",
       "      <td>61.0</td>\n",
       "      <td>actions:offsite_conversion.custom.296547313680...</td>\n",
       "      <td>3326</td>\n",
       "      <td>3810</td>\n",
       "      <td>0.394754</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>24.08</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>1.145520</td>\n",
       "      <td>117.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.238416</td>\n",
       "      <td>117.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>3353.0</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.072312</td>\n",
       "      <td>0.205812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3185</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lento Feeds | Shakira | MV V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Eng | Lento Feeds | Shakira</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-24T13:02:10-0400</td>\n",
       "      <td>30.0</td>\n",
       "      <td>actions:offsite_conversion.custom.296547313680...</td>\n",
       "      <td>2344</td>\n",
       "      <td>2549</td>\n",
       "      <td>0.520333</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15.61</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>1.087457</td>\n",
       "      <td>104.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0.179425</td>\n",
       "      <td>104.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>2142.0</td>\n",
       "      <td>1126.0</td>\n",
       "      <td>1126.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.094036</td>\n",
       "      <td>0.150096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3186</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lento Feeds | 5H | MV V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Eng | Lento Feeds | 5H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-24T13:02:10-0400</td>\n",
       "      <td>44.0</td>\n",
       "      <td>actions:offsite_conversion.custom.296547313680...</td>\n",
       "      <td>4121</td>\n",
       "      <td>4927</td>\n",
       "      <td>0.607273</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26.72</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>1.195584</td>\n",
       "      <td>261.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>0.115172</td>\n",
       "      <td>271.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>4303.0</td>\n",
       "      <td>2697.0</td>\n",
       "      <td>2697.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.053016</td>\n",
       "      <td>0.098598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3188</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lento Feeds | 5H | MV V2 Chorus</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Eng | Lento Feeds | 5H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-24T13:02:10-0400</td>\n",
       "      <td>36.0</td>\n",
       "      <td>actions:offsite_conversion.custom.296547313680...</td>\n",
       "      <td>2933</td>\n",
       "      <td>3554</td>\n",
       "      <td>0.575278</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.71</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>1.211729</td>\n",
       "      <td>137.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0.184911</td>\n",
       "      <td>140.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>3142.0</td>\n",
       "      <td>1554.0</td>\n",
       "      <td>1554.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.067902</td>\n",
       "      <td>0.147929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3194</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lento Feeds | 5H | MV V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Esp | Lento Feeds | 5H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-24T13:02:10-0400</td>\n",
       "      <td>33.0</td>\n",
       "      <td>actions:offsite_conversion.custom.296547313680...</td>\n",
       "      <td>2749</td>\n",
       "      <td>3141</td>\n",
       "      <td>0.429697</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.18</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>1.142597</td>\n",
       "      <td>197.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>0.085939</td>\n",
       "      <td>199.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>2818.0</td>\n",
       "      <td>1772.0</td>\n",
       "      <td>1772.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.039499</td>\n",
       "      <td>0.071256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3196</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lento Feeds | Camila | MV V2 Chorus</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Esp | Lento Feeds | Camila</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-24T13:02:10-0400</td>\n",
       "      <td>36.0</td>\n",
       "      <td>actions:offsite_conversion.custom.296547313680...</td>\n",
       "      <td>2686</td>\n",
       "      <td>3055</td>\n",
       "      <td>0.406944</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.65</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>1.137379</td>\n",
       "      <td>102.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0.170349</td>\n",
       "      <td>104.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>2726.0</td>\n",
       "      <td>1475.0</td>\n",
       "      <td>1475.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.048997</td>\n",
       "      <td>0.140865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3198</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Lento Feeds | Camila | MV V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Esp | Lento Feeds | Camila</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-24T13:02:10-0400</td>\n",
       "      <td>31.0</td>\n",
       "      <td>actions:offsite_conversion.custom.296547313680...</td>\n",
       "      <td>3507</td>\n",
       "      <td>3870</td>\n",
       "      <td>0.553871</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.17</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>1.103507</td>\n",
       "      <td>160.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>0.125328</td>\n",
       "      <td>163.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.053158</td>\n",
       "      <td>0.105337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3333</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>YAYF | LAL | BS Clip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | YAYF | LAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-03T15:16:31-0400</td>\n",
       "      <td>111.0</td>\n",
       "      <td>actions:offsite_conversion.custom.245642803242025</td>\n",
       "      <td>2651</td>\n",
       "      <td>2754</td>\n",
       "      <td>0.098378</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>10.92</td>\n",
       "      <td>2020-04-09</td>\n",
       "      <td>1.038853</td>\n",
       "      <td>118.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>0.098378</td>\n",
       "      <td>120.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>2219.0</td>\n",
       "      <td>736.0</td>\n",
       "      <td>736.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.040444</td>\n",
       "      <td>0.091000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3338</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>YAYF | Eng | BS Clip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | YAYF | Eng</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-03T15:16:31-0400</td>\n",
       "      <td>257.0</td>\n",
       "      <td>actions:offsite_conversion.custom.245642803242025</td>\n",
       "      <td>2731</td>\n",
       "      <td>3072</td>\n",
       "      <td>0.067121</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.25</td>\n",
       "      <td>2020-04-09</td>\n",
       "      <td>1.124863</td>\n",
       "      <td>283.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>0.066092</td>\n",
       "      <td>291.0</td>\n",
       "      <td>430.0</td>\n",
       "      <td>2388.0</td>\n",
       "      <td>1157.0</td>\n",
       "      <td>1157.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.040116</td>\n",
       "      <td>0.059278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3401</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Indoor Friends | LB Eng | Art</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Blend | Indoor Friends | LB Engagers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>actions:offsite_conversion.custom.153928222656153</td>\n",
       "      <td>5782</td>\n",
       "      <td>6466</td>\n",
       "      <td>0.120067</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.89</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>1.118298</td>\n",
       "      <td>146.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>0.137615</td>\n",
       "      <td>147.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>5372.0</td>\n",
       "      <td>2059.0</td>\n",
       "      <td>2059.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.038064</td>\n",
       "      <td>0.121701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3419</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Columbia Merch | Columbia IG | Sweats Sale - V...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Columbia Merch | Columbia IG 40+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-10T17:27:55-0400</td>\n",
       "      <td>234.0</td>\n",
       "      <td>actions:offsite_conversion.custom.351642148509...</td>\n",
       "      <td>3852</td>\n",
       "      <td>7366</td>\n",
       "      <td>0.100684</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.56</td>\n",
       "      <td>2020-04-19</td>\n",
       "      <td>1.912253</td>\n",
       "      <td>100.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>0.226538</td>\n",
       "      <td>106.0</td>\n",
       "      <td>505.0</td>\n",
       "      <td>6007.0</td>\n",
       "      <td>1345.0</td>\n",
       "      <td>1345.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.046653</td>\n",
       "      <td>0.222264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3460</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Bob Dylan RT | Telegraph Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Bob Dylan RT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:44:24-0400</td>\n",
       "      <td>57.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>1273</td>\n",
       "      <td>1360</td>\n",
       "      <td>0.156316</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8.91</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.068342</td>\n",
       "      <td>124.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>0.307241</td>\n",
       "      <td>138.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.064565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3462</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Bob Dylan RT | NME Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Bob Dylan RT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:44:24-0400</td>\n",
       "      <td>47.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>1573</td>\n",
       "      <td>1760</td>\n",
       "      <td>0.223191</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>10.49</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.118881</td>\n",
       "      <td>188.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>0.249762</td>\n",
       "      <td>205.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>397.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.051171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3468</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Alt Rock 2 | NME Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Alt Rock 2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:44:24-0400</td>\n",
       "      <td>39.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>3306</td>\n",
       "      <td>3459</td>\n",
       "      <td>0.506410</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.75</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.046279</td>\n",
       "      <td>169.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>0.681034</td>\n",
       "      <td>183.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>326.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.107923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3481</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Publishers A25+ | Telegraph Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Publishers A25+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T16:54:18-0400</td>\n",
       "      <td>21.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>3635</td>\n",
       "      <td>3806</td>\n",
       "      <td>0.669048</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.05</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.047043</td>\n",
       "      <td>110.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.702500</td>\n",
       "      <td>115.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>211.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.122174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3488</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Bob Dylan Affinity| NME Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Bob Dylan Affinity</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:44:24-0400</td>\n",
       "      <td>74.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>3640</td>\n",
       "      <td>4086</td>\n",
       "      <td>0.238919</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.68</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.122527</td>\n",
       "      <td>350.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>0.294667</td>\n",
       "      <td>364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>793.0</td>\n",
       "      <td>793.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.048571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Classic Rock | Telegraph Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Classic Rock Artists</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:44:24-0400</td>\n",
       "      <td>25.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>2599</td>\n",
       "      <td>2715</td>\n",
       "      <td>0.446400</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>11.16</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.044633</td>\n",
       "      <td>110.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>0.465000</td>\n",
       "      <td>121.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>187.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.092231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3512</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | Diplo Country Spotify | Pseudo</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | Do Si Do | Diplo Country Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>2765</td>\n",
       "      <td>3028</td>\n",
       "      <td>0.114876</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.90</td>\n",
       "      <td>2020-04-23</td>\n",
       "      <td>1.095118</td>\n",
       "      <td>129.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>0.115833</td>\n",
       "      <td>130.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>2192.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.087421</td>\n",
       "      <td>0.106923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3513</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | Diplo Country Apple | Flyer</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | Do Si Do | Diplo Country Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>2970</td>\n",
       "      <td>3238</td>\n",
       "      <td>0.142824</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>18.71</td>\n",
       "      <td>2020-04-23</td>\n",
       "      <td>1.090236</td>\n",
       "      <td>138.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.145039</td>\n",
       "      <td>139.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>2459.0</td>\n",
       "      <td>785.0</td>\n",
       "      <td>785.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.129931</td>\n",
       "      <td>0.134604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3531</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Publishers A25+ | RS Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Publishers A25+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T16:54:18-0400</td>\n",
       "      <td>46.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>7274</td>\n",
       "      <td>7877</td>\n",
       "      <td>0.411522</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>18.93</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.082898</td>\n",
       "      <td>249.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>0.357170</td>\n",
       "      <td>260.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>392.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.072808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3540</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Publishers A25+ | RS Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Classic Rock Artists</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:44:24-0400</td>\n",
       "      <td>16.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>3343</td>\n",
       "      <td>3636</td>\n",
       "      <td>0.588125</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>9.41</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.087646</td>\n",
       "      <td>111.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>0.448095</td>\n",
       "      <td>118.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>227.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.079746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3541</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Publishers A25+ | RS Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Bob Dylan RT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:44:24-0400</td>\n",
       "      <td>43.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>1993</td>\n",
       "      <td>2244</td>\n",
       "      <td>0.274186</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>11.79</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.125941</td>\n",
       "      <td>195.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>0.280714</td>\n",
       "      <td>207.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>408.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.056957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3544</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MMF FB | Publishers A25+ | RS Article</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Alt Rock 2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:44:24-0400</td>\n",
       "      <td>62.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>4956</td>\n",
       "      <td>5431</td>\n",
       "      <td>0.338710</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>21.00</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>1.095843</td>\n",
       "      <td>261.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>0.362069</td>\n",
       "      <td>282.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>504.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.074468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3554</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Zhavia | Waiting | fans | feed spotify sheep</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | Waiting | fans spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:55:09-0400</td>\n",
       "      <td>231.0</td>\n",
       "      <td>actions:offsite_conversion.custom.566546464242835</td>\n",
       "      <td>5180</td>\n",
       "      <td>6906</td>\n",
       "      <td>0.089524</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.68</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.333205</td>\n",
       "      <td>272.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>0.091101</td>\n",
       "      <td>278.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>4740.0</td>\n",
       "      <td>1304.0</td>\n",
       "      <td>1304.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.075200</td>\n",
       "      <td>0.074388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3556</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Zhavia | Waiting | similar | feed apple sheep</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | Waiting | similar Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17T18:55:09-0400</td>\n",
       "      <td>163.0</td>\n",
       "      <td>actions:offsite_conversion.custom.566546464242835</td>\n",
       "      <td>6152</td>\n",
       "      <td>7023</td>\n",
       "      <td>0.125706</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.49</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.141580</td>\n",
       "      <td>187.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>0.128062</td>\n",
       "      <td>187.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>5320.0</td>\n",
       "      <td>1255.0</td>\n",
       "      <td>1255.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.090664</td>\n",
       "      <td>0.109572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3565</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Foul Play | Similar Apple | Boost</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Foul Play | Similar Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>actions:offsite_conversion.custom.554031325231021</td>\n",
       "      <td>6160</td>\n",
       "      <td>7269</td>\n",
       "      <td>0.125733</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>18.86</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.180032</td>\n",
       "      <td>175.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>0.128299</td>\n",
       "      <td>175.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>5871.0</td>\n",
       "      <td>1302.0</td>\n",
       "      <td>1302.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.104199</td>\n",
       "      <td>0.107771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3568</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Foul Play | Engagers Spotify | Boost</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Foul Play | Engagers Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>actions:offsite_conversion.custom.554031325231021</td>\n",
       "      <td>2457</td>\n",
       "      <td>3368</td>\n",
       "      <td>0.115000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>9.66</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.370777</td>\n",
       "      <td>106.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.117805</td>\n",
       "      <td>108.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>2689.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.091132</td>\n",
       "      <td>0.089444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3569</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Foul Play | Engagers Apple | Vis 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Foul Play | Engagers Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>actions:offsite_conversion.custom.554031325231021</td>\n",
       "      <td>2893</td>\n",
       "      <td>5818</td>\n",
       "      <td>0.104053</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.77</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>2.011061</td>\n",
       "      <td>195.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>0.106290</td>\n",
       "      <td>210.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>4899.0</td>\n",
       "      <td>1436.0</td>\n",
       "      <td>1436.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.083771</td>\n",
       "      <td>0.094143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3573</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>321 | Retargeting | OTIA VOD</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 321 | Retargeting</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464930747455374</td>\n",
       "      <td>3261</td>\n",
       "      <td>4346</td>\n",
       "      <td>0.447679</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>25.07</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.332720</td>\n",
       "      <td>253.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>254.0</td>\n",
       "      <td>0.109000</td>\n",
       "      <td>254.0</td>\n",
       "      <td>605.0</td>\n",
       "      <td>3700.0</td>\n",
       "      <td>1871.0</td>\n",
       "      <td>1871.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.041438</td>\n",
       "      <td>0.098701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3597</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>321 | Collab Spotify | Trailer</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 321 | Collab Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-30T15:26:41-0400</td>\n",
       "      <td>138.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464930747455374</td>\n",
       "      <td>4770</td>\n",
       "      <td>5854</td>\n",
       "      <td>0.212536</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.33</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.227254</td>\n",
       "      <td>149.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>0.218881</td>\n",
       "      <td>152.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>4745.0</td>\n",
       "      <td>1199.0</td>\n",
       "      <td>1199.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.101138</td>\n",
       "      <td>0.192961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3599</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>321 | Collab Amazon | OTIA VOD</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 321 | Collab Amazon</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464930747455374</td>\n",
       "      <td>3234</td>\n",
       "      <td>4359</td>\n",
       "      <td>0.222323</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>22.01</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.347866</td>\n",
       "      <td>107.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.231684</td>\n",
       "      <td>110.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>3437.0</td>\n",
       "      <td>1251.0</td>\n",
       "      <td>1251.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.066495</td>\n",
       "      <td>0.200091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>321 | Collab Apple | OTIA VOD</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 321 | Collab Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-30T15:28:20-0400</td>\n",
       "      <td>110.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464930747455374</td>\n",
       "      <td>4421</td>\n",
       "      <td>5278</td>\n",
       "      <td>0.275455</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>30.30</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.193848</td>\n",
       "      <td>116.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.285849</td>\n",
       "      <td>117.0</td>\n",
       "      <td>329.0</td>\n",
       "      <td>4260.0</td>\n",
       "      <td>1387.0</td>\n",
       "      <td>1387.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.092097</td>\n",
       "      <td>0.258974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>321 | Genre Amazon | OTIA VOD</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 321 | Genre Amazon</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464930747455374</td>\n",
       "      <td>4983</td>\n",
       "      <td>6304</td>\n",
       "      <td>0.214526</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.39</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1.265101</td>\n",
       "      <td>143.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>0.222652</td>\n",
       "      <td>145.0</td>\n",
       "      <td>429.0</td>\n",
       "      <td>5124.0</td>\n",
       "      <td>1566.0</td>\n",
       "      <td>1566.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.068508</td>\n",
       "      <td>0.202690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>800 BC | Engagers | Wetty</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 800 BC | Engagers Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-28T12:33:33-0400</td>\n",
       "      <td>171.0</td>\n",
       "      <td>actions:offsite_conversion.custom.249803682386...</td>\n",
       "      <td>4287</td>\n",
       "      <td>4585</td>\n",
       "      <td>0.083216</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.23</td>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>1.069512</td>\n",
       "      <td>188.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>0.088385</td>\n",
       "      <td>190.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>3703.0</td>\n",
       "      <td>1433.0</td>\n",
       "      <td>1433.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.071150</td>\n",
       "      <td>0.074895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>800 BC | Engagers | Big Drip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 800 BC | Engagers Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-28T12:33:33-0400</td>\n",
       "      <td>165.0</td>\n",
       "      <td>actions:offsite_conversion.custom.249803682386...</td>\n",
       "      <td>4957</td>\n",
       "      <td>5474</td>\n",
       "      <td>0.089030</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.69</td>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>1.104297</td>\n",
       "      <td>179.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.094774</td>\n",
       "      <td>181.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>4424.0</td>\n",
       "      <td>1657.0</td>\n",
       "      <td>1657.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.076911</td>\n",
       "      <td>0.081160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3649</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>800 BC | Radio Spotify | Big Drip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 800 BC | Radio Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-28T12:33:33-0400</td>\n",
       "      <td>191.0</td>\n",
       "      <td>actions:offsite_conversion.custom.249803682386...</td>\n",
       "      <td>7512</td>\n",
       "      <td>9070</td>\n",
       "      <td>0.121990</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.30</td>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>1.207401</td>\n",
       "      <td>237.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>0.126630</td>\n",
       "      <td>243.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>2101.0</td>\n",
       "      <td>2101.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.072813</td>\n",
       "      <td>0.095885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3651</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>800 BC | Radio Apple | Big Drip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 800 BC | Radio Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-28T12:33:33-0400</td>\n",
       "      <td>95.0</td>\n",
       "      <td>actions:offsite_conversion.custom.249803682386...</td>\n",
       "      <td>3144</td>\n",
       "      <td>3486</td>\n",
       "      <td>0.103053</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>9.79</td>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>1.108779</td>\n",
       "      <td>116.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.105269</td>\n",
       "      <td>116.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>2807.0</td>\n",
       "      <td>954.0</td>\n",
       "      <td>954.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.080246</td>\n",
       "      <td>0.084397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3758</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Kina Spot Test\" Stage 1, A...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 1 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>45</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-05T17:22:43-0400</td>\n",
       "      <td>158.0</td>\n",
       "      <td>actions:offsite_conversion.custom.230372485051806</td>\n",
       "      <td>62352</td>\n",
       "      <td>62859</td>\n",
       "      <td>0.151709</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.97</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>1.008131</td>\n",
       "      <td>195.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>0.147963</td>\n",
       "      <td>197.0</td>\n",
       "      <td>578.0</td>\n",
       "      <td>57805.0</td>\n",
       "      <td>3328.0</td>\n",
       "      <td>3328.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.041471</td>\n",
       "      <td>0.121675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3759</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Kina Spot Test\" Stage 1, A...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 2 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>45</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-05T17:22:37-0400</td>\n",
       "      <td>147.0</td>\n",
       "      <td>actions:offsite_conversion.custom.230372485051806</td>\n",
       "      <td>144960</td>\n",
       "      <td>154319</td>\n",
       "      <td>0.178163</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26.19</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>1.064563</td>\n",
       "      <td>208.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>0.179384</td>\n",
       "      <td>211.0</td>\n",
       "      <td>1135.0</td>\n",
       "      <td>140009.0</td>\n",
       "      <td>5691.0</td>\n",
       "      <td>5691.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.023075</td>\n",
       "      <td>0.124123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3760</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Kina Spot Test\" Stage 1, A...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 3 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>10</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-05T17:21:06-0400</td>\n",
       "      <td>74.0</td>\n",
       "      <td>actions:offsite_conversion.custom.230372485051806</td>\n",
       "      <td>49888</td>\n",
       "      <td>50820</td>\n",
       "      <td>0.101081</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>7.48</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>1.018682</td>\n",
       "      <td>116.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.092346</td>\n",
       "      <td>117.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>45270.0</td>\n",
       "      <td>2351.0</td>\n",
       "      <td>2351.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.019378</td>\n",
       "      <td>0.063932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3761</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Kina Spot Test\" Stage 1, A...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 2 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>45</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-05T17:22:37-0400</td>\n",
       "      <td>37.0</td>\n",
       "      <td>actions:offsite_conversion.custom.230372485051806</td>\n",
       "      <td>113344</td>\n",
       "      <td>125083</td>\n",
       "      <td>0.202973</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>7.51</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>1.103570</td>\n",
       "      <td>110.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.183171</td>\n",
       "      <td>110.0</td>\n",
       "      <td>663.0</td>\n",
       "      <td>110230.0</td>\n",
       "      <td>2552.0</td>\n",
       "      <td>2552.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.011327</td>\n",
       "      <td>0.068273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3763</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Kina Spot Test\" Stage 1, A...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 1 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>45</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-05T17:22:43-0400</td>\n",
       "      <td>40.0</td>\n",
       "      <td>actions:offsite_conversion.custom.230372485051806</td>\n",
       "      <td>92368</td>\n",
       "      <td>100207</td>\n",
       "      <td>0.211750</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8.47</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>1.084867</td>\n",
       "      <td>101.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>0.180213</td>\n",
       "      <td>101.0</td>\n",
       "      <td>554.0</td>\n",
       "      <td>87316.0</td>\n",
       "      <td>2084.0</td>\n",
       "      <td>2084.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.015289</td>\n",
       "      <td>0.083861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3772</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Fivio\" Stage 1, Adset 2384...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 3 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>4.5</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-02T08:09:54-0400</td>\n",
       "      <td>160.0</td>\n",
       "      <td>actions:offsite_conversion.custom.441550583359419</td>\n",
       "      <td>49488</td>\n",
       "      <td>53312</td>\n",
       "      <td>0.065562</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>10.49</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>1.077271</td>\n",
       "      <td>228.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>0.062814</td>\n",
       "      <td>235.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>49083.0</td>\n",
       "      <td>6939.0</td>\n",
       "      <td>6939.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.005330</td>\n",
       "      <td>0.044638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3773</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Fivio\" Stage 1, Adset 2384...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 3 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>4.5</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-02T08:09:54-0400</td>\n",
       "      <td>165.0</td>\n",
       "      <td>actions:offsite_conversion.custom.441550583359419</td>\n",
       "      <td>72848</td>\n",
       "      <td>80559</td>\n",
       "      <td>0.068182</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>11.25</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>1.105851</td>\n",
       "      <td>259.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>0.063202</td>\n",
       "      <td>266.0</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>74107.0</td>\n",
       "      <td>9264.0</td>\n",
       "      <td>9264.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.005757</td>\n",
       "      <td>0.042293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3896</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>321 | Teen Vogue Apple | OTIA MV</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 321 | Pubs Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-06T15:09:41-0400</td>\n",
       "      <td>94.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464930747455374</td>\n",
       "      <td>3560</td>\n",
       "      <td>3769</td>\n",
       "      <td>0.196489</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>18.47</td>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>1.058708</td>\n",
       "      <td>99.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>0.198602</td>\n",
       "      <td>101.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>2818.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.148952</td>\n",
       "      <td>0.182871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3898</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>321 | Genre Spotify | AS MV</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 321 | Genre Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-06T15:04:42-0400</td>\n",
       "      <td>123.0</td>\n",
       "      <td>actions:offsite_conversion.custom.464930747455374</td>\n",
       "      <td>3705</td>\n",
       "      <td>3732</td>\n",
       "      <td>0.114309</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.06</td>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>1.007287</td>\n",
       "      <td>139.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.115246</td>\n",
       "      <td>139.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>2731.0</td>\n",
       "      <td>647.0</td>\n",
       "      <td>647.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.109844</td>\n",
       "      <td>0.101151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3923</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Foul Play | Similar Spotify | IHU AA</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Beau Mistakes | Similar Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-07T15:22:32-0400</td>\n",
       "      <td>123.0</td>\n",
       "      <td>actions:offsite_conversion.custom.554031325231021</td>\n",
       "      <td>3049</td>\n",
       "      <td>3456</td>\n",
       "      <td>0.097642</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.01</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.133486</td>\n",
       "      <td>137.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>0.100083</td>\n",
       "      <td>138.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>2451.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.113302</td>\n",
       "      <td>0.087029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3927</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Foul Play | Similar Spotify | L4M 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Beau Mistakes | Similar Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-07T15:22:32-0400</td>\n",
       "      <td>200.0</td>\n",
       "      <td>actions:offsite_conversion.custom.554031325231021</td>\n",
       "      <td>4274</td>\n",
       "      <td>5125</td>\n",
       "      <td>0.082000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>16.40</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.199111</td>\n",
       "      <td>209.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>0.084103</td>\n",
       "      <td>213.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>4455.0</td>\n",
       "      <td>1816.0</td>\n",
       "      <td>1816.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.048378</td>\n",
       "      <td>0.076995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3928</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Foul Play | Engagers Spotify | L4M 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Beau Mistakes | Engagers Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-07T15:22:32-0400</td>\n",
       "      <td>221.0</td>\n",
       "      <td>actions:offsite_conversion.custom.554031325231021</td>\n",
       "      <td>3085</td>\n",
       "      <td>4408</td>\n",
       "      <td>0.080362</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.76</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.428849</td>\n",
       "      <td>224.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>237.0</td>\n",
       "      <td>0.081468</td>\n",
       "      <td>237.0</td>\n",
       "      <td>346.0</td>\n",
       "      <td>3835.0</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.051329</td>\n",
       "      <td>0.074937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3932</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Foul Play | Engagers Apple | L4M 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Beau Mistakes | Engagers Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-07T15:22:32-0400</td>\n",
       "      <td>193.0</td>\n",
       "      <td>actions:offsite_conversion.custom.554031325231021</td>\n",
       "      <td>2425</td>\n",
       "      <td>3358</td>\n",
       "      <td>0.092228</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.80</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.384742</td>\n",
       "      <td>205.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>0.092228</td>\n",
       "      <td>213.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>2709.0</td>\n",
       "      <td>1390.0</td>\n",
       "      <td>1390.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.072358</td>\n",
       "      <td>0.083568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3941</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Foul Play | LAL Spotify | L4M 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Beau Mistakes | LAL Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>actions:offsite_conversion.custom.554031325231021</td>\n",
       "      <td>4490</td>\n",
       "      <td>5337</td>\n",
       "      <td>0.084479</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.77</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.188641</td>\n",
       "      <td>174.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>0.083963</td>\n",
       "      <td>177.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>4666.0</td>\n",
       "      <td>1792.0</td>\n",
       "      <td>1792.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.042632</td>\n",
       "      <td>0.077797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3947</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 2 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>11.25</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-07T15:31:34-0400</td>\n",
       "      <td>175.0</td>\n",
       "      <td>actions:offsite_conversion.custom.519402825398231</td>\n",
       "      <td>45744</td>\n",
       "      <td>49937</td>\n",
       "      <td>0.073543</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.87</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.091662</td>\n",
       "      <td>226.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>0.069946</td>\n",
       "      <td>230.0</td>\n",
       "      <td>795.0</td>\n",
       "      <td>47280.0</td>\n",
       "      <td>3931.0</td>\n",
       "      <td>3931.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.016189</td>\n",
       "      <td>0.055957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3948</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 1 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>11.25</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-07T15:31:34-0400</td>\n",
       "      <td>183.0</td>\n",
       "      <td>actions:offsite_conversion.custom.519402825398231</td>\n",
       "      <td>21592</td>\n",
       "      <td>22881</td>\n",
       "      <td>0.037268</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>6.82</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.059698</td>\n",
       "      <td>208.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>0.038101</td>\n",
       "      <td>212.0</td>\n",
       "      <td>507.0</td>\n",
       "      <td>21619.0</td>\n",
       "      <td>2685.0</td>\n",
       "      <td>2685.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.013452</td>\n",
       "      <td>0.032170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3949</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 3 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-07T15:31:34-0400</td>\n",
       "      <td>108.0</td>\n",
       "      <td>actions:offsite_conversion.custom.519402825398231</td>\n",
       "      <td>9682</td>\n",
       "      <td>10127</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.045962</td>\n",
       "      <td>141.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.019737</td>\n",
       "      <td>142.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>9371.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.009036</td>\n",
       "      <td>0.015845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3950</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 2 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>11.25</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-07T15:31:34-0400</td>\n",
       "      <td>128.0</td>\n",
       "      <td>actions:offsite_conversion.custom.519402825398231</td>\n",
       "      <td>34888</td>\n",
       "      <td>40725</td>\n",
       "      <td>0.066172</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8.47</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.167307</td>\n",
       "      <td>146.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>0.065659</td>\n",
       "      <td>149.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>38005.0</td>\n",
       "      <td>2962.0</td>\n",
       "      <td>2962.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.019836</td>\n",
       "      <td>0.056846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3952</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 1 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>11.25</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-07T15:31:34-0400</td>\n",
       "      <td>131.0</td>\n",
       "      <td>actions:offsite_conversion.custom.519402825398231</td>\n",
       "      <td>13592</td>\n",
       "      <td>14917</td>\n",
       "      <td>0.043588</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>5.71</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.097484</td>\n",
       "      <td>149.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>0.042932</td>\n",
       "      <td>153.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>13924.0</td>\n",
       "      <td>1710.0</td>\n",
       "      <td>1710.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.019356</td>\n",
       "      <td>0.037320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3954</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 3 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-07T15:31:34-0400</td>\n",
       "      <td>135.0</td>\n",
       "      <td>actions:offsite_conversion.custom.519402825398231</td>\n",
       "      <td>23264</td>\n",
       "      <td>27787</td>\n",
       "      <td>0.024815</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>3.35</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.194421</td>\n",
       "      <td>180.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>0.023264</td>\n",
       "      <td>183.0</td>\n",
       "      <td>407.0</td>\n",
       "      <td>25137.0</td>\n",
       "      <td>2258.0</td>\n",
       "      <td>2258.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.008231</td>\n",
       "      <td>0.018306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3957</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Tier 3 Spotify User Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Daily</td>\n",
       "      <td>2020-05-07T15:31:34-0400</td>\n",
       "      <td>1330.0</td>\n",
       "      <td>actions:offsite_conversion.custom.519402825398231</td>\n",
       "      <td>100640</td>\n",
       "      <td>132285</td>\n",
       "      <td>0.021083</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>28.04</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.314438</td>\n",
       "      <td>1817.0</td>\n",
       "      <td>1395.0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>0.020100</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>3849.0</td>\n",
       "      <td>123820.0</td>\n",
       "      <td>19568.0</td>\n",
       "      <td>19568.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.007285</td>\n",
       "      <td>0.014270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3965</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>WS Shoppers | Alt Copy</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | Worldstar Shoppers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>59.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>2793</td>\n",
       "      <td>2902</td>\n",
       "      <td>0.144237</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8.51</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.039026</td>\n",
       "      <td>113.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.113467</td>\n",
       "      <td>115.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.074000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3967</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Uzi RT LAL | Alt Copy</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | RT LAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>127.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>4730</td>\n",
       "      <td>4938</td>\n",
       "      <td>0.094646</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.02</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.043975</td>\n",
       "      <td>228.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>0.069080</td>\n",
       "      <td>232.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>269.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.051810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3995</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RARW | Alt Rock 2 | D2C RARW slide</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Alt Rock 2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-08T10:21:50-0400</td>\n",
       "      <td>3.0</td>\n",
       "      <td>actions:offsite_conversion.custom.644253879469417</td>\n",
       "      <td>3167</td>\n",
       "      <td>3239</td>\n",
       "      <td>6.503333</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.51</td>\n",
       "      <td>2020-05-12</td>\n",
       "      <td>1.022734</td>\n",
       "      <td>126.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.172655</td>\n",
       "      <td>128.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>2199.0</td>\n",
       "      <td>1089.0</td>\n",
       "      <td>1089.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.022170</td>\n",
       "      <td>0.152422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3996</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RARW | Alt Rock 2 | D2C FP slide</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Alt Rock 2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-08T10:21:50-0400</td>\n",
       "      <td>14.0</td>\n",
       "      <td>actions:offsite_conversion.custom.644253879469417</td>\n",
       "      <td>4199</td>\n",
       "      <td>4303</td>\n",
       "      <td>2.081429</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.14</td>\n",
       "      <td>2020-05-12</td>\n",
       "      <td>1.024768</td>\n",
       "      <td>140.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>0.231270</td>\n",
       "      <td>145.0</td>\n",
       "      <td>1420.0</td>\n",
       "      <td>3319.0</td>\n",
       "      <td>1681.0</td>\n",
       "      <td>1681.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.020521</td>\n",
       "      <td>0.200966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3999</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RARW | Publishers | D2C RARW slide</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>MMF FB | Publishers A25+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-08T10:21:50-0400</td>\n",
       "      <td>8.0</td>\n",
       "      <td>actions:offsite_conversion.custom.644253879469417</td>\n",
       "      <td>6644</td>\n",
       "      <td>6913</td>\n",
       "      <td>3.415000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>27.32</td>\n",
       "      <td>2020-05-12</td>\n",
       "      <td>1.040488</td>\n",
       "      <td>106.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.317674</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1170.0</td>\n",
       "      <td>4624.0</td>\n",
       "      <td>1331.0</td>\n",
       "      <td>1331.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.023350</td>\n",
       "      <td>0.252963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4013</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Meek | Alt Copy</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | Meek Mill</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>72.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>4038</td>\n",
       "      <td>4103</td>\n",
       "      <td>0.109444</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>7.88</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.016097</td>\n",
       "      <td>151.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>0.079596</td>\n",
       "      <td>151.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.052185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4016</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MBY | Alt Copy</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | moneybagg yo lil durk</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>90.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>3052</td>\n",
       "      <td>3160</td>\n",
       "      <td>0.069111</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>6.22</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.035387</td>\n",
       "      <td>105.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.078734</td>\n",
       "      <td>108.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.057593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4018</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MBY | Misc</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | moneybagg yo lil durk</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>456.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>14616</td>\n",
       "      <td>16394</td>\n",
       "      <td>0.044364</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.23</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.121648</td>\n",
       "      <td>271.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>276.0</td>\n",
       "      <td>0.078411</td>\n",
       "      <td>276.0</td>\n",
       "      <td>2107.0</td>\n",
       "      <td>13332.0</td>\n",
       "      <td>3338.0</td>\n",
       "      <td>3338.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.009601</td>\n",
       "      <td>0.073297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4052</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Swae Lee | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 24 | Swae Lee Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-14T17:18:59-0400</td>\n",
       "      <td>80.0</td>\n",
       "      <td>actions:offsite_conversion.custom.339809216979500</td>\n",
       "      <td>1775</td>\n",
       "      <td>2106</td>\n",
       "      <td>0.085625</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>6.85</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.186479</td>\n",
       "      <td>97.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>0.085625</td>\n",
       "      <td>101.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1334.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.069898</td>\n",
       "      <td>0.067822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4053</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RT | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 24 | Col RT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-14T17:18:59-0400</td>\n",
       "      <td>5.0</td>\n",
       "      <td>actions:offsite_conversion.custom.339809216979500</td>\n",
       "      <td>1148</td>\n",
       "      <td>1763</td>\n",
       "      <td>1.668000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8.34</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.535714</td>\n",
       "      <td>112.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0.080971</td>\n",
       "      <td>124.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>1395.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.077944</td>\n",
       "      <td>0.067258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4055</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Post Malone | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 24 | Post Malone Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-14T17:18:59-0400</td>\n",
       "      <td>180.0</td>\n",
       "      <td>actions:offsite_conversion.custom.339809216979500</td>\n",
       "      <td>4426</td>\n",
       "      <td>4882</td>\n",
       "      <td>0.098889</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.80</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.103028</td>\n",
       "      <td>198.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>0.099441</td>\n",
       "      <td>201.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>3361.0</td>\n",
       "      <td>1027.0</td>\n",
       "      <td>1027.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.081279</td>\n",
       "      <td>0.088557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4058</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Tik Tok | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 24 | TikTok Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-14T17:18:59-0400</td>\n",
       "      <td>195.0</td>\n",
       "      <td>actions:offsite_conversion.custom.339809216979500</td>\n",
       "      <td>4482</td>\n",
       "      <td>5150</td>\n",
       "      <td>0.086308</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>16.83</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.149041</td>\n",
       "      <td>223.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>0.086753</td>\n",
       "      <td>236.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>2864.0</td>\n",
       "      <td>961.0</td>\n",
       "      <td>961.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.089048</td>\n",
       "      <td>0.071314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4062</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Post Malone | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 24 | Post Malone Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-14T17:18:59-0400</td>\n",
       "      <td>232.0</td>\n",
       "      <td>actions:offsite_conversion.custom.339809216979500</td>\n",
       "      <td>5826</td>\n",
       "      <td>6295</td>\n",
       "      <td>0.118405</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>27.47</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.080501</td>\n",
       "      <td>258.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>0.119435</td>\n",
       "      <td>261.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>4375.0</td>\n",
       "      <td>1370.0</td>\n",
       "      <td>1370.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.100255</td>\n",
       "      <td>0.105249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4066</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Eng | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | 24 | Engagers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-14T17:18:59-0400</td>\n",
       "      <td>13.0</td>\n",
       "      <td>actions:offsite_conversion.custom.339809216979500</td>\n",
       "      <td>3874</td>\n",
       "      <td>5597</td>\n",
       "      <td>1.603077</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.84</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.444760</td>\n",
       "      <td>411.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>438.0</td>\n",
       "      <td>0.052759</td>\n",
       "      <td>438.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>4776.0</td>\n",
       "      <td>2116.0</td>\n",
       "      <td>2116.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.035746</td>\n",
       "      <td>0.047580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4074</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>SOE | Big Sean Apple | ZY Trailer</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | SOE | Big Sean Apple Music</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-11T18:28:22-0400</td>\n",
       "      <td>225.0</td>\n",
       "      <td>actions:offsite_conversion.custom.289951828669535</td>\n",
       "      <td>6434</td>\n",
       "      <td>7632</td>\n",
       "      <td>0.116533</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26.22</td>\n",
       "      <td>2020-05-14</td>\n",
       "      <td>1.186198</td>\n",
       "      <td>252.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>254.0</td>\n",
       "      <td>0.117054</td>\n",
       "      <td>254.0</td>\n",
       "      <td>463.0</td>\n",
       "      <td>5786.0</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.056631</td>\n",
       "      <td>0.103228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4089</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MBY | Trailer Save</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | moneybagg yo lil durk</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>70.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>3946</td>\n",
       "      <td>4387</td>\n",
       "      <td>0.149286</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>10.45</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.111759</td>\n",
       "      <td>106.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>0.113587</td>\n",
       "      <td>107.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>3344.0</td>\n",
       "      <td>809.0</td>\n",
       "      <td>809.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.059375</td>\n",
       "      <td>0.097664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4144</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>GOAT | Pubs Apple | Trailer BB</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feed | GOAT | Pubs Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-26T12:36:49-0400</td>\n",
       "      <td>359.0</td>\n",
       "      <td>actions:offsite_conversion.custom.227297325362925</td>\n",
       "      <td>7938</td>\n",
       "      <td>8534</td>\n",
       "      <td>0.081309</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.19</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.075082</td>\n",
       "      <td>405.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>0.082225</td>\n",
       "      <td>408.0</td>\n",
       "      <td>603.0</td>\n",
       "      <td>4095.0</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.048408</td>\n",
       "      <td>0.071544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4147</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | RT LAL Spot | Viz 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | RT LAL Spot</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-19T12:33:21-0400</td>\n",
       "      <td>210.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>1967</td>\n",
       "      <td>2189</td>\n",
       "      <td>0.071810</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15.08</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.112862</td>\n",
       "      <td>236.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>0.072153</td>\n",
       "      <td>240.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>1649.0</td>\n",
       "      <td>1032.0</td>\n",
       "      <td>1032.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.073922</td>\n",
       "      <td>0.062833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4148</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | TD Similar Spot | Viz 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | TD Similar Spot</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-19T12:32:34-0400</td>\n",
       "      <td>123.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>3120</td>\n",
       "      <td>3272</td>\n",
       "      <td>0.157724</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.40</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.048718</td>\n",
       "      <td>132.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>0.163025</td>\n",
       "      <td>132.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>1052.0</td>\n",
       "      <td>1052.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.108989</td>\n",
       "      <td>0.146970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4150</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | TD Similar Apple | Viz 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | TD Similar Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-19T12:29:59-0400</td>\n",
       "      <td>136.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>1749</td>\n",
       "      <td>1904</td>\n",
       "      <td>0.092426</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.57</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.088622</td>\n",
       "      <td>143.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>0.095227</td>\n",
       "      <td>144.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>1573.0</td>\n",
       "      <td>816.0</td>\n",
       "      <td>816.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.079557</td>\n",
       "      <td>0.087292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4156</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | Demi Apple | Viz 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | Demi Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-19T12:18:38-0400</td>\n",
       "      <td>276.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>3867</td>\n",
       "      <td>4142</td>\n",
       "      <td>0.082717</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>22.83</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.071115</td>\n",
       "      <td>312.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>0.083934</td>\n",
       "      <td>316.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>3392.0</td>\n",
       "      <td>1570.0</td>\n",
       "      <td>1570.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.090956</td>\n",
       "      <td>0.072247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4175</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | RT LAL Apple | Zoom 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | RT LAL Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-19T12:29:59-0400</td>\n",
       "      <td>357.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>3661</td>\n",
       "      <td>5326</td>\n",
       "      <td>0.074090</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26.45</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.454794</td>\n",
       "      <td>415.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>428.0</td>\n",
       "      <td>0.074298</td>\n",
       "      <td>428.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>3133.0</td>\n",
       "      <td>1381.0</td>\n",
       "      <td>1381.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.082656</td>\n",
       "      <td>0.061799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4179</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | Similar Spot | Zoom 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | TD Similar Spot</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-19T12:32:34-0400</td>\n",
       "      <td>156.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>1409</td>\n",
       "      <td>1531</td>\n",
       "      <td>0.070769</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>11.04</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.086586</td>\n",
       "      <td>165.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>0.072632</td>\n",
       "      <td>167.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>1118.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.061676</td>\n",
       "      <td>0.066108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4188</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | Miley Apple | Viz 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | Miley Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>3369</td>\n",
       "      <td>3782</td>\n",
       "      <td>0.062241</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>22.22</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.122588</td>\n",
       "      <td>382.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>0.063125</td>\n",
       "      <td>385.0</td>\n",
       "      <td>412.0</td>\n",
       "      <td>2905.0</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.053932</td>\n",
       "      <td>0.057714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4189</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | Miley Apple | Viz 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | Miley Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>2549</td>\n",
       "      <td>2834</td>\n",
       "      <td>0.063850</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.60</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.111809</td>\n",
       "      <td>227.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>0.064762</td>\n",
       "      <td>231.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>2156.0</td>\n",
       "      <td>1026.0</td>\n",
       "      <td>1026.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.070466</td>\n",
       "      <td>0.058874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4191</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | Miley Spot | Viz 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | Miley Spot</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>3453</td>\n",
       "      <td>3757</td>\n",
       "      <td>0.088191</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.55</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.088039</td>\n",
       "      <td>226.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>0.088636</td>\n",
       "      <td>228.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>2559.0</td>\n",
       "      <td>1217.0</td>\n",
       "      <td>1217.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.080137</td>\n",
       "      <td>0.076974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4192</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>EOE | Miley Apple | Zoom 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | EOE | Miley Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>actions:offsite_conversion.custom.211634543291832</td>\n",
       "      <td>4609</td>\n",
       "      <td>5456</td>\n",
       "      <td>0.056961</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>25.12</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.183771</td>\n",
       "      <td>493.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>494.0</td>\n",
       "      <td>0.057091</td>\n",
       "      <td>494.0</td>\n",
       "      <td>598.0</td>\n",
       "      <td>4217.0</td>\n",
       "      <td>2031.0</td>\n",
       "      <td>2031.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.042007</td>\n",
       "      <td>0.050850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4195</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>GOAT | RT LAL Apple | Go Stupid Quotes</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | GOAT | RT LAL Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-26T12:36:49-0400</td>\n",
       "      <td>107.0</td>\n",
       "      <td>actions:offsite_conversion.custom.227297325362925</td>\n",
       "      <td>2452</td>\n",
       "      <td>2629</td>\n",
       "      <td>0.095234</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>10.19</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.072186</td>\n",
       "      <td>124.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0.096132</td>\n",
       "      <td>124.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.042636</td>\n",
       "      <td>0.082177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4210</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Uzi | Crew 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Uzi Sneaker</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>374.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>14500</td>\n",
       "      <td>14813</td>\n",
       "      <td>0.068743</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>25.71</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.021586</td>\n",
       "      <td>202.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.128550</td>\n",
       "      <td>204.0</td>\n",
       "      <td>2386.0</td>\n",
       "      <td>12055.0</td>\n",
       "      <td>2830.0</td>\n",
       "      <td>2830.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.010775</td>\n",
       "      <td>0.126029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4212</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Uzi RT LAL | Crew 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | RT LAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>539.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>14920</td>\n",
       "      <td>15726</td>\n",
       "      <td>0.056494</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>30.45</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.054021</td>\n",
       "      <td>243.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>0.131818</td>\n",
       "      <td>247.0</td>\n",
       "      <td>2564.0</td>\n",
       "      <td>13244.0</td>\n",
       "      <td>2980.0</td>\n",
       "      <td>2978.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.011876</td>\n",
       "      <td>0.123279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4221</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>MBY | Vinyl - Copy</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | moneybagg yo lil durk</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-20T23:12:15-0400</td>\n",
       "      <td>389.0</td>\n",
       "      <td>actions:offsite_conversion.custom.252259936131101</td>\n",
       "      <td>14984</td>\n",
       "      <td>16383</td>\n",
       "      <td>0.081542</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>31.72</td>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>1.093366</td>\n",
       "      <td>104.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>0.348571</td>\n",
       "      <td>106.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.299245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4228</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>GOAT | Meek Mill Apple | Wishing</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | GOAT | Meek Mill Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-26T12:36:49-0400</td>\n",
       "      <td>107.0</td>\n",
       "      <td>actions:offsite_conversion.custom.227297325362925</td>\n",
       "      <td>995</td>\n",
       "      <td>996</td>\n",
       "      <td>0.042336</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>4.53</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>1.001005</td>\n",
       "      <td>112.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>0.043981</td>\n",
       "      <td>113.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>708.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.041944</td>\n",
       "      <td>0.040088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4235</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>WIMP3 D2C | Eng | Merch Mix DW</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | WIMP3 D2C | Eng</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-26T14:57:54-0400</td>\n",
       "      <td>233.0</td>\n",
       "      <td>actions:offsite_conversion.custom.981628998973983</td>\n",
       "      <td>4871</td>\n",
       "      <td>6677</td>\n",
       "      <td>0.101717</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.70</td>\n",
       "      <td>2020-05-31</td>\n",
       "      <td>1.370766</td>\n",
       "      <td>97.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>0.246875</td>\n",
       "      <td>102.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>4859.0</td>\n",
       "      <td>1728.0</td>\n",
       "      <td>1728.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.070326</td>\n",
       "      <td>0.232353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4237</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>GOAT | Pubs Apple | Wishing P4K</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | GOAT | Pubs Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-26T12:36:49-0400</td>\n",
       "      <td>404.0</td>\n",
       "      <td>actions:offsite_conversion.custom.227297325362925</td>\n",
       "      <td>5102</td>\n",
       "      <td>7090</td>\n",
       "      <td>0.073589</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.73</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>1.389651</td>\n",
       "      <td>445.0</td>\n",
       "      <td>411.0</td>\n",
       "      <td>466.0</td>\n",
       "      <td>0.072336</td>\n",
       "      <td>466.0</td>\n",
       "      <td>569.0</td>\n",
       "      <td>5285.0</td>\n",
       "      <td>2388.0</td>\n",
       "      <td>2388.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.052250</td>\n",
       "      <td>0.063798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4241</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>WIMP3 D2C | Eng | Cass Car DW</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | WIMP3 D2C | Eng</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-26T14:57:54-0400</td>\n",
       "      <td>96.0</td>\n",
       "      <td>actions:offsite_conversion.custom.981628998973983</td>\n",
       "      <td>2830</td>\n",
       "      <td>3817</td>\n",
       "      <td>0.177708</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.06</td>\n",
       "      <td>2020-05-31</td>\n",
       "      <td>1.348763</td>\n",
       "      <td>71.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.177708</td>\n",
       "      <td>111.0</td>\n",
       "      <td>436.0</td>\n",
       "      <td>3979.0</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.039128</td>\n",
       "      <td>0.153694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4328</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | Country Acts Spotify | Heart...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | Snake Oil | Country Acts Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-01T16:45:14-0400</td>\n",
       "      <td>83.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>4184</td>\n",
       "      <td>5117</td>\n",
       "      <td>0.192530</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15.98</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.222992</td>\n",
       "      <td>242.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>0.190238</td>\n",
       "      <td>248.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>4084.0</td>\n",
       "      <td>1609.0</td>\n",
       "      <td>1609.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.044389</td>\n",
       "      <td>0.064435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4332</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | RT Apple | Thug</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feed | Snake Oil | RT Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-01T16:45:14-0400</td>\n",
       "      <td>119.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>1155</td>\n",
       "      <td>1286</td>\n",
       "      <td>0.078655</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>9.36</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.113420</td>\n",
       "      <td>130.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.076721</td>\n",
       "      <td>131.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>1009.0</td>\n",
       "      <td>543.0</td>\n",
       "      <td>543.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.061987</td>\n",
       "      <td>0.071450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4333</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | RT Apple | DWM</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feed | Snake Oil | RT Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-01T16:45:14-0400</td>\n",
       "      <td>296.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>1951</td>\n",
       "      <td>2568</td>\n",
       "      <td>0.063480</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>18.79</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.316248</td>\n",
       "      <td>319.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>0.063480</td>\n",
       "      <td>320.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>2319.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.050647</td>\n",
       "      <td>0.058719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4335</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | RT Spotify | Thug</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feed | Snake Oil | RT Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-01T16:45:14-0400</td>\n",
       "      <td>167.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>1959</td>\n",
       "      <td>2237</td>\n",
       "      <td>0.075928</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.68</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.141909</td>\n",
       "      <td>175.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>0.078272</td>\n",
       "      <td>177.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>1507.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.062463</td>\n",
       "      <td>0.071638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4340</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | Engaged Apple | Thug</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feed | Snake Oil | Engaged Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-01T16:45:14-0400</td>\n",
       "      <td>385.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>2640</td>\n",
       "      <td>2999</td>\n",
       "      <td>0.050364</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.39</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.135985</td>\n",
       "      <td>400.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>0.050495</td>\n",
       "      <td>405.0</td>\n",
       "      <td>423.0</td>\n",
       "      <td>2385.0</td>\n",
       "      <td>1457.0</td>\n",
       "      <td>1457.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.045839</td>\n",
       "      <td>0.047877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4397</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Teen Vogue Spotify | MV1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Teen Vogue Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T13:12:16-0400</td>\n",
       "      <td>22.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>2743</td>\n",
       "      <td>2762</td>\n",
       "      <td>0.585455</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.88</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.006927</td>\n",
       "      <td>446.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>904.0</td>\n",
       "      <td>0.368000</td>\n",
       "      <td>455.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>2235.0</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.023764</td>\n",
       "      <td>0.028308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4401</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Highsnob Spotify | MV2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Highsnob Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-18T10:01:26-0400</td>\n",
       "      <td>13.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>1703</td>\n",
       "      <td>1718</td>\n",
       "      <td>1.044615</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.58</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.008808</td>\n",
       "      <td>110.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>0.679000</td>\n",
       "      <td>111.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>1273.0</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.073804</td>\n",
       "      <td>0.122342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4403</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Essence Spotify | MV1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Essence Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T13:12:16-0400</td>\n",
       "      <td>62.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>5280</td>\n",
       "      <td>5336</td>\n",
       "      <td>0.364516</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>22.60</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.010606</td>\n",
       "      <td>858.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>1737.0</td>\n",
       "      <td>0.207339</td>\n",
       "      <td>872.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>4145.0</td>\n",
       "      <td>6679.0</td>\n",
       "      <td>6679.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.021004</td>\n",
       "      <td>0.025917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4406</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Complex Spotify | MV1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Complex Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-18T10:01:26-0400</td>\n",
       "      <td>16.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>2885</td>\n",
       "      <td>2931</td>\n",
       "      <td>0.699375</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>11.19</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.015945</td>\n",
       "      <td>258.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>505.0</td>\n",
       "      <td>0.414444</td>\n",
       "      <td>262.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>2353.0</td>\n",
       "      <td>2720.0</td>\n",
       "      <td>2720.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.027836</td>\n",
       "      <td>0.042710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4407</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Engagers Spotify | MV1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Engagers Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T13:12:16-0400</td>\n",
       "      <td>36.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>2630</td>\n",
       "      <td>2657</td>\n",
       "      <td>0.308333</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>11.10</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.010266</td>\n",
       "      <td>310.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>597.0</td>\n",
       "      <td>0.217647</td>\n",
       "      <td>315.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>2130.0</td>\n",
       "      <td>2944.0</td>\n",
       "      <td>2944.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.023617</td>\n",
       "      <td>0.035238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4415</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Highsnob Spotify | MV1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Highsnob Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-18T10:01:26-0400</td>\n",
       "      <td>29.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>3255</td>\n",
       "      <td>3289</td>\n",
       "      <td>0.496897</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.41</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.010445</td>\n",
       "      <td>317.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>0.294082</td>\n",
       "      <td>319.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>2308.0</td>\n",
       "      <td>2795.0</td>\n",
       "      <td>2795.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.040028</td>\n",
       "      <td>0.045172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4416</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Engagers Spotify | MV2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Engagers Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T13:12:16-0400</td>\n",
       "      <td>61.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>4483</td>\n",
       "      <td>4520</td>\n",
       "      <td>0.465738</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>28.41</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.008253</td>\n",
       "      <td>466.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>823.0</td>\n",
       "      <td>0.319213</td>\n",
       "      <td>470.0</td>\n",
       "      <td>641.0</td>\n",
       "      <td>3610.0</td>\n",
       "      <td>4348.0</td>\n",
       "      <td>4348.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.044321</td>\n",
       "      <td>0.060447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4417</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Complex Spotify | MV2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Complex Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-18T10:01:26-0400</td>\n",
       "      <td>17.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>2746</td>\n",
       "      <td>2765</td>\n",
       "      <td>0.972353</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>16.53</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.006919</td>\n",
       "      <td>199.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>0.661200</td>\n",
       "      <td>204.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>2083.0</td>\n",
       "      <td>2083.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.058204</td>\n",
       "      <td>0.081029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4418</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Spotify | V4</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Pop Rap Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T11:06:37-0400</td>\n",
       "      <td>57.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>3730</td>\n",
       "      <td>4379</td>\n",
       "      <td>0.337544</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.24</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.173995</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>0.310323</td>\n",
       "      <td>181.0</td>\n",
       "      <td>443.0</td>\n",
       "      <td>2882.0</td>\n",
       "      <td>1525.0</td>\n",
       "      <td>1525.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.043431</td>\n",
       "      <td>0.106298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4419</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Spotify | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Pop Rap Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T11:06:37-0400</td>\n",
       "      <td>43.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>2948</td>\n",
       "      <td>3812</td>\n",
       "      <td>0.420465</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>18.08</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.293080</td>\n",
       "      <td>143.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.420465</td>\n",
       "      <td>144.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>2380.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.081810</td>\n",
       "      <td>0.125556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4421</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Apple Music | V4</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Pop Rap Apple Music</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>2952</td>\n",
       "      <td>4021</td>\n",
       "      <td>0.233659</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.16</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.362127</td>\n",
       "      <td>145.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>0.212889</td>\n",
       "      <td>149.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>2643.0</td>\n",
       "      <td>1219.0</td>\n",
       "      <td>1219.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.053972</td>\n",
       "      <td>0.128591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4422</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Apple Music | V3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Pop Rap Apple Music</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>3466</td>\n",
       "      <td>5296</td>\n",
       "      <td>0.225769</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.35</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.527986</td>\n",
       "      <td>232.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>0.222348</td>\n",
       "      <td>247.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>3296.0</td>\n",
       "      <td>1592.0</td>\n",
       "      <td>1592.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.062314</td>\n",
       "      <td>0.118826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4423</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Apple Music | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Pop Rap Apple Music</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>1836</td>\n",
       "      <td>2900</td>\n",
       "      <td>0.278070</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15.85</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.579521</td>\n",
       "      <td>128.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>0.247656</td>\n",
       "      <td>134.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>853.0</td>\n",
       "      <td>853.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.069824</td>\n",
       "      <td>0.118284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4425</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Spotify | V4</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Beiber Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T11:12:06-0400</td>\n",
       "      <td>5.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>817</td>\n",
       "      <td>819</td>\n",
       "      <td>0.546000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>2.73</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.002448</td>\n",
       "      <td>137.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>0.273000</td>\n",
       "      <td>139.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>692.0</td>\n",
       "      <td>951.0</td>\n",
       "      <td>951.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.017961</td>\n",
       "      <td>0.019640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4428</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Apple Music | V4</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Beiber Apple Music</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T11:12:05-0400</td>\n",
       "      <td>28.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>3454</td>\n",
       "      <td>3465</td>\n",
       "      <td>0.465714</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.04</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.003185</td>\n",
       "      <td>583.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1197.0</td>\n",
       "      <td>0.237091</td>\n",
       "      <td>601.0</td>\n",
       "      <td>655.0</td>\n",
       "      <td>2893.0</td>\n",
       "      <td>4003.0</td>\n",
       "      <td>4003.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.019908</td>\n",
       "      <td>0.021697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4429</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Spotify | V3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Beiber Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T11:12:06-0400</td>\n",
       "      <td>6.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>620</td>\n",
       "      <td>623</td>\n",
       "      <td>0.373333</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>2.24</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.004839</td>\n",
       "      <td>102.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.203636</td>\n",
       "      <td>103.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.021538</td>\n",
       "      <td>0.021748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4430</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Apple Music | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Beiber Apple Music</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T11:12:05-0400</td>\n",
       "      <td>33.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>3322</td>\n",
       "      <td>3348</td>\n",
       "      <td>0.382121</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.61</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.007827</td>\n",
       "      <td>561.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1131.0</td>\n",
       "      <td>0.210167</td>\n",
       "      <td>570.0</td>\n",
       "      <td>582.0</td>\n",
       "      <td>2880.0</td>\n",
       "      <td>3495.0</td>\n",
       "      <td>3495.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.021667</td>\n",
       "      <td>0.022123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4431</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Pop Rap Spotify | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Beiber Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-12T11:12:06-0400</td>\n",
       "      <td>15.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>1739</td>\n",
       "      <td>1746</td>\n",
       "      <td>0.413333</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>6.20</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.004025</td>\n",
       "      <td>274.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>0.193750</td>\n",
       "      <td>277.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>1771.0</td>\n",
       "      <td>1771.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.023308</td>\n",
       "      <td>0.022383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4442</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Go | Engagers Spotify | V3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Go | Engagers Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>1297</td>\n",
       "      <td>1930</td>\n",
       "      <td>0.166825</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>10.51</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>1.488049</td>\n",
       "      <td>153.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>0.154559</td>\n",
       "      <td>166.0</td>\n",
       "      <td>237.0</td>\n",
       "      <td>1169.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.044346</td>\n",
       "      <td>0.063313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4496</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | GMA Apple | MV2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | GMA Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>1270</td>\n",
       "      <td>1371</td>\n",
       "      <td>0.078927</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.97</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.079528</td>\n",
       "      <td>181.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>0.079829</td>\n",
       "      <td>185.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>1005.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.065280</td>\n",
       "      <td>0.075514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4502</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | Radio Apple | MV2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | Radio Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-18T10:01:26-0400</td>\n",
       "      <td>400.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>2615</td>\n",
       "      <td>2939</td>\n",
       "      <td>0.073500</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.40</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.123901</td>\n",
       "      <td>415.0</td>\n",
       "      <td>394.0</td>\n",
       "      <td>421.0</td>\n",
       "      <td>0.074619</td>\n",
       "      <td>421.0</td>\n",
       "      <td>476.0</td>\n",
       "      <td>2188.0</td>\n",
       "      <td>1614.0</td>\n",
       "      <td>1614.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.061765</td>\n",
       "      <td>0.069834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4506</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | BET Spotify | MV1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | BET Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>2134</td>\n",
       "      <td>2315</td>\n",
       "      <td>0.454630</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>24.55</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.084817</td>\n",
       "      <td>505.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>513.0</td>\n",
       "      <td>0.491000</td>\n",
       "      <td>513.0</td>\n",
       "      <td>612.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1723.0</td>\n",
       "      <td>1723.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.040114</td>\n",
       "      <td>0.047856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4507</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Ungoldy Hour | BET Spotify | MV2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Ungoldy Hour | BET Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>actions:offsite_conversion.custom.501526027208351</td>\n",
       "      <td>2312</td>\n",
       "      <td>2414</td>\n",
       "      <td>0.413276</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.97</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>1.044118</td>\n",
       "      <td>397.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>0.428036</td>\n",
       "      <td>401.0</td>\n",
       "      <td>513.0</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>1577.0</td>\n",
       "      <td>1577.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.046725</td>\n",
       "      <td>0.059776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4546</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feeds | Genre Apple | Never Break Cap</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Bigger Love | Feeds | Genre Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-23T18:21:00-0400</td>\n",
       "      <td>116.0</td>\n",
       "      <td>actions:offsite_conversion.custom.320499698942985</td>\n",
       "      <td>5438</td>\n",
       "      <td>6398</td>\n",
       "      <td>0.243879</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>28.29</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.176535</td>\n",
       "      <td>142.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>0.222756</td>\n",
       "      <td>145.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>4569.0</td>\n",
       "      <td>1090.0</td>\n",
       "      <td>1090.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.126861</td>\n",
       "      <td>0.195103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4555</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feeds | NBC Spot | IG Vid Cap</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Bigger Love | Feeds | NBC Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-23T18:21:00-0400</td>\n",
       "      <td>38.0</td>\n",
       "      <td>actions:offsite_conversion.custom.320499698942985</td>\n",
       "      <td>2244</td>\n",
       "      <td>2371</td>\n",
       "      <td>0.368158</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.99</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>1.056595</td>\n",
       "      <td>151.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.368158</td>\n",
       "      <td>156.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>761.0</td>\n",
       "      <td>761.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.077722</td>\n",
       "      <td>0.089679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4561</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feeds | BET Spot | IG Vid Cap</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Bigger Love | Feeds | BET Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-23T18:21:00-0400</td>\n",
       "      <td>57.0</td>\n",
       "      <td>actions:offsite_conversion.custom.320499698942985</td>\n",
       "      <td>2758</td>\n",
       "      <td>2898</td>\n",
       "      <td>0.281053</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>16.02</td>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>1.050761</td>\n",
       "      <td>211.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>0.276207</td>\n",
       "      <td>217.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>1548.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.080909</td>\n",
       "      <td>0.073825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4567</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feeds | GC Apple |  IG Vid Features</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Bigger Love | Feeds | GC Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-23T18:21:00-0400</td>\n",
       "      <td>118.0</td>\n",
       "      <td>actions:offsite_conversion.custom.320499698942985</td>\n",
       "      <td>2574</td>\n",
       "      <td>4189</td>\n",
       "      <td>0.169661</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.02</td>\n",
       "      <td>2020-06-27</td>\n",
       "      <td>1.627428</td>\n",
       "      <td>139.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.169661</td>\n",
       "      <td>142.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>824.0</td>\n",
       "      <td>824.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.118462</td>\n",
       "      <td>0.140986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4610</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feeds | RT Apple |  IG Vid Cap</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Bigger Love | Feeds | Retargeting Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-23T18:21:00-0400</td>\n",
       "      <td>126.0</td>\n",
       "      <td>actions:offsite_conversion.custom.320499698942985</td>\n",
       "      <td>3098</td>\n",
       "      <td>4157</td>\n",
       "      <td>0.198571</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>25.02</td>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>1.341833</td>\n",
       "      <td>128.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>0.206777</td>\n",
       "      <td>134.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>3328.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.185333</td>\n",
       "      <td>0.186716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4619</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feeds | Similar Spot | IG Vid Features</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Bigger Love | Feeds | Similar F25-49 Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-23T18:21:00-0400</td>\n",
       "      <td>62.0</td>\n",
       "      <td>actions:offsite_conversion.custom.320499698942985</td>\n",
       "      <td>2380</td>\n",
       "      <td>2601</td>\n",
       "      <td>0.238710</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.80</td>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>1.092857</td>\n",
       "      <td>144.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>0.259649</td>\n",
       "      <td>147.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>1164.0</td>\n",
       "      <td>556.0</td>\n",
       "      <td>556.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.119355</td>\n",
       "      <td>0.100680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4673</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RARW DSP | Publishers | Slides AP</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | RARW D2C | Publishers A25+</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-19T15:13:38-0400</td>\n",
       "      <td>42.0</td>\n",
       "      <td>actions:offsite_conversion.custom.592550568271399</td>\n",
       "      <td>5150</td>\n",
       "      <td>6762</td>\n",
       "      <td>0.568333</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.87</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.313010</td>\n",
       "      <td>129.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>0.194065</td>\n",
       "      <td>158.0</td>\n",
       "      <td>1613.0</td>\n",
       "      <td>4652.0</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.014799</td>\n",
       "      <td>0.151076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4860</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Similar Spotify | Social Clip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Similar Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-25T15:34:56-0400</td>\n",
       "      <td>104.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>5844</td>\n",
       "      <td>6621</td>\n",
       "      <td>0.252308</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26.24</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.132957</td>\n",
       "      <td>207.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>0.240734</td>\n",
       "      <td>213.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>3461.0</td>\n",
       "      <td>1318.0</td>\n",
       "      <td>1318.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.118198</td>\n",
       "      <td>0.123192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4861</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Similar Spotify | Social Clip V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Similar Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-25T15:34:56-0400</td>\n",
       "      <td>136.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>7648</td>\n",
       "      <td>8855</td>\n",
       "      <td>0.234191</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>31.85</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.157819</td>\n",
       "      <td>209.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>0.237687</td>\n",
       "      <td>219.0</td>\n",
       "      <td>346.0</td>\n",
       "      <td>5905.0</td>\n",
       "      <td>2055.0</td>\n",
       "      <td>2055.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.092052</td>\n",
       "      <td>0.145434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4863</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Similar Apple | Social Clip V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Similar Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-30T12:53:12-0400</td>\n",
       "      <td>145.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>5746</td>\n",
       "      <td>6562</td>\n",
       "      <td>0.168000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>24.36</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.142012</td>\n",
       "      <td>191.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>0.172766</td>\n",
       "      <td>197.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>1749.0</td>\n",
       "      <td>1749.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.085175</td>\n",
       "      <td>0.123655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4866</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Similar Apple | Social Clip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Similar Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-30T12:53:12-0400</td>\n",
       "      <td>88.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>3729</td>\n",
       "      <td>4017</td>\n",
       "      <td>0.186591</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>16.42</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.077233</td>\n",
       "      <td>110.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>0.207848</td>\n",
       "      <td>113.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>3056.0</td>\n",
       "      <td>997.0</td>\n",
       "      <td>997.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.115634</td>\n",
       "      <td>0.145310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4867</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Engagers Apple | Social Clip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Engagers Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-30T12:53:12-0400</td>\n",
       "      <td>67.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>2279</td>\n",
       "      <td>2648</td>\n",
       "      <td>0.179851</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.05</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.161913</td>\n",
       "      <td>106.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.172143</td>\n",
       "      <td>110.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>1762.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.089925</td>\n",
       "      <td>0.109545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4872</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Engagers Spotify | Social Clip V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Engagers Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-25T15:37:56-0400</td>\n",
       "      <td>74.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>3994</td>\n",
       "      <td>4972</td>\n",
       "      <td>0.289595</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>21.43</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.244867</td>\n",
       "      <td>143.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>0.285733</td>\n",
       "      <td>145.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3046.0</td>\n",
       "      <td>1202.0</td>\n",
       "      <td>1202.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.111036</td>\n",
       "      <td>0.147793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4878</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Engagers LAL Apple | Social Cli...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Engagers LAL Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-30T12:53:12-0400</td>\n",
       "      <td>97.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>5046</td>\n",
       "      <td>5659</td>\n",
       "      <td>0.231443</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>22.45</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.121482</td>\n",
       "      <td>137.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>0.249444</td>\n",
       "      <td>138.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3838.0</td>\n",
       "      <td>1349.0</td>\n",
       "      <td>1349.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.110591</td>\n",
       "      <td>0.162681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4879</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Engagers LAL Spotify | Social C...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Engagers LAL Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-25T15:40:17-0400</td>\n",
       "      <td>85.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>5878</td>\n",
       "      <td>6399</td>\n",
       "      <td>0.278941</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.71</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.088636</td>\n",
       "      <td>130.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>0.303974</td>\n",
       "      <td>133.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>1301.0</td>\n",
       "      <td>1301.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.124789</td>\n",
       "      <td>0.178271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5060</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Metalcore Apple | Social Clip</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Metalcore Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-30T12:53:12-0400</td>\n",
       "      <td>156.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>4563</td>\n",
       "      <td>4939</td>\n",
       "      <td>0.141026</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>22.00</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.082402</td>\n",
       "      <td>165.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>0.145695</td>\n",
       "      <td>175.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>4346.0</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.084291</td>\n",
       "      <td>0.125714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5061</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Parasite Eve | Metalcore Apple | Social Clip V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Parasite Eve | Metalcore Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-30T12:53:12-0400</td>\n",
       "      <td>100.0</td>\n",
       "      <td>actions:offsite_conversion.custom.263907584710229</td>\n",
       "      <td>3300</td>\n",
       "      <td>3624</td>\n",
       "      <td>0.128500</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.85</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.098182</td>\n",
       "      <td>121.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0.135263</td>\n",
       "      <td>125.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3107.0</td>\n",
       "      <td>1113.0</td>\n",
       "      <td>1113.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.074277</td>\n",
       "      <td>0.102800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5086</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Columbia Merch | Columbia IG | Mask</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Columbia Merch | Columbia IG 16-39</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-02T13:54:17-0400</td>\n",
       "      <td>414.0</td>\n",
       "      <td>actions:offsite_conversion.custom.351642148509...</td>\n",
       "      <td>9448</td>\n",
       "      <td>14193</td>\n",
       "      <td>0.071063</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.42</td>\n",
       "      <td>2020-07-10</td>\n",
       "      <td>1.502223</td>\n",
       "      <td>229.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>237.0</td>\n",
       "      <td>0.132523</td>\n",
       "      <td>237.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>539.0</td>\n",
       "      <td>539.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.124135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5092</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | Country Acts Apple | DSD Intro</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | Snake Oil | Country Acts Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-01T16:45:14-0400</td>\n",
       "      <td>190.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>4153</td>\n",
       "      <td>4452</td>\n",
       "      <td>0.106526</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.24</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.071996</td>\n",
       "      <td>200.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>0.111823</td>\n",
       "      <td>211.0</td>\n",
       "      <td>358.0</td>\n",
       "      <td>3573.0</td>\n",
       "      <td>995.0</td>\n",
       "      <td>995.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.056536</td>\n",
       "      <td>0.095924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5097</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | RT Spotify | DSD V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | Snake Oil | RT Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-01T16:45:14-0400</td>\n",
       "      <td>246.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>3812</td>\n",
       "      <td>6420</td>\n",
       "      <td>0.094024</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>23.13</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.684155</td>\n",
       "      <td>520.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>0.102345</td>\n",
       "      <td>558.0</td>\n",
       "      <td>673.0</td>\n",
       "      <td>5454.0</td>\n",
       "      <td>2337.0</td>\n",
       "      <td>2337.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.034368</td>\n",
       "      <td>0.041452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5098</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feed | Do Si Do | Engaged Spotify | DSD V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feed | Snake Oil | Engaged Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-01T16:45:14-0400</td>\n",
       "      <td>107.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>3462</td>\n",
       "      <td>4763</td>\n",
       "      <td>0.147664</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15.80</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.375794</td>\n",
       "      <td>383.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>394.0</td>\n",
       "      <td>0.156436</td>\n",
       "      <td>394.0</td>\n",
       "      <td>570.0</td>\n",
       "      <td>4027.0</td>\n",
       "      <td>1745.0</td>\n",
       "      <td>1745.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.027719</td>\n",
       "      <td>0.040102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5102</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Sundy | Foo Fighters Spotify | Clip 3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Sundy | Foo Fighters Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>actions:offsite_conversion.custom.268851897541770</td>\n",
       "      <td>2726</td>\n",
       "      <td>3200</td>\n",
       "      <td>0.425588</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.47</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.173881</td>\n",
       "      <td>140.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.466774</td>\n",
       "      <td>142.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>2259.0</td>\n",
       "      <td>1104.0</td>\n",
       "      <td>1104.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.057194</td>\n",
       "      <td>0.101901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5114</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Sundy | Luke Bryan Apple | Boat Img</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Sundy | Luke Bryan Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>actions:offsite_conversion.custom.268851897541770</td>\n",
       "      <td>4316</td>\n",
       "      <td>4915</td>\n",
       "      <td>0.140571</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.76</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.138786</td>\n",
       "      <td>123.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>0.150612</td>\n",
       "      <td>136.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>163.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.108529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5120</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Sundy | Eng Spotify | Clip 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Sundy | Eng Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>actions:offsite_conversion.custom.268851897541770</td>\n",
       "      <td>5560</td>\n",
       "      <td>8895</td>\n",
       "      <td>0.158448</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>27.57</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.599820</td>\n",
       "      <td>582.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.167091</td>\n",
       "      <td>617.0</td>\n",
       "      <td>689.0</td>\n",
       "      <td>4968.0</td>\n",
       "      <td>2669.0</td>\n",
       "      <td>2669.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.040015</td>\n",
       "      <td>0.044684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5159</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Out Now | RT LAL Spotify | Stacy Out Now</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Out Now | RT LAL Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-13T18:21:42-0400</td>\n",
       "      <td>17.0</td>\n",
       "      <td>actions:offsite_conversion.custom.133658497320...</td>\n",
       "      <td>3807</td>\n",
       "      <td>4183</td>\n",
       "      <td>1.241765</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>21.11</td>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>1.098765</td>\n",
       "      <td>119.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>1.507857</td>\n",
       "      <td>122.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>3477.0</td>\n",
       "      <td>879.0</td>\n",
       "      <td>879.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.117278</td>\n",
       "      <td>0.173033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5175</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Out Now | Similar Apple | LTMYS Out Now</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Out Now | Similar Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-13T18:21:42-0400</td>\n",
       "      <td>102.0</td>\n",
       "      <td>actions:offsite_conversion.custom.133658497320...</td>\n",
       "      <td>3583</td>\n",
       "      <td>5338</td>\n",
       "      <td>0.197843</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.18</td>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>1.489813</td>\n",
       "      <td>100.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>0.205918</td>\n",
       "      <td>105.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>4959.0</td>\n",
       "      <td>1456.0</td>\n",
       "      <td>1456.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.107340</td>\n",
       "      <td>0.192190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5186</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Out Now | Similar Apple | LTMYS Out Now</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Out Now | Toneden Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-13T18:21:42-0400</td>\n",
       "      <td>156.0</td>\n",
       "      <td>actions:offsite_conversion.custom.133658497320...</td>\n",
       "      <td>3706</td>\n",
       "      <td>6080</td>\n",
       "      <td>0.179744</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>28.04</td>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>1.640583</td>\n",
       "      <td>169.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.182078</td>\n",
       "      <td>178.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>5672.0</td>\n",
       "      <td>1923.0</td>\n",
       "      <td>1923.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.113065</td>\n",
       "      <td>0.157528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5188</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Out Now | Similar Apple | Coffee Out Now</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Out Now | Toneden Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-13T18:21:42-0400</td>\n",
       "      <td>94.0</td>\n",
       "      <td>actions:offsite_conversion.custom.133658497320...</td>\n",
       "      <td>3207</td>\n",
       "      <td>4440</td>\n",
       "      <td>0.269574</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>25.34</td>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>1.384471</td>\n",
       "      <td>105.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>0.275435</td>\n",
       "      <td>107.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>3842.0</td>\n",
       "      <td>1153.0</td>\n",
       "      <td>1153.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.117860</td>\n",
       "      <td>0.236822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5832</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Mixtape Spotify | SCxU  | Go</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Mixtape Spotify | Soundcloud x Uzi</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-24T20:25:31-0400</td>\n",
       "      <td>60.0</td>\n",
       "      <td>actions:offsite_conversion.custom.260715085195170</td>\n",
       "      <td>3715</td>\n",
       "      <td>4872</td>\n",
       "      <td>0.447500</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26.85</td>\n",
       "      <td>2020-07-29</td>\n",
       "      <td>1.311440</td>\n",
       "      <td>141.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.537000</td>\n",
       "      <td>142.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>3284.0</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.072372</td>\n",
       "      <td>0.189085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6039</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feeds | WS | Indie Vinyl | Boost 2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Indie Rock Vinyl | WS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-06T14:41:25-0400</td>\n",
       "      <td>15.0</td>\n",
       "      <td>actions:offsite_conversion.custom.266786087560541</td>\n",
       "      <td>5492</td>\n",
       "      <td>6724</td>\n",
       "      <td>2.026667</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>30.40</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>1.224326</td>\n",
       "      <td>127.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>3.377778</td>\n",
       "      <td>133.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>180.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.228571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6082</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Feeds | WS | A21+ | Boost 2</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Feeds | LAL | WS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-06T14:41:25-0400</td>\n",
       "      <td>25.0</td>\n",
       "      <td>actions:offsite_conversion.custom.266786087560541</td>\n",
       "      <td>5520</td>\n",
       "      <td>5705</td>\n",
       "      <td>0.672800</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>16.82</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>1.033514</td>\n",
       "      <td>99.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>1.682000</td>\n",
       "      <td>101.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.166535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6150</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LAL | DRT | Joji</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | DRT Spotify | Joji</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-06T11:49:30-0400</td>\n",
       "      <td>152.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>3667</td>\n",
       "      <td>5776</td>\n",
       "      <td>0.123553</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>18.78</td>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>1.575130</td>\n",
       "      <td>340.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>0.118113</td>\n",
       "      <td>334.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>4346.0</td>\n",
       "      <td>2074.0</td>\n",
       "      <td>2074.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.037560</td>\n",
       "      <td>0.056228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6151</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LAL | DRT | Diplo</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | DRT Spotify | Joji</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-06T11:49:30-0400</td>\n",
       "      <td>60.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>2924</td>\n",
       "      <td>3798</td>\n",
       "      <td>0.243333</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>14.60</td>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>1.298906</td>\n",
       "      <td>281.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>0.235484</td>\n",
       "      <td>282.0</td>\n",
       "      <td>394.0</td>\n",
       "      <td>3053.0</td>\n",
       "      <td>1450.0</td>\n",
       "      <td>1450.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.037056</td>\n",
       "      <td>0.051773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6153</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LAL | DLAL | Joji</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | DLAL Spotify | Joji</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-06T11:35:15-0400</td>\n",
       "      <td>153.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>5846</td>\n",
       "      <td>7479</td>\n",
       "      <td>0.156993</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>24.02</td>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>1.279336</td>\n",
       "      <td>328.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>0.160133</td>\n",
       "      <td>318.0</td>\n",
       "      <td>531.0</td>\n",
       "      <td>5080.0</td>\n",
       "      <td>2194.0</td>\n",
       "      <td>2194.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.045235</td>\n",
       "      <td>0.075535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6154</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LAL | Similar | Joji</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Similar Spotify | Joji</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-06T11:44:53-0400</td>\n",
       "      <td>150.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>4206</td>\n",
       "      <td>5959</td>\n",
       "      <td>0.118800</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>17.82</td>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>1.416786</td>\n",
       "      <td>325.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>0.114231</td>\n",
       "      <td>314.0</td>\n",
       "      <td>525.0</td>\n",
       "      <td>4216.0</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.033943</td>\n",
       "      <td>0.056752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6155</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LAL | ePop | Diplo</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | ePop Spotify | Joji</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>1650</td>\n",
       "      <td>2039</td>\n",
       "      <td>0.258276</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>7.49</td>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>1.235758</td>\n",
       "      <td>129.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>0.241613</td>\n",
       "      <td>130.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>1497.0</td>\n",
       "      <td>698.0</td>\n",
       "      <td>698.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.036537</td>\n",
       "      <td>0.057615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6158</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LAL | Pubs | Diplo</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Pubs Spotify | Joji</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>2473</td>\n",
       "      <td>2909</td>\n",
       "      <td>0.387097</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>12.00</td>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>1.176304</td>\n",
       "      <td>196.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>194.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>2311.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.038710</td>\n",
       "      <td>0.061856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6170</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>LAL | JEng | Joji</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | JEng Spotify | Joji</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>actions:offsite_conversion.custom.167335084572991</td>\n",
       "      <td>2110</td>\n",
       "      <td>3034</td>\n",
       "      <td>0.090309</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>Above average</td>\n",
       "      <td>8.76</td>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>1.437915</td>\n",
       "      <td>201.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>0.089388</td>\n",
       "      <td>198.0</td>\n",
       "      <td>292.0</td>\n",
       "      <td>2281.0</td>\n",
       "      <td>1004.0</td>\n",
       "      <td>1004.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.044242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6330</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Eng | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Eng Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:14-0400</td>\n",
       "      <td>138.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>867</td>\n",
       "      <td>1073</td>\n",
       "      <td>0.068406</td>\n",
       "      <td>Average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>9.44</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.237601</td>\n",
       "      <td>135.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0.069412</td>\n",
       "      <td>140.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>599.0</td>\n",
       "      <td>599.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.055858</td>\n",
       "      <td>0.067429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6334</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Eng | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Col Eng Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:15-0400</td>\n",
       "      <td>304.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>2389</td>\n",
       "      <td>3004</td>\n",
       "      <td>0.094572</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>28.75</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.257430</td>\n",
       "      <td>296.0</td>\n",
       "      <td>302.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>0.095199</td>\n",
       "      <td>314.0</td>\n",
       "      <td>463.0</td>\n",
       "      <td>2783.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.062095</td>\n",
       "      <td>0.091561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6338</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Eng | V3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Col Eng Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:15-0400</td>\n",
       "      <td>100.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>739</td>\n",
       "      <td>822</td>\n",
       "      <td>0.082900</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8.29</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.112314</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0.089140</td>\n",
       "      <td>102.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>797.0</td>\n",
       "      <td>503.0</td>\n",
       "      <td>503.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.051491</td>\n",
       "      <td>0.081275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6345</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Eng | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Col Eng Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:15-0400</td>\n",
       "      <td>114.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>714</td>\n",
       "      <td>792</td>\n",
       "      <td>0.078596</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8.96</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.109244</td>\n",
       "      <td>112.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.079292</td>\n",
       "      <td>117.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.053333</td>\n",
       "      <td>0.076581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6346</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Pub Country | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Pub Country Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:09-0400</td>\n",
       "      <td>445.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>3249</td>\n",
       "      <td>3829</td>\n",
       "      <td>0.071506</td>\n",
       "      <td>Average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>31.82</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.178516</td>\n",
       "      <td>429.0</td>\n",
       "      <td>424.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>0.075047</td>\n",
       "      <td>448.0</td>\n",
       "      <td>653.0</td>\n",
       "      <td>3486.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.048729</td>\n",
       "      <td>0.071027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6348</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Drag Race | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Drag Race Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:10-0400</td>\n",
       "      <td>198.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>1572</td>\n",
       "      <td>1681</td>\n",
       "      <td>0.073182</td>\n",
       "      <td>Average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14.49</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.069338</td>\n",
       "      <td>192.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>0.075864</td>\n",
       "      <td>197.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>1534.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.054474</td>\n",
       "      <td>0.073553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6351</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Shania | VJ</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Shania Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:11-0400</td>\n",
       "      <td>134.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>1111</td>\n",
       "      <td>1199</td>\n",
       "      <td>0.077239</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>10.35</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.079208</td>\n",
       "      <td>136.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>0.079008</td>\n",
       "      <td>138.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>1073.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.048821</td>\n",
       "      <td>0.075000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6355</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | VJ</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Col Artists Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:12-0400</td>\n",
       "      <td>366.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>3074</td>\n",
       "      <td>3488</td>\n",
       "      <td>0.084071</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>30.77</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.134678</td>\n",
       "      <td>370.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>0.087914</td>\n",
       "      <td>375.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>3157.0</td>\n",
       "      <td>1819.0</td>\n",
       "      <td>1819.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.057838</td>\n",
       "      <td>0.082053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6356</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Eng | VJ</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Eng Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:14-0400</td>\n",
       "      <td>198.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>1186</td>\n",
       "      <td>1566</td>\n",
       "      <td>0.064242</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.72</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.320405</td>\n",
       "      <td>192.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.065907</td>\n",
       "      <td>200.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>1398.0</td>\n",
       "      <td>950.0</td>\n",
       "      <td>950.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.042685</td>\n",
       "      <td>0.063600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6357</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Pub Country | VJ</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Pub Country Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:27:09-0400</td>\n",
       "      <td>195.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>2013</td>\n",
       "      <td>2437</td>\n",
       "      <td>0.090923</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.73</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.210631</td>\n",
       "      <td>205.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>0.091392</td>\n",
       "      <td>211.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>2171.0</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.055406</td>\n",
       "      <td>0.084028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6359</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Col Artists Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:32:39-0400</td>\n",
       "      <td>39.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>1094</td>\n",
       "      <td>1206</td>\n",
       "      <td>0.185128</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.102377</td>\n",
       "      <td>118.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>0.167907</td>\n",
       "      <td>121.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>979.0</td>\n",
       "      <td>562.0</td>\n",
       "      <td>562.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.040791</td>\n",
       "      <td>0.059669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6361</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | VJ</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Col Artists Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:32:39-0400</td>\n",
       "      <td>46.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>1156</td>\n",
       "      <td>1345</td>\n",
       "      <td>0.169783</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>7.81</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.163495</td>\n",
       "      <td>110.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.177500</td>\n",
       "      <td>111.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>612.0</td>\n",
       "      <td>612.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.036840</td>\n",
       "      <td>0.070360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6362</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | VJ</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Drag Race Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:33:34-0400</td>\n",
       "      <td>115.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>2799</td>\n",
       "      <td>3440</td>\n",
       "      <td>0.167391</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>19.25</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.229010</td>\n",
       "      <td>265.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>0.170354</td>\n",
       "      <td>271.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>2576.0</td>\n",
       "      <td>1638.0</td>\n",
       "      <td>1638.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.036321</td>\n",
       "      <td>0.071033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6367</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Shania Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:33:30-0400</td>\n",
       "      <td>55.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>1729</td>\n",
       "      <td>2005</td>\n",
       "      <td>0.207818</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>11.43</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.159630</td>\n",
       "      <td>206.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>0.211667</td>\n",
       "      <td>211.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>1502.0</td>\n",
       "      <td>997.0</td>\n",
       "      <td>997.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.031401</td>\n",
       "      <td>0.054171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6374</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | VJ</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | LGBT Country Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:33:32-0400</td>\n",
       "      <td>107.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>4876</td>\n",
       "      <td>5351</td>\n",
       "      <td>0.288224</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>30.84</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.097416</td>\n",
       "      <td>358.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>0.293714</td>\n",
       "      <td>366.0</td>\n",
       "      <td>596.0</td>\n",
       "      <td>4016.0</td>\n",
       "      <td>2113.0</td>\n",
       "      <td>2113.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.051745</td>\n",
       "      <td>0.084262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6377</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | LGBT Country Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:33:32-0400</td>\n",
       "      <td>137.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>5142</td>\n",
       "      <td>5640</td>\n",
       "      <td>0.222482</td>\n",
       "      <td>Average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>30.48</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.096849</td>\n",
       "      <td>435.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>443.0</td>\n",
       "      <td>0.219281</td>\n",
       "      <td>443.0</td>\n",
       "      <td>656.0</td>\n",
       "      <td>4121.0</td>\n",
       "      <td>2195.0</td>\n",
       "      <td>2195.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.046463</td>\n",
       "      <td>0.068804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6379</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Pub Country Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:33:33-0400</td>\n",
       "      <td>84.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>2018</td>\n",
       "      <td>2567</td>\n",
       "      <td>0.146548</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>12.31</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.272052</td>\n",
       "      <td>174.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.148313</td>\n",
       "      <td>181.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>1807.0</td>\n",
       "      <td>1023.0</td>\n",
       "      <td>1023.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.044927</td>\n",
       "      <td>0.068011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6381</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Col Artists | V3</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Pub Country Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-14T11:33:33-0400</td>\n",
       "      <td>120.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>2098</td>\n",
       "      <td>2542</td>\n",
       "      <td>0.110417</td>\n",
       "      <td>Average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13.25</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.211630</td>\n",
       "      <td>219.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>237.0</td>\n",
       "      <td>0.121560</td>\n",
       "      <td>234.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>2063.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.029977</td>\n",
       "      <td>0.056624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6403</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Late Night | V1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Late Night Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-18T09:22:16-0400</td>\n",
       "      <td>304.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>2661</td>\n",
       "      <td>2874</td>\n",
       "      <td>0.096283</td>\n",
       "      <td>Below average - Bottom 10% of ads</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29.27</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.080045</td>\n",
       "      <td>300.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>0.099898</td>\n",
       "      <td>306.0</td>\n",
       "      <td>469.0</td>\n",
       "      <td>2661.0</td>\n",
       "      <td>1557.0</td>\n",
       "      <td>1557.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.062409</td>\n",
       "      <td>0.095654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6406</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Late Night | VJ</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Late Night Apple</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-18T09:22:16-0400</td>\n",
       "      <td>290.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>2791</td>\n",
       "      <td>3039</td>\n",
       "      <td>0.088690</td>\n",
       "      <td>Average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>25.72</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.088857</td>\n",
       "      <td>292.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>0.089930</td>\n",
       "      <td>296.0</td>\n",
       "      <td>478.0</td>\n",
       "      <td>2854.0</td>\n",
       "      <td>1691.0</td>\n",
       "      <td>1691.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.053808</td>\n",
       "      <td>0.086892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6410</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Show Pony | Late Night | V2</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Feeds | Show Pony | Late Night Spotify</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-18T15:19:55-0400</td>\n",
       "      <td>166.0</td>\n",
       "      <td>actions:offsite_conversion.custom.966061807189908</td>\n",
       "      <td>4250</td>\n",
       "      <td>4655</td>\n",
       "      <td>0.189578</td>\n",
       "      <td>Below average - Bottom 35% of ads</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>31.47</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>1.095294</td>\n",
       "      <td>319.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>0.200446</td>\n",
       "      <td>326.0</td>\n",
       "      <td>667.0</td>\n",
       "      <td>3801.0</td>\n",
       "      <td>2346.0</td>\n",
       "      <td>2346.0</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>0.047181</td>\n",
       "      <td>0.096534</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Reporting Starts Reporting Ends  \\\n",
       "1108       2019-01-01     2020-08-31   \n",
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       "3185       2019-01-01     2020-08-31   \n",
       "3186       2019-01-01     2020-08-31   \n",
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       "3194       2019-01-01     2020-08-31   \n",
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       "3198       2019-01-01     2020-08-31   \n",
       "3333       2019-01-01     2020-08-31   \n",
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       "3494       2019-01-01     2020-08-31   \n",
       "3512       2019-01-01     2020-08-31   \n",
       "3513       2019-01-01     2020-08-31   \n",
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       "3541       2019-01-01     2020-08-31   \n",
       "3544       2019-01-01     2020-08-31   \n",
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       "3996       2019-01-01     2020-08-31   \n",
       "3999       2019-01-01     2020-08-31   \n",
       "4013       2019-01-01     2020-08-31   \n",
       "4016       2019-01-01     2020-08-31   \n",
       "4018       2019-01-01     2020-08-31   \n",
       "4052       2019-01-01     2020-08-31   \n",
       "4053       2019-01-01     2020-08-31   \n",
       "4055       2019-01-01     2020-08-31   \n",
       "4058       2019-01-01     2020-08-31   \n",
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       "4089       2019-01-01     2020-08-31   \n",
       "4144       2019-01-01     2020-08-31   \n",
       "4147       2019-01-01     2020-08-31   \n",
       "4148       2019-01-01     2020-08-31   \n",
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       "4175       2019-01-01     2020-08-31   \n",
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       "4235       2019-01-01     2020-08-31   \n",
       "4237       2019-01-01     2020-08-31   \n",
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       "5061       2019-01-01     2020-08-31   \n",
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       "5092       2019-01-01     2020-08-31   \n",
       "5097       2019-01-01     2020-08-31   \n",
       "5098       2019-01-01     2020-08-31   \n",
       "5102       2019-01-01     2020-08-31   \n",
       "5114       2019-01-01     2020-08-31   \n",
       "5120       2019-01-01     2020-08-31   \n",
       "5159       2019-01-01     2020-08-31   \n",
       "5175       2019-01-01     2020-08-31   \n",
       "5186       2019-01-01     2020-08-31   \n",
       "5188       2019-01-01     2020-08-31   \n",
       "5832       2019-01-01     2020-08-31   \n",
       "6039       2019-01-01     2020-08-31   \n",
       "6082       2019-01-01     2020-08-31   \n",
       "6150       2019-01-01     2020-08-31   \n",
       "6151       2019-01-01     2020-08-31   \n",
       "6153       2019-01-01     2020-08-31   \n",
       "6154       2019-01-01     2020-08-31   \n",
       "6155       2019-01-01     2020-08-31   \n",
       "6158       2019-01-01     2020-08-31   \n",
       "6170       2019-01-01     2020-08-31   \n",
       "6330       2019-01-01     2020-08-31   \n",
       "6334       2019-01-01     2020-08-31   \n",
       "6338       2019-01-01     2020-08-31   \n",
       "6345       2019-01-01     2020-08-31   \n",
       "6346       2019-01-01     2020-08-31   \n",
       "6348       2019-01-01     2020-08-31   \n",
       "6351       2019-01-01     2020-08-31   \n",
       "6355       2019-01-01     2020-08-31   \n",
       "6356       2019-01-01     2020-08-31   \n",
       "6357       2019-01-01     2020-08-31   \n",
       "6359       2019-01-01     2020-08-31   \n",
       "6361       2019-01-01     2020-08-31   \n",
       "6362       2019-01-01     2020-08-31   \n",
       "6367       2019-01-01     2020-08-31   \n",
       "6374       2019-01-01     2020-08-31   \n",
       "6377       2019-01-01     2020-08-31   \n",
       "6379       2019-01-01     2020-08-31   \n",
       "6381       2019-01-01     2020-08-31   \n",
       "6403       2019-01-01     2020-08-31   \n",
       "6406       2019-01-01     2020-08-31   \n",
       "6410       2019-01-01     2020-08-31   \n",
       "\n",
       "                                                Ad Name     Ad Delivery  \\\n",
       "1108                    FB Engaged | Stories | Homepage  not_delivering   \n",
       "1109                     FB Engaged | Stories | Friends  not_delivering   \n",
       "1161                 Similar | Stories | Friends - Copy  not_delivering   \n",
       "1307  Jeff Lynne's ELO | From Out Of | Affinity |  D...  not_delivering   \n",
       "1378                 Sundown | Engagers | Sundown Video  not_delivering   \n",
       "1460                  Lil Tjay | T2M | Engaged | Studio  not_delivering   \n",
       "1464                         Lil Tjay | T2M | LAL | 711  not_delivering   \n",
       "1752       Madeon | Good Faith | RT + CRM | Trailer 360  not_delivering   \n",
       "1762  Imperfections | Celine Affinity | Still Out No...  not_delivering   \n",
       "1765  Imperfections | Celine Affinity | MV Out Now R...  not_delivering   \n",
       "1766  Imperfections | Celine Affinity | MV Out Now R...  not_delivering   \n",
       "2421     Spirits SVOD | JD | 15s Spot Forbes Meticulous  not_delivering   \n",
       "2507          Spirits SVOD | NIN | 15s Spot Forbes Gold  not_delivering   \n",
       "3024                      Taylor Swift F25-49 | Feed V2        inactive   \n",
       "3027                               Lib F18-49 | Feed V2  not_delivering   \n",
       "3028                    Carrie Miranda F25-49 | Feed V2        inactive   \n",
       "3030                         Dixie Chicks 18+ | Feed V2        inactive   \n",
       "3039                               LDR A18-49 | Feed V2  not_delivering   \n",
       "3042                         Country Pop A18+ | Feed V2        inactive   \n",
       "3052                               Lib F18-49 | Feed V3  not_delivering   \n",
       "3055                         Country Pop A18+ | Feed V3        inactive   \n",
       "3059                               LDR A18-49 | Feed V3  not_delivering   \n",
       "3062                          Gaslighter A18+ | Feed V3  not_delivering   \n",
       "3064                 Carrie Miranda F25-49 | Feed V2 YT  not_delivering   \n",
       "3075                           Bern F18-49 | Feed V2 YT  not_delivering   \n",
       "3081                       CBS Sunday A18+ | Feed V2 YT  not_delivering   \n",
       "3181               Lento Feeds | Shakira | MV V2 Chorus  not_delivering   \n",
       "3185                      Lento Feeds | Shakira | MV V1  not_delivering   \n",
       "3186                           Lento Feeds | 5H | MV V1  not_delivering   \n",
       "3188                    Lento Feeds | 5H | MV V2 Chorus  not_delivering   \n",
       "3194                           Lento Feeds | 5H | MV V1  not_delivering   \n",
       "3196                Lento Feeds | Camila | MV V2 Chorus  not_delivering   \n",
       "3198                       Lento Feeds | Camila | MV V1  not_delivering   \n",
       "3333                               YAYF | LAL | BS Clip  not_delivering   \n",
       "3338                               YAYF | Eng | BS Clip  not_delivering   \n",
       "3401                      Indoor Friends | LB Eng | Art  not_delivering   \n",
       "3419  Columbia Merch | Columbia IG | Sweats Sale - V...  not_delivering   \n",
       "3460          MMF FB | Bob Dylan RT | Telegraph Article  not_delivering   \n",
       "3462                MMF FB | Bob Dylan RT | NME Article  not_delivering   \n",
       "3468                  MMF FB | Alt Rock 2 | NME Article  not_delivering   \n",
       "3481       MMF FB | Publishers A25+ | Telegraph Article  not_delivering   \n",
       "3488           MMF FB | Bob Dylan Affinity| NME Article  not_delivering   \n",
       "3494          MMF FB | Classic Rock | Telegraph Article  not_delivering   \n",
       "3512   Feed | Do Si Do | Diplo Country Spotify | Pseudo  not_delivering   \n",
       "3513      Feed | Do Si Do | Diplo Country Apple | Flyer  not_delivering   \n",
       "3531              MMF FB | Publishers A25+ | RS Article  not_delivering   \n",
       "3540              MMF FB | Publishers A25+ | RS Article  not_delivering   \n",
       "3541              MMF FB | Publishers A25+ | RS Article  not_delivering   \n",
       "3544              MMF FB | Publishers A25+ | RS Article  not_delivering   \n",
       "3554       Zhavia | Waiting | fans | feed spotify sheep  not_delivering   \n",
       "3556      Zhavia | Waiting | similar | feed apple sheep  not_delivering   \n",
       "3565                  Foul Play | Similar Apple | Boost  not_delivering   \n",
       "3568               Foul Play | Engagers Spotify | Boost  not_delivering   \n",
       "3569                 Foul Play | Engagers Apple | Vis 2  not_delivering   \n",
       "3573                       321 | Retargeting | OTIA VOD  not_delivering   \n",
       "3597                     321 | Collab Spotify | Trailer  not_delivering   \n",
       "3599                     321 | Collab Amazon | OTIA VOD  not_delivering   \n",
       "3603                      321 | Collab Apple | OTIA VOD  not_delivering   \n",
       "3607                      321 | Genre Amazon | OTIA VOD  not_delivering   \n",
       "3619                          800 BC | Engagers | Wetty  not_delivering   \n",
       "3622                       800 BC | Engagers | Big Drip  not_delivering   \n",
       "3649                  800 BC | Radio Spotify | Big Drip  not_delivering   \n",
       "3651                    800 BC | Radio Apple | Big Drip  not_delivering   \n",
       "3758  Campaign: Playbook \"Kina Spot Test\" Stage 1, A...  not_delivering   \n",
       "3759  Campaign: Playbook \"Kina Spot Test\" Stage 1, A...  not_delivering   \n",
       "3760  Campaign: Playbook \"Kina Spot Test\" Stage 1, A...  not_delivering   \n",
       "3761  Campaign: Playbook \"Kina Spot Test\" Stage 1, A...  not_delivering   \n",
       "3763  Campaign: Playbook \"Kina Spot Test\" Stage 1, A...  not_delivering   \n",
       "3772  Campaign: Playbook \"Fivio\" Stage 1, Adset 2384...  not_delivering   \n",
       "3773  Campaign: Playbook \"Fivio\" Stage 1, Adset 2384...  not_delivering   \n",
       "3896                   321 | Teen Vogue Apple | OTIA MV  not_delivering   \n",
       "3898                        321 | Genre Spotify | AS MV  not_delivering   \n",
       "3923               Foul Play | Similar Spotify | IHU AA  not_delivering   \n",
       "3927                Foul Play | Similar Spotify | L4M 1  not_delivering   \n",
       "3928               Foul Play | Engagers Spotify | L4M 1  not_delivering   \n",
       "3932                 Foul Play | Engagers Apple | L4M 2  not_delivering   \n",
       "3941                    Foul Play | LAL Spotify | L4M 1  not_delivering   \n",
       "3947  Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...  not_delivering   \n",
       "3948  Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...  not_delivering   \n",
       "3949  Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...  not_delivering   \n",
       "3950  Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...  not_delivering   \n",
       "3952  Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...  not_delivering   \n",
       "3954  Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...  not_delivering   \n",
       "3957  Campaign: Playbook \"Rileyy Lanez\" Stage 1, Ads...  not_delivering   \n",
       "3965                             WS Shoppers | Alt Copy        inactive   \n",
       "3967                              Uzi RT LAL | Alt Copy        inactive   \n",
       "3995                 RARW | Alt Rock 2 | D2C RARW slide  not_delivering   \n",
       "3996                   RARW | Alt Rock 2 | D2C FP slide  not_delivering   \n",
       "3999                 RARW | Publishers | D2C RARW slide  not_delivering   \n",
       "4013                                    Meek | Alt Copy        inactive   \n",
       "4016                                     MBY | Alt Copy        inactive   \n",
       "4018                                         MBY | Misc        inactive   \n",
       "4052                                      Swae Lee | V2  not_delivering   \n",
       "4053                                            RT | V1  not_delivering   \n",
       "4055                                   Post Malone | V2  not_delivering   \n",
       "4058                                       Tik Tok | V2  not_delivering   \n",
       "4062                                   Post Malone | V2  not_delivering   \n",
       "4066                                           Eng | V1  not_delivering   \n",
       "4074                  SOE | Big Sean Apple | ZY Trailer  not_delivering   \n",
       "4089                                 MBY | Trailer Save        inactive   \n",
       "4144                     GOAT | Pubs Apple | Trailer BB        inactive   \n",
       "4147                          EOE | RT LAL Spot | Viz 1  not_delivering   \n",
       "4148                      EOE | TD Similar Spot | Viz 1  not_delivering   \n",
       "4150                     EOE | TD Similar Apple | Viz 1  not_delivering   \n",
       "4156                           EOE | Demi Apple | Viz 2  not_delivering   \n",
       "4175                        EOE | RT LAL Apple | Zoom 2  not_delivering   \n",
       "4179                        EOE | Similar Spot | Zoom 2  not_delivering   \n",
       "4188                          EOE | Miley Apple | Viz 1  not_delivering   \n",
       "4189                          EOE | Miley Apple | Viz 2  not_delivering   \n",
       "4191                           EOE | Miley Spot | Viz 2  not_delivering   \n",
       "4192                         EOE | Miley Apple | Zoom 1  not_delivering   \n",
       "4195             GOAT | RT LAL Apple | Go Stupid Quotes  not_delivering   \n",
       "4210                                       Uzi | Crew 2  not_delivering   \n",
       "4212                                Uzi RT LAL | Crew 2  not_delivering   \n",
       "4221                                 MBY | Vinyl - Copy  not_delivering   \n",
       "4228                   GOAT | Meek Mill Apple | Wishing  not_delivering   \n",
       "4235                     WIMP3 D2C | Eng | Merch Mix DW        inactive   \n",
       "4237                    GOAT | Pubs Apple | Wishing P4K  not_delivering   \n",
       "4241                      WIMP3 D2C | Eng | Cass Car DW        inactive   \n",
       "4328  Feed | Do Si Do | Country Acts Spotify | Heart...  not_delivering   \n",
       "4332                  Feed | Do Si Do | RT Apple | Thug        inactive   \n",
       "4333                   Feed | Do Si Do | RT Apple | DWM        inactive   \n",
       "4335                Feed | Do Si Do | RT Spotify | Thug        inactive   \n",
       "4340             Feed | Do Si Do | Engaged Apple | Thug        inactive   \n",
       "4397            Ungoldy Hour | Teen Vogue Spotify | MV1  not_delivering   \n",
       "4401              Ungoldy Hour | Highsnob Spotify | MV2  not_delivering   \n",
       "4403               Ungoldy Hour | Essence Spotify | MV1  not_delivering   \n",
       "4406               Ungoldy Hour | Complex Spotify | MV1  not_delivering   \n",
       "4407              Ungoldy Hour | Engagers Spotify | MV1  not_delivering   \n",
       "4415              Ungoldy Hour | Highsnob Spotify | MV1  not_delivering   \n",
       "4416              Ungoldy Hour | Engagers Spotify | MV2  not_delivering   \n",
       "4417               Ungoldy Hour | Complex Spotify | MV2  not_delivering   \n",
       "4418                          Go | Pop Rap Spotify | V4  not_delivering   \n",
       "4419                          Go | Pop Rap Spotify | V1  not_delivering   \n",
       "4421                      Go | Pop Rap Apple Music | V4  not_delivering   \n",
       "4422                      Go | Pop Rap Apple Music | V3  not_delivering   \n",
       "4423                      Go | Pop Rap Apple Music | V1  not_delivering   \n",
       "4425                          Go | Pop Rap Spotify | V4  not_delivering   \n",
       "4428                      Go | Pop Rap Apple Music | V4  not_delivering   \n",
       "4429                          Go | Pop Rap Spotify | V3  not_delivering   \n",
       "4430                      Go | Pop Rap Apple Music | V2  not_delivering   \n",
       "4431                          Go | Pop Rap Spotify | V2  not_delivering   \n",
       "4442                         Go | Engagers Spotify | V3  not_delivering   \n",
       "4496                     Ungoldy Hour | GMA Apple | MV2  not_delivering   \n",
       "4502                   Ungoldy Hour | Radio Apple | MV2  not_delivering   \n",
       "4506                   Ungoldy Hour | BET Spotify | MV1  not_delivering   \n",
       "4507                   Ungoldy Hour | BET Spotify | MV2  not_delivering   \n",
       "4546              Feeds | Genre Apple | Never Break Cap  not_delivering   \n",
       "4555                      Feeds | NBC Spot | IG Vid Cap  not_delivering   \n",
       "4561                      Feeds | BET Spot | IG Vid Cap  not_delivering   \n",
       "4567                Feeds | GC Apple |  IG Vid Features  not_delivering   \n",
       "4610                     Feeds | RT Apple |  IG Vid Cap  not_delivering   \n",
       "4619             Feeds | Similar Spot | IG Vid Features  not_delivering   \n",
       "4673                  RARW DSP | Publishers | Slides AP  not_delivering   \n",
       "4860       Parasite Eve | Similar Spotify | Social Clip  not_delivering   \n",
       "4861    Parasite Eve | Similar Spotify | Social Clip V2  not_delivering   \n",
       "4863      Parasite Eve | Similar Apple | Social Clip V2  not_delivering   \n",
       "4866         Parasite Eve | Similar Apple | Social Clip  not_delivering   \n",
       "4867        Parasite Eve | Engagers Apple | Social Clip  not_delivering   \n",
       "4872   Parasite Eve | Engagers Spotify | Social Clip V2  not_delivering   \n",
       "4878  Parasite Eve | Engagers LAL Apple | Social Cli...  not_delivering   \n",
       "4879  Parasite Eve | Engagers LAL Spotify | Social C...  not_delivering   \n",
       "5060       Parasite Eve | Metalcore Apple | Social Clip  not_delivering   \n",
       "5061    Parasite Eve | Metalcore Apple | Social Clip V2  not_delivering   \n",
       "5086                Columbia Merch | Columbia IG | Mask  not_delivering   \n",
       "5092   Feed | Do Si Do | Country Acts Apple | DSD Intro  not_delivering   \n",
       "5097              Feed | Do Si Do | RT Spotify | DSD V1  not_delivering   \n",
       "5098         Feed | Do Si Do | Engaged Spotify | DSD V1  not_delivering   \n",
       "5102              Sundy | Foo Fighters Spotify | Clip 3  not_delivering   \n",
       "5114                Sundy | Luke Bryan Apple | Boat Img  not_delivering   \n",
       "5120                       Sundy | Eng Spotify | Clip 2  not_delivering   \n",
       "5159           Out Now | RT LAL Spotify | Stacy Out Now  not_delivering   \n",
       "5175            Out Now | Similar Apple | LTMYS Out Now  not_delivering   \n",
       "5186            Out Now | Similar Apple | LTMYS Out Now  not_delivering   \n",
       "5188           Out Now | Similar Apple | Coffee Out Now  not_delivering   \n",
       "5832                       Mixtape Spotify | SCxU  | Go  not_delivering   \n",
       "6039                 Feeds | WS | Indie Vinyl | Boost 2  not_delivering   \n",
       "6082                        Feeds | WS | A21+ | Boost 2        inactive   \n",
       "6150                                   LAL | DRT | Joji  not_delivering   \n",
       "6151                                  LAL | DRT | Diplo  not_delivering   \n",
       "6153                                  LAL | DLAL | Joji  not_delivering   \n",
       "6154                               LAL | Similar | Joji  not_delivering   \n",
       "6155                                 LAL | ePop | Diplo  not_delivering   \n",
       "6158                                 LAL | Pubs | Diplo  not_delivering   \n",
       "6170                                  LAL | JEng | Joji  not_delivering   \n",
       "6330                               Show Pony | Eng | V2  not_delivering   \n",
       "6334                           Show Pony | Col Eng | V2  not_delivering   \n",
       "6338                           Show Pony | Col Eng | V3  not_delivering   \n",
       "6345                           Show Pony | Col Eng | V1  not_delivering   \n",
       "6346                       Show Pony | Pub Country | V1  not_delivering   \n",
       "6348                         Show Pony | Drag Race | V1  not_delivering   \n",
       "6351                            Show Pony | Shania | VJ  not_delivering   \n",
       "6355                       Show Pony | Col Artists | VJ  not_delivering   \n",
       "6356                               Show Pony | Eng | VJ  not_delivering   \n",
       "6357                       Show Pony | Pub Country | VJ  not_delivering   \n",
       "6359                       Show Pony | Col Artists | V1  not_delivering   \n",
       "6361                       Show Pony | Col Artists | VJ  not_delivering   \n",
       "6362                       Show Pony | Col Artists | VJ  not_delivering   \n",
       "6367                       Show Pony | Col Artists | V1  not_delivering   \n",
       "6374                       Show Pony | Col Artists | VJ  not_delivering   \n",
       "6377                       Show Pony | Col Artists | V1  not_delivering   \n",
       "6379                       Show Pony | Col Artists | V2  not_delivering   \n",
       "6381                       Show Pony | Col Artists | V3  not_delivering   \n",
       "6403                        Show Pony | Late Night | V1  not_delivering   \n",
       "6406                        Show Pony | Late Night | VJ  not_delivering   \n",
       "6410                        Show Pony | Late Night | V2  not_delivering   \n",
       "\n",
       "                                        Ad Set Name  Bid       Bid Type  \\\n",
       "1108   Blink-182 | NineSpace | FB Engaged | Stories  0.0  ABSOLUTE_OCPM   \n",
       "1109   Blink-182 | NineSpace | FB Engaged | Stories  0.0  ABSOLUTE_OCPM   \n",
       "1161       Blink-182 | NineSpace | Warped | Stories  0.0  ABSOLUTE_OCPM   \n",
       "1307      Jeff Lynne's ELO | From Out Of | Affinity  0.0  ABSOLUTE_OCPM   \n",
       "1378                                       Engagers  0.0  ABSOLUTE_OCPM   \n",
       "1460                       Lil Tjay | T2M | Engaged  0.0  ABSOLUTE_OCPM   \n",
       "1464                           Lil Tjay | T2M | LAL  0.0  ABSOLUTE_OCPM   \n",
       "1752              Madeon | Be Fine Boost | RT + CRM  0.0  ABSOLUTE_OCPM   \n",
       "1762   Celine Dion | Imperfections Video | RT + CRM  0.0  ABSOLUTE_OCPM   \n",
       "1765    Celine Dion | Imperfections Video | Similar  0.0  ABSOLUTE_OCPM   \n",
       "1766    Celine Dion | Imperfections Video | Engaged  0.0  ABSOLUTE_OCPM   \n",
       "2421                    Spirits SVOD | Joy Division  0.0  ABSOLUTE_OCPM   \n",
       "2507                             Spirits SVOD | NIN  0.0  ABSOLUTE_OCPM   \n",
       "3024    Gaslighter Out Now FB | Taylor Swift F25-49  0.0  ABSOLUTE_OCPM   \n",
       "3027             Gaslighter Out Now FB | Lib F18-49  0.0  ABSOLUTE_OCPM   \n",
       "3028  Gaslighter Out Now FB | Carrie Miranda F25-49  0.0  ABSOLUTE_OCPM   \n",
       "3030      Gaslighter Out Now FB | Dixie Chicks A18+  0.0  ABSOLUTE_OCPM   \n",
       "3039             Gaslighter Out Now FB | LDR A18-49  0.0  ABSOLUTE_OCPM   \n",
       "3042       Gaslighter Out Now FB | Country Pop A18+  0.0  ABSOLUTE_OCPM   \n",
       "3052             Gaslighter Out Now FB | Lib F18-49  0.0  ABSOLUTE_OCPM   \n",
       "3055       Gaslighter Out Now FB | Country Pop A18+  0.0  ABSOLUTE_OCPM   \n",
       "3059             Gaslighter Out Now FB | LDR A18-49  0.0  ABSOLUTE_OCPM   \n",
       "3062        Gaslighter Out Now FB | Gaslighter A18+  0.0  ABSOLUTE_OCPM   \n",
       "3064  Gaslighter Out Now FB | Carrie Miranda F25-49  0.0  ABSOLUTE_OCPM   \n",
       "3075            Gaslighter Out Now FB | Bern F18-49  0.0  ABSOLUTE_OCPM   \n",
       "3081        Gaslighter Out Now FB | CBS Sunday A18+  0.0  ABSOLUTE_OCPM   \n",
       "3181                    Eng | Lento Feeds | Shakira  0.0  ABSOLUTE_OCPM   \n",
       "3185                    Eng | Lento Feeds | Shakira  0.0  ABSOLUTE_OCPM   \n",
       "3186                         Eng | Lento Feeds | 5H  0.0  ABSOLUTE_OCPM   \n",
       "3188                         Eng | Lento Feeds | 5H  0.0  ABSOLUTE_OCPM   \n",
       "3194                         Esp | Lento Feeds | 5H  0.0  ABSOLUTE_OCPM   \n",
       "3196                     Esp | Lento Feeds | Camila  0.0  ABSOLUTE_OCPM   \n",
       "3198                     Esp | Lento Feeds | Camila  0.0  ABSOLUTE_OCPM   \n",
       "3333                             Feeds | YAYF | LAL  0.0  ABSOLUTE_OCPM   \n",
       "3338                             Feeds | YAYF | Eng  0.0  ABSOLUTE_OCPM   \n",
       "3401           Blend | Indoor Friends | LB Engagers  0.0  ABSOLUTE_OCPM   \n",
       "3419       Feeds | Columbia Merch | Columbia IG 40+  0.0  ABSOLUTE_OCPM   \n",
       "3460                          MMF FB | Bob Dylan RT  0.0  ABSOLUTE_OCPM   \n",
       "3462                          MMF FB | Bob Dylan RT  0.0  ABSOLUTE_OCPM   \n",
       "3468                            MMF FB | Alt Rock 2  0.0  ABSOLUTE_OCPM   \n",
       "3481                       MMF FB | Publishers A25+  0.0  ABSOLUTE_OCPM   \n",
       "3488                    MMF FB | Bob Dylan Affinity  0.0  ABSOLUTE_OCPM   \n",
       "3494                  MMF FB | Classic Rock Artists  0.0  ABSOLUTE_OCPM   \n",
       "3512        Feed | Do Si Do | Diplo Country Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3513          Feed | Do Si Do | Diplo Country Apple  0.0  ABSOLUTE_OCPM   \n",
       "3531                       MMF FB | Publishers A25+  0.0  ABSOLUTE_OCPM   \n",
       "3540                  MMF FB | Classic Rock Artists  0.0  ABSOLUTE_OCPM   \n",
       "3541                          MMF FB | Bob Dylan RT  0.0  ABSOLUTE_OCPM   \n",
       "3544                            MMF FB | Alt Rock 2  0.0  ABSOLUTE_OCPM   \n",
       "3554                  Feed | Waiting | fans spotify  0.0  ABSOLUTE_OCPM   \n",
       "3556                 Feed | Waiting | similar Apple  0.0  ABSOLUTE_OCPM   \n",
       "3565              Feeds | Foul Play | Similar Apple  0.0  ABSOLUTE_OCPM   \n",
       "3568           Feeds | Foul Play | Engagers Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3569             Feeds | Foul Play | Engagers Apple  0.0  ABSOLUTE_OCPM   \n",
       "3573                      Feeds | 321 | Retargeting  0.0  ABSOLUTE_OCPM   \n",
       "3597                   Feeds | 321 | Collab Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3599                    Feeds | 321 | Collab Amazon  0.0  ABSOLUTE_OCPM   \n",
       "3603                     Feeds | 321 | Collab Apple  0.0  ABSOLUTE_OCPM   \n",
       "3607                     Feeds | 321 | Genre Amazon  0.0  ABSOLUTE_OCPM   \n",
       "3619              Feeds | 800 BC | Engagers Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3622                Feeds | 800 BC | Engagers Apple  0.0  ABSOLUTE_OCPM   \n",
       "3649                 Feeds | 800 BC | Radio Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3651                   Feeds | 800 BC | Radio Apple  0.0  ABSOLUTE_OCPM   \n",
       "3758                    Tier 1 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3759                    Tier 2 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3760                    Tier 3 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3761                    Tier 2 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3763                    Tier 1 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3772                    Tier 3 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3773                    Tier 3 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3896                       Feeds | 321 | Pubs Apple  0.0  ABSOLUTE_OCPM   \n",
       "3898                    Feeds | 321 | Genre Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3923        Feeds | Beau Mistakes | Similar Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3927        Feeds | Beau Mistakes | Similar Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3928       Feeds | Beau Mistakes | Engagers Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3932         Feeds | Beau Mistakes | Engagers Apple  0.0  ABSOLUTE_OCPM   \n",
       "3941            Feeds | Beau Mistakes | LAL Spotify  0.0  ABSOLUTE_OCPM   \n",
       "3947                    Tier 2 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3948                    Tier 1 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3949                    Tier 3 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3950                    Tier 2 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3952                    Tier 1 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3954                    Tier 3 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3957                    Tier 3 Spotify User Markets  0.0  ABSOLUTE_OCPM   \n",
       "3965                     Feeds | Worldstar Shoppers  0.0  ABSOLUTE_OCPM   \n",
       "3967                                 Feeds | RT LAL  0.0  ABSOLUTE_OCPM   \n",
       "3995                            MMF FB | Alt Rock 2  0.0  ABSOLUTE_OCPM   \n",
       "3996                            MMF FB | Alt Rock 2  0.0  ABSOLUTE_OCPM   \n",
       "3999                       MMF FB | Publishers A25+  0.0  ABSOLUTE_OCPM   \n",
       "4013                              Feeds | Meek Mill  0.0  ABSOLUTE_OCPM   \n",
       "4016                  Feeds | moneybagg yo lil durk  0.0  ABSOLUTE_OCPM   \n",
       "4018                  Feeds | moneybagg yo lil durk  0.0  ABSOLUTE_OCPM   \n",
       "4052                  Feeds | 24 | Swae Lee Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4053                            Feeds | 24 | Col RT  0.0  ABSOLUTE_OCPM   \n",
       "4055               Feeds | 24 | Post Malone Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4058                    Feeds | 24 | TikTok Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4062                 Feeds | 24 | Post Malone Apple  0.0  ABSOLUTE_OCPM   \n",
       "4066                          Feeds | 24 | Engagers  0.0  ABSOLUTE_OCPM   \n",
       "4074             Feeds | SOE | Big Sean Apple Music  0.0  ABSOLUTE_OCPM   \n",
       "4089                  Feeds | moneybagg yo lil durk  0.0  ABSOLUTE_OCPM   \n",
       "4144                       Feed | GOAT | Pubs Apple  0.0  ABSOLUTE_OCPM   \n",
       "4147                      Feeds | EOE | RT LAL Spot  0.0  ABSOLUTE_OCPM   \n",
       "4148                  Feeds | EOE | TD Similar Spot  0.0  ABSOLUTE_OCPM   \n",
       "4150                 Feeds | EOE | TD Similar Apple  0.0  ABSOLUTE_OCPM   \n",
       "4156                       Feeds | EOE | Demi Apple  0.0  ABSOLUTE_OCPM   \n",
       "4175                     Feeds | EOE | RT LAL Apple  0.0  ABSOLUTE_OCPM   \n",
       "4179                  Feeds | EOE | TD Similar Spot  0.0  ABSOLUTE_OCPM   \n",
       "4188                      Feeds | EOE | Miley Apple  0.0  ABSOLUTE_OCPM   \n",
       "4189                      Feeds | EOE | Miley Apple  0.0  ABSOLUTE_OCPM   \n",
       "4191                       Feeds | EOE | Miley Spot  0.0  ABSOLUTE_OCPM   \n",
       "4192                      Feeds | EOE | Miley Apple  0.0  ABSOLUTE_OCPM   \n",
       "4195                     Feed | GOAT | RT LAL Apple  0.0  ABSOLUTE_OCPM   \n",
       "4210                            Feeds | Uzi Sneaker  0.0  ABSOLUTE_OCPM   \n",
       "4212                                 Feeds | RT LAL  0.0  ABSOLUTE_OCPM   \n",
       "4221                  Feeds | moneybagg yo lil durk  0.0  ABSOLUTE_OCPM   \n",
       "4228                  Feed | GOAT | Meek Mill Apple  0.0  ABSOLUTE_OCPM   \n",
       "4235                        Feeds | WIMP3 D2C | Eng  0.0  ABSOLUTE_OCPM   \n",
       "4237                       Feed | GOAT | Pubs Apple  0.0  ABSOLUTE_OCPM   \n",
       "4241                        Feeds | WIMP3 D2C | Eng  0.0  ABSOLUTE_OCPM   \n",
       "4328        Feed | Snake Oil | Country Acts Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4332                    Feed | Snake Oil | RT Apple  0.0  ABSOLUTE_OCPM   \n",
       "4333                    Feed | Snake Oil | RT Apple  0.0  ABSOLUTE_OCPM   \n",
       "4335                  Feed | Snake Oil | RT Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4340               Feed | Snake Oil | Engaged Apple  0.0  ABSOLUTE_OCPM   \n",
       "4397      Feeds | Ungoldy Hour | Teen Vogue Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4401        Feeds | Ungoldy Hour | Highsnob Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4403         Feeds | Ungoldy Hour | Essence Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4406         Feeds | Ungoldy Hour | Complex Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4407        Feeds | Ungoldy Hour | Engagers Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4415        Feeds | Ungoldy Hour | Highsnob Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4416        Feeds | Ungoldy Hour | Engagers Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4417         Feeds | Ungoldy Hour | Complex Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4418                   Feeds | Go | Pop Rap Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4419                   Feeds | Go | Pop Rap Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4421               Feeds | Go | Pop Rap Apple Music  0.0  ABSOLUTE_OCPM   \n",
       "4422               Feeds | Go | Pop Rap Apple Music  0.0  ABSOLUTE_OCPM   \n",
       "4423               Feeds | Go | Pop Rap Apple Music  0.0  ABSOLUTE_OCPM   \n",
       "4425                    Feeds | Go | Beiber Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4428                Feeds | Go | Beiber Apple Music  0.0  ABSOLUTE_OCPM   \n",
       "4429                    Feeds | Go | Beiber Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4430                Feeds | Go | Beiber Apple Music  0.0  ABSOLUTE_OCPM   \n",
       "4431                    Feeds | Go | Beiber Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4442                  Feeds | Go | Engagers Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4496               Feeds | Ungoldy Hour | GMA Apple  0.0  ABSOLUTE_OCPM   \n",
       "4502             Feeds | Ungoldy Hour | Radio Apple  0.0  ABSOLUTE_OCPM   \n",
       "4506             Feeds | Ungoldy Hour | BET Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4507             Feeds | Ungoldy Hour | BET Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4546              Bigger Love | Feeds | Genre Apple  0.0  ABSOLUTE_OCPM   \n",
       "4555              Bigger Love | Feeds | NBC Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4561              Bigger Love | Feeds | BET Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4567                 Bigger Love | Feeds | GC Apple  0.0  ABSOLUTE_OCPM   \n",
       "4610        Bigger Love | Feeds | Retargeting Apple  0.0  ABSOLUTE_OCPM   \n",
       "4619   Bigger Love | Feeds | Similar F25-49 Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4673             Feeds | RARW D2C | Publishers A25+  0.0  ABSOLUTE_OCPM   \n",
       "4860         Feeds | Parasite Eve | Similar Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4861         Feeds | Parasite Eve | Similar Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4863           Feeds | Parasite Eve | Similar Apple  0.0  ABSOLUTE_OCPM   \n",
       "4866           Feeds | Parasite Eve | Similar Apple  0.0  ABSOLUTE_OCPM   \n",
       "4867          Feeds | Parasite Eve | Engagers Apple  0.0  ABSOLUTE_OCPM   \n",
       "4872        Feeds | Parasite Eve | Engagers Spotify  0.0  ABSOLUTE_OCPM   \n",
       "4878      Feeds | Parasite Eve | Engagers LAL Apple  0.0  ABSOLUTE_OCPM   \n",
       "4879    Feeds | Parasite Eve | Engagers LAL Spotify  0.0  ABSOLUTE_OCPM   \n",
       "5060         Feeds | Parasite Eve | Metalcore Apple  0.0  ABSOLUTE_OCPM   \n",
       "5061         Feeds | Parasite Eve | Metalcore Apple  0.0  ABSOLUTE_OCPM   \n",
       "5086     Feeds | Columbia Merch | Columbia IG 16-39  0.0  ABSOLUTE_OCPM   \n",
       "5092          Feed | Snake Oil | Country Acts Apple  0.0  ABSOLUTE_OCPM   \n",
       "5097                  Feed | Snake Oil | RT Spotify  0.0  ABSOLUTE_OCPM   \n",
       "5098             Feed | Snake Oil | Engaged Spotify  0.0  ABSOLUTE_OCPM   \n",
       "5102           Feeds | Sundy | Foo Fighters Spotify  0.0  ABSOLUTE_OCPM   \n",
       "5114               Feeds | Sundy | Luke Bryan Apple  0.0  ABSOLUTE_OCPM   \n",
       "5120                    Feeds | Sundy | Eng Spotify  0.0  ABSOLUTE_OCPM   \n",
       "5159               Feeds | Out Now | RT LAL Spotify  0.0  ABSOLUTE_OCPM   \n",
       "5175                Feeds | Out Now | Similar Apple  0.0  ABSOLUTE_OCPM   \n",
       "5186                Feeds | Out Now | Toneden Apple  0.0  ABSOLUTE_OCPM   \n",
       "5188                Feeds | Out Now | Toneden Apple  0.0  ABSOLUTE_OCPM   \n",
       "5832     Feeds | Mixtape Spotify | Soundcloud x Uzi  0.0  ABSOLUTE_OCPM   \n",
       "6039                  Feeds | Indie Rock Vinyl | WS  0.0  ABSOLUTE_OCPM   \n",
       "6082                               Feeds | LAL | WS  0.0  ABSOLUTE_OCPM   \n",
       "6150                     Feeds | DRT Spotify | Joji  0.0  ABSOLUTE_OCPM   \n",
       "6151                     Feeds | DRT Spotify | Joji  0.0  ABSOLUTE_OCPM   \n",
       "6153                    Feeds | DLAL Spotify | Joji  0.0  ABSOLUTE_OCPM   \n",
       "6154                 Feeds | Similar Spotify | Joji  0.0  ABSOLUTE_OCPM   \n",
       "6155                    Feeds | ePop Spotify | Joji  0.0  ABSOLUTE_OCPM   \n",
       "6158                    Feeds | Pubs Spotify | Joji  0.0  ABSOLUTE_OCPM   \n",
       "6170                    Feeds | JEng Spotify | Joji  0.0  ABSOLUTE_OCPM   \n",
       "6330                  Feeds | Show Pony | Eng Apple  0.0  ABSOLUTE_OCPM   \n",
       "6334              Feeds | Show Pony | Col Eng Apple  0.0  ABSOLUTE_OCPM   \n",
       "6338              Feeds | Show Pony | Col Eng Apple  0.0  ABSOLUTE_OCPM   \n",
       "6345              Feeds | Show Pony | Col Eng Apple  0.0  ABSOLUTE_OCPM   \n",
       "6346          Feeds | Show Pony | Pub Country Apple  0.0  ABSOLUTE_OCPM   \n",
       "6348            Feeds | Show Pony | Drag Race Apple  0.0  ABSOLUTE_OCPM   \n",
       "6351               Feeds | Show Pony | Shania Apple  0.0  ABSOLUTE_OCPM   \n",
       "6355          Feeds | Show Pony | Col Artists Apple  0.0  ABSOLUTE_OCPM   \n",
       "6356                  Feeds | Show Pony | Eng Apple  0.0  ABSOLUTE_OCPM   \n",
       "6357          Feeds | Show Pony | Pub Country Apple  0.0  ABSOLUTE_OCPM   \n",
       "6359        Feeds | Show Pony | Col Artists Spotify  0.0  ABSOLUTE_OCPM   \n",
       "6361        Feeds | Show Pony | Col Artists Spotify  0.0  ABSOLUTE_OCPM   \n",
       "6362          Feeds | Show Pony | Drag Race Spotify  0.0  ABSOLUTE_OCPM   \n",
       "6367             Feeds | Show Pony | Shania Spotify  0.0  ABSOLUTE_OCPM   \n",
       "6374       Feeds | Show Pony | LGBT Country Spotify  0.0  ABSOLUTE_OCPM   \n",
       "6377       Feeds | Show Pony | LGBT Country Spotify  0.0  ABSOLUTE_OCPM   \n",
       "6379        Feeds | Show Pony | Pub Country Spotify  0.0  ABSOLUTE_OCPM   \n",
       "6381        Feeds | Show Pony | Pub Country Spotify  0.0  ABSOLUTE_OCPM   \n",
       "6403           Feeds | Show Pony | Late Night Apple  0.0  ABSOLUTE_OCPM   \n",
       "6406           Feeds | Show Pony | Late Night Apple  0.0  ABSOLUTE_OCPM   \n",
       "6410         Feeds | Show Pony | Late Night Spotify  0.0  ABSOLUTE_OCPM   \n",
       "\n",
       "              Ad Set Budget Ad Set Budget Type     Last Significant Edit  \\\n",
       "1108  Using campaign budget                  0  2019-08-27T11:27:39-0400   \n",
       "1109  Using campaign budget                  0  2019-08-27T11:27:39-0400   \n",
       "1161  Using campaign budget                  0                         0   \n",
       "1307  Using campaign budget                  0  2019-09-26T14:18:16-0400   \n",
       "1378  Using campaign budget                  0  2019-10-07T10:57:46-0400   \n",
       "1460  Using campaign budget                  0  2019-10-13T13:48:49-0400   \n",
       "1464  Using campaign budget                  0  2019-10-13T13:48:49-0400   \n",
       "1752  Using campaign budget                  0  2019-11-15T13:20:43-0500   \n",
       "1762  Using campaign budget                  0  2019-11-22T17:50:08-0500   \n",
       "1765  Using campaign budget                  0  2019-11-22T17:50:08-0500   \n",
       "1766  Using campaign budget                  0  2019-11-22T17:50:08-0500   \n",
       "2421  Using campaign budget                  0  2020-01-24T15:04:43-0500   \n",
       "2507  Using campaign budget                  0                         0   \n",
       "3024  Using campaign budget                  0  2020-03-04T22:19:41-0500   \n",
       "3027  Using campaign budget                  0                         0   \n",
       "3028  Using campaign budget                  0  2020-03-04T22:19:41-0500   \n",
       "3030  Using campaign budget                  0  2020-03-04T22:19:41-0500   \n",
       "3039  Using campaign budget                  0                         0   \n",
       "3042  Using campaign budget                  0  2020-03-04T22:46:03-0500   \n",
       "3052  Using campaign budget                  0                         0   \n",
       "3055  Using campaign budget                  0  2020-03-04T22:46:03-0500   \n",
       "3059  Using campaign budget                  0                         0   \n",
       "3062  Using campaign budget                  0                         0   \n",
       "3064  Using campaign budget                  0  2020-03-04T22:19:41-0500   \n",
       "3075  Using campaign budget                  0  2020-03-04T22:46:03-0500   \n",
       "3081  Using campaign budget                  0                         0   \n",
       "3181  Using campaign budget                  0  2020-03-24T13:02:10-0400   \n",
       "3185  Using campaign budget                  0  2020-03-24T13:02:10-0400   \n",
       "3186  Using campaign budget                  0  2020-03-24T13:02:10-0400   \n",
       "3188  Using campaign budget                  0  2020-03-24T13:02:10-0400   \n",
       "3194  Using campaign budget                  0  2020-03-24T13:02:10-0400   \n",
       "3196  Using campaign budget                  0  2020-03-24T13:02:10-0400   \n",
       "3198  Using campaign budget                  0  2020-03-24T13:02:10-0400   \n",
       "3333  Using campaign budget                  0  2020-04-03T15:16:31-0400   \n",
       "3338  Using campaign budget                  0  2020-04-03T15:16:31-0400   \n",
       "3401  Using campaign budget                  0                         0   \n",
       "3419  Using campaign budget                  0  2020-04-10T17:27:55-0400   \n",
       "3460  Using campaign budget                  0  2020-04-17T18:44:24-0400   \n",
       "3462  Using campaign budget                  0  2020-04-17T18:44:24-0400   \n",
       "3468  Using campaign budget                  0  2020-04-17T18:44:24-0400   \n",
       "3481  Using campaign budget                  0  2020-04-17T16:54:18-0400   \n",
       "3488  Using campaign budget                  0  2020-04-17T18:44:24-0400   \n",
       "3494  Using campaign budget                  0  2020-04-17T18:44:24-0400   \n",
       "3512  Using campaign budget                  0                         0   \n",
       "3513  Using campaign budget                  0                         0   \n",
       "3531  Using campaign budget                  0  2020-04-17T16:54:18-0400   \n",
       "3540  Using campaign budget                  0  2020-04-17T18:44:24-0400   \n",
       "3541  Using campaign budget                  0  2020-04-17T18:44:24-0400   \n",
       "3544  Using campaign budget                  0  2020-04-17T18:44:24-0400   \n",
       "3554  Using campaign budget                  0  2020-04-17T18:55:09-0400   \n",
       "3556  Using campaign budget                  0  2020-04-17T18:55:09-0400   \n",
       "3565  Using campaign budget                  0                         0   \n",
       "3568  Using campaign budget                  0                         0   \n",
       "3569  Using campaign budget                  0                         0   \n",
       "3573  Using campaign budget                  0                         0   \n",
       "3597  Using campaign budget                  0  2020-04-30T15:26:41-0400   \n",
       "3599  Using campaign budget                  0                         0   \n",
       "3603  Using campaign budget                  0  2020-04-30T15:28:20-0400   \n",
       "3607  Using campaign budget                  0                         0   \n",
       "3619  Using campaign budget                  0  2020-04-28T12:33:33-0400   \n",
       "3622  Using campaign budget                  0  2020-04-28T12:33:33-0400   \n",
       "3649  Using campaign budget                  0  2020-04-28T12:33:33-0400   \n",
       "3651  Using campaign budget                  0  2020-04-28T12:33:33-0400   \n",
       "3758                     45              Daily  2020-05-05T17:22:43-0400   \n",
       "3759                     45              Daily  2020-05-05T17:22:37-0400   \n",
       "3760                     10              Daily  2020-05-05T17:21:06-0400   \n",
       "3761                     45              Daily  2020-05-05T17:22:37-0400   \n",
       "3763                     45              Daily  2020-05-05T17:22:43-0400   \n",
       "3772                    4.5              Daily  2020-05-02T08:09:54-0400   \n",
       "3773                    4.5              Daily  2020-05-02T08:09:54-0400   \n",
       "3896  Using campaign budget                  0  2020-05-06T15:09:41-0400   \n",
       "3898  Using campaign budget                  0  2020-05-06T15:04:42-0400   \n",
       "3923  Using campaign budget                  0  2020-05-07T15:22:32-0400   \n",
       "3927  Using campaign budget                  0  2020-05-07T15:22:32-0400   \n",
       "3928  Using campaign budget                  0  2020-05-07T15:22:32-0400   \n",
       "3932  Using campaign budget                  0  2020-05-07T15:22:32-0400   \n",
       "3941  Using campaign budget                  0                         0   \n",
       "3947                  11.25              Daily  2020-05-07T15:31:34-0400   \n",
       "3948                  11.25              Daily  2020-05-07T15:31:34-0400   \n",
       "3949                    2.5              Daily  2020-05-07T15:31:34-0400   \n",
       "3950                  11.25              Daily  2020-05-07T15:31:34-0400   \n",
       "3952                  11.25              Daily  2020-05-07T15:31:34-0400   \n",
       "3954                    2.5              Daily  2020-05-07T15:31:34-0400   \n",
       "3957                    2.5              Daily  2020-05-07T15:31:34-0400   \n",
       "3965  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "3967  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "3995  Using campaign budget                  0  2020-05-08T10:21:50-0400   \n",
       "3996  Using campaign budget                  0  2020-05-08T10:21:50-0400   \n",
       "3999  Using campaign budget                  0  2020-05-08T10:21:50-0400   \n",
       "4013  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "4016  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "4018  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "4052  Using campaign budget                  0  2020-05-14T17:18:59-0400   \n",
       "4053  Using campaign budget                  0  2020-05-14T17:18:59-0400   \n",
       "4055  Using campaign budget                  0  2020-05-14T17:18:59-0400   \n",
       "4058  Using campaign budget                  0  2020-05-14T17:18:59-0400   \n",
       "4062  Using campaign budget                  0  2020-05-14T17:18:59-0400   \n",
       "4066  Using campaign budget                  0  2020-05-14T17:18:59-0400   \n",
       "4074  Using campaign budget                  0  2020-05-11T18:28:22-0400   \n",
       "4089  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "4144  Using campaign budget                  0  2020-05-26T12:36:49-0400   \n",
       "4147  Using campaign budget                  0  2020-05-19T12:33:21-0400   \n",
       "4148  Using campaign budget                  0  2020-05-19T12:32:34-0400   \n",
       "4150  Using campaign budget                  0  2020-05-19T12:29:59-0400   \n",
       "4156  Using campaign budget                  0  2020-05-19T12:18:38-0400   \n",
       "4175  Using campaign budget                  0  2020-05-19T12:29:59-0400   \n",
       "4179  Using campaign budget                  0  2020-05-19T12:32:34-0400   \n",
       "4188  Using campaign budget                  0                         0   \n",
       "4189  Using campaign budget                  0                         0   \n",
       "4191  Using campaign budget                  0                         0   \n",
       "4192  Using campaign budget                  0                         0   \n",
       "4195  Using campaign budget                  0  2020-05-26T12:36:49-0400   \n",
       "4210  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "4212  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "4221  Using campaign budget                  0  2020-05-20T23:12:15-0400   \n",
       "4228  Using campaign budget                  0  2020-05-26T12:36:49-0400   \n",
       "4235  Using campaign budget                  0  2020-05-26T14:57:54-0400   \n",
       "4237  Using campaign budget                  0  2020-05-26T12:36:49-0400   \n",
       "4241  Using campaign budget                  0  2020-05-26T14:57:54-0400   \n",
       "4328  Using campaign budget                  0  2020-07-01T16:45:14-0400   \n",
       "4332  Using campaign budget                  0  2020-07-01T16:45:14-0400   \n",
       "4333  Using campaign budget                  0  2020-07-01T16:45:14-0400   \n",
       "4335  Using campaign budget                  0  2020-07-01T16:45:14-0400   \n",
       "4340  Using campaign budget                  0  2020-07-01T16:45:14-0400   \n",
       "4397  Using campaign budget                  0  2020-06-12T13:12:16-0400   \n",
       "4401  Using campaign budget                  0  2020-06-18T10:01:26-0400   \n",
       "4403  Using campaign budget                  0  2020-06-12T13:12:16-0400   \n",
       "4406  Using campaign budget                  0  2020-06-18T10:01:26-0400   \n",
       "4407  Using campaign budget                  0  2020-06-12T13:12:16-0400   \n",
       "4415  Using campaign budget                  0  2020-06-18T10:01:26-0400   \n",
       "4416  Using campaign budget                  0  2020-06-12T13:12:16-0400   \n",
       "4417  Using campaign budget                  0  2020-06-18T10:01:26-0400   \n",
       "4418  Using campaign budget                  0  2020-06-12T11:06:37-0400   \n",
       "4419  Using campaign budget                  0  2020-06-12T11:06:37-0400   \n",
       "4421  Using campaign budget                  0                         0   \n",
       "4422  Using campaign budget                  0                         0   \n",
       "4423  Using campaign budget                  0                         0   \n",
       "4425  Using campaign budget                  0  2020-06-12T11:12:06-0400   \n",
       "4428  Using campaign budget                  0  2020-06-12T11:12:05-0400   \n",
       "4429  Using campaign budget                  0  2020-06-12T11:12:06-0400   \n",
       "4430  Using campaign budget                  0  2020-06-12T11:12:05-0400   \n",
       "4431  Using campaign budget                  0  2020-06-12T11:12:06-0400   \n",
       "4442  Using campaign budget                  0                         0   \n",
       "4496  Using campaign budget                  0                         0   \n",
       "4502  Using campaign budget                  0  2020-06-18T10:01:26-0400   \n",
       "4506  Using campaign budget                  0                         0   \n",
       "4507  Using campaign budget                  0                         0   \n",
       "4546  Using campaign budget                  0  2020-06-23T18:21:00-0400   \n",
       "4555  Using campaign budget                  0  2020-06-23T18:21:00-0400   \n",
       "4561  Using campaign budget                  0  2020-06-23T18:21:00-0400   \n",
       "4567  Using campaign budget                  0  2020-06-23T18:21:00-0400   \n",
       "4610  Using campaign budget                  0  2020-06-23T18:21:00-0400   \n",
       "4619  Using campaign budget                  0  2020-06-23T18:21:00-0400   \n",
       "4673  Using campaign budget                  0  2020-06-19T15:13:38-0400   \n",
       "4860  Using campaign budget                  0  2020-06-25T15:34:56-0400   \n",
       "4861  Using campaign budget                  0  2020-06-25T15:34:56-0400   \n",
       "4863  Using campaign budget                  0  2020-06-30T12:53:12-0400   \n",
       "4866  Using campaign budget                  0  2020-06-30T12:53:12-0400   \n",
       "4867  Using campaign budget                  0  2020-06-30T12:53:12-0400   \n",
       "4872  Using campaign budget                  0  2020-06-25T15:37:56-0400   \n",
       "4878  Using campaign budget                  0  2020-06-30T12:53:12-0400   \n",
       "4879  Using campaign budget                  0  2020-06-25T15:40:17-0400   \n",
       "5060  Using campaign budget                  0  2020-06-30T12:53:12-0400   \n",
       "5061  Using campaign budget                  0  2020-06-30T12:53:12-0400   \n",
       "5086  Using campaign budget                  0  2020-07-02T13:54:17-0400   \n",
       "5092  Using campaign budget                  0  2020-07-01T16:45:14-0400   \n",
       "5097  Using campaign budget                  0  2020-07-01T16:45:14-0400   \n",
       "5098  Using campaign budget                  0  2020-07-01T16:45:14-0400   \n",
       "5102  Using campaign budget                  0                         0   \n",
       "5114  Using campaign budget                  0                         0   \n",
       "5120  Using campaign budget                  0                         0   \n",
       "5159  Using campaign budget                  0  2020-07-13T18:21:42-0400   \n",
       "5175  Using campaign budget                  0  2020-07-13T18:21:42-0400   \n",
       "5186  Using campaign budget                  0  2020-07-13T18:21:42-0400   \n",
       "5188  Using campaign budget                  0  2020-07-13T18:21:42-0400   \n",
       "5832  Using campaign budget                  0  2020-07-24T20:25:31-0400   \n",
       "6039  Using campaign budget                  0  2020-08-06T14:41:25-0400   \n",
       "6082  Using campaign budget                  0  2020-08-06T14:41:25-0400   \n",
       "6150  Using campaign budget                  0  2020-08-06T11:49:30-0400   \n",
       "6151  Using campaign budget                  0  2020-08-06T11:49:30-0400   \n",
       "6153  Using campaign budget                  0  2020-08-06T11:35:15-0400   \n",
       "6154  Using campaign budget                  0  2020-08-06T11:44:53-0400   \n",
       "6155  Using campaign budget                  0                         0   \n",
       "6158  Using campaign budget                  0                         0   \n",
       "6170  Using campaign budget                  0                         0   \n",
       "6330  Using campaign budget                  0  2020-08-14T11:27:14-0400   \n",
       "6334  Using campaign budget                  0  2020-08-14T11:27:15-0400   \n",
       "6338  Using campaign budget                  0  2020-08-14T11:27:15-0400   \n",
       "6345  Using campaign budget                  0  2020-08-14T11:27:15-0400   \n",
       "6346  Using campaign budget                  0  2020-08-14T11:27:09-0400   \n",
       "6348  Using campaign budget                  0  2020-08-14T11:27:10-0400   \n",
       "6351  Using campaign budget                  0  2020-08-14T11:27:11-0400   \n",
       "6355  Using campaign budget                  0  2020-08-14T11:27:12-0400   \n",
       "6356  Using campaign budget                  0  2020-08-14T11:27:14-0400   \n",
       "6357  Using campaign budget                  0  2020-08-14T11:27:09-0400   \n",
       "6359  Using campaign budget                  0  2020-08-14T11:32:39-0400   \n",
       "6361  Using campaign budget                  0  2020-08-14T11:32:39-0400   \n",
       "6362  Using campaign budget                  0  2020-08-14T11:33:34-0400   \n",
       "6367  Using campaign budget                  0  2020-08-14T11:33:30-0400   \n",
       "6374  Using campaign budget                  0  2020-08-14T11:33:32-0400   \n",
       "6377  Using campaign budget                  0  2020-08-14T11:33:32-0400   \n",
       "6379  Using campaign budget                  0  2020-08-14T11:33:33-0400   \n",
       "6381  Using campaign budget                  0  2020-08-14T11:33:33-0400   \n",
       "6403  Using campaign budget                  0  2020-08-18T09:22:16-0400   \n",
       "6406  Using campaign budget                  0  2020-08-18T09:22:16-0400   \n",
       "6410  Using campaign budget                  0  2020-08-18T15:19:55-0400   \n",
       "\n",
       "      Results                                   Result Indicator   Reach  \\\n",
       "1108      NaN                                                NaN    8138   \n",
       "1109      NaN                                                NaN    4808   \n",
       "1161      NaN                                                NaN    5200   \n",
       "1307      1.0   actions:offsite_conversion.fb_pixel_view_content    2418   \n",
       "1378     20.0  actions:offsite_conversion.custom.507101030122640    3967   \n",
       "1460     12.0  actions:offsite_conversion.custom.915327222187944    1344   \n",
       "1464     30.0  actions:offsite_conversion.custom.915327222187944    7038   \n",
       "1752      7.0  actions:offsite_conversion.custom.247500245942...    1987   \n",
       "1762     71.0  actions:offsite_conversion.custom.398030894409462    1206   \n",
       "1765     50.0  actions:offsite_conversion.custom.398030894409462    1677   \n",
       "1766     77.0  actions:offsite_conversion.custom.398030894409462    2381   \n",
       "2421     44.0  actions:offsite_conversion.custom.464635957564108    5574   \n",
       "2507     38.0  actions:offsite_conversion.custom.464635957564108    4422   \n",
       "3024     83.0  actions:offsite_conversion.custom.638722173613802    4009   \n",
       "3027     34.0  actions:offsite_conversion.custom.638722173613802    1695   \n",
       "3028     56.0  actions:offsite_conversion.custom.638722173613802    2200   \n",
       "3030    137.0  actions:offsite_conversion.custom.638722173613802    2371   \n",
       "3039     50.0  actions:offsite_conversion.custom.638722173613802    1617   \n",
       "3042     64.0  actions:offsite_conversion.custom.638722173613802    1983   \n",
       "3052     39.0  actions:offsite_conversion.custom.638722173613802    2496   \n",
       "3055     62.0  actions:offsite_conversion.custom.638722173613802    2475   \n",
       "3059     44.0  actions:offsite_conversion.custom.638722173613802    3174   \n",
       "3062     34.0  actions:offsite_conversion.custom.638722173613802     731   \n",
       "3064    361.0  actions:offsite_conversion.custom.638722173613802    4680   \n",
       "3075    259.0  actions:offsite_conversion.custom.638722173613802    3376   \n",
       "3081    279.0  actions:offsite_conversion.custom.638722173613802    1948   \n",
       "3181     61.0  actions:offsite_conversion.custom.296547313680...    3326   \n",
       "3185     30.0  actions:offsite_conversion.custom.296547313680...    2344   \n",
       "3186     44.0  actions:offsite_conversion.custom.296547313680...    4121   \n",
       "3188     36.0  actions:offsite_conversion.custom.296547313680...    2933   \n",
       "3194     33.0  actions:offsite_conversion.custom.296547313680...    2749   \n",
       "3196     36.0  actions:offsite_conversion.custom.296547313680...    2686   \n",
       "3198     31.0  actions:offsite_conversion.custom.296547313680...    3507   \n",
       "3333    111.0  actions:offsite_conversion.custom.245642803242025    2651   \n",
       "3338    257.0  actions:offsite_conversion.custom.245642803242025    2731   \n",
       "3401    149.0  actions:offsite_conversion.custom.153928222656153    5782   \n",
       "3419    234.0  actions:offsite_conversion.custom.351642148509...    3852   \n",
       "3460     57.0  actions:offsite_conversion.custom.592550568271399    1273   \n",
       "3462     47.0  actions:offsite_conversion.custom.592550568271399    1573   \n",
       "3468     39.0  actions:offsite_conversion.custom.592550568271399    3306   \n",
       "3481     21.0  actions:offsite_conversion.custom.592550568271399    3635   \n",
       "3488     74.0  actions:offsite_conversion.custom.592550568271399    3640   \n",
       "3494     25.0  actions:offsite_conversion.custom.592550568271399    2599   \n",
       "3512    121.0  actions:offsite_conversion.custom.167335084572991    2765   \n",
       "3513    131.0  actions:offsite_conversion.custom.167335084572991    2970   \n",
       "3531     46.0  actions:offsite_conversion.custom.592550568271399    7274   \n",
       "3540     16.0  actions:offsite_conversion.custom.592550568271399    3343   \n",
       "3541     43.0  actions:offsite_conversion.custom.592550568271399    1993   \n",
       "3544     62.0  actions:offsite_conversion.custom.592550568271399    4956   \n",
       "3554    231.0  actions:offsite_conversion.custom.566546464242835    5180   \n",
       "3556    163.0  actions:offsite_conversion.custom.566546464242835    6152   \n",
       "3565    150.0  actions:offsite_conversion.custom.554031325231021    6160   \n",
       "3568     84.0  actions:offsite_conversion.custom.554031325231021    2457   \n",
       "3569    190.0  actions:offsite_conversion.custom.554031325231021    2893   \n",
       "3573     56.0  actions:offsite_conversion.custom.464930747455374    3261   \n",
       "3597    138.0  actions:offsite_conversion.custom.464930747455374    4770   \n",
       "3599     99.0  actions:offsite_conversion.custom.464930747455374    3234   \n",
       "3603    110.0  actions:offsite_conversion.custom.464930747455374    4421   \n",
       "3607    137.0  actions:offsite_conversion.custom.464930747455374    4983   \n",
       "3619    171.0  actions:offsite_conversion.custom.249803682386...    4287   \n",
       "3622    165.0  actions:offsite_conversion.custom.249803682386...    4957   \n",
       "3649    191.0  actions:offsite_conversion.custom.249803682386...    7512   \n",
       "3651     95.0  actions:offsite_conversion.custom.249803682386...    3144   \n",
       "3758    158.0  actions:offsite_conversion.custom.230372485051806   62352   \n",
       "3759    147.0  actions:offsite_conversion.custom.230372485051806  144960   \n",
       "3760     74.0  actions:offsite_conversion.custom.230372485051806   49888   \n",
       "3761     37.0  actions:offsite_conversion.custom.230372485051806  113344   \n",
       "3763     40.0  actions:offsite_conversion.custom.230372485051806   92368   \n",
       "3772    160.0  actions:offsite_conversion.custom.441550583359419   49488   \n",
       "3773    165.0  actions:offsite_conversion.custom.441550583359419   72848   \n",
       "3896     94.0  actions:offsite_conversion.custom.464930747455374    3560   \n",
       "3898    123.0  actions:offsite_conversion.custom.464930747455374    3705   \n",
       "3923    123.0  actions:offsite_conversion.custom.554031325231021    3049   \n",
       "3927    200.0  actions:offsite_conversion.custom.554031325231021    4274   \n",
       "3928    221.0  actions:offsite_conversion.custom.554031325231021    3085   \n",
       "3932    193.0  actions:offsite_conversion.custom.554031325231021    2425   \n",
       "3941    163.0  actions:offsite_conversion.custom.554031325231021    4490   \n",
       "3947    175.0  actions:offsite_conversion.custom.519402825398231   45744   \n",
       "3948    183.0  actions:offsite_conversion.custom.519402825398231   21592   \n",
       "3949    108.0  actions:offsite_conversion.custom.519402825398231    9682   \n",
       "3950    128.0  actions:offsite_conversion.custom.519402825398231   34888   \n",
       "3952    131.0  actions:offsite_conversion.custom.519402825398231   13592   \n",
       "3954    135.0  actions:offsite_conversion.custom.519402825398231   23264   \n",
       "3957   1330.0  actions:offsite_conversion.custom.519402825398231  100640   \n",
       "3965     59.0  actions:offsite_conversion.custom.252259936131101    2793   \n",
       "3967    127.0  actions:offsite_conversion.custom.252259936131101    4730   \n",
       "3995      3.0  actions:offsite_conversion.custom.644253879469417    3167   \n",
       "3996     14.0  actions:offsite_conversion.custom.644253879469417    4199   \n",
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       "4013     72.0  actions:offsite_conversion.custom.252259936131101    4038   \n",
       "4016     90.0  actions:offsite_conversion.custom.252259936131101    3052   \n",
       "4018    456.0  actions:offsite_conversion.custom.252259936131101   14616   \n",
       "4052     80.0  actions:offsite_conversion.custom.339809216979500    1775   \n",
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       "4066     13.0  actions:offsite_conversion.custom.339809216979500    3874   \n",
       "4074    225.0  actions:offsite_conversion.custom.289951828669535    6434   \n",
       "4089     70.0  actions:offsite_conversion.custom.252259936131101    3946   \n",
       "4144    359.0  actions:offsite_conversion.custom.227297325362925    7938   \n",
       "4147    210.0  actions:offsite_conversion.custom.211634543291832    1967   \n",
       "4148    123.0  actions:offsite_conversion.custom.211634543291832    3120   \n",
       "4150    136.0  actions:offsite_conversion.custom.211634543291832    1749   \n",
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       "4175    357.0  actions:offsite_conversion.custom.211634543291832    3661   \n",
       "4179    156.0  actions:offsite_conversion.custom.211634543291832    1409   \n",
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       "4189    213.0  actions:offsite_conversion.custom.211634543291832    2549   \n",
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       "4192    441.0  actions:offsite_conversion.custom.211634543291832    4609   \n",
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       "4210    374.0  actions:offsite_conversion.custom.252259936131101   14500   \n",
       "4212    539.0  actions:offsite_conversion.custom.252259936131101   14920   \n",
       "4221    389.0  actions:offsite_conversion.custom.252259936131101   14984   \n",
       "4228    107.0  actions:offsite_conversion.custom.227297325362925     995   \n",
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       "4237    404.0  actions:offsite_conversion.custom.227297325362925    5102   \n",
       "4241     96.0  actions:offsite_conversion.custom.981628998973983    2830   \n",
       "4328     83.0  actions:offsite_conversion.custom.167335084572991    4184   \n",
       "4332    119.0  actions:offsite_conversion.custom.167335084572991    1155   \n",
       "4333    296.0  actions:offsite_conversion.custom.167335084572991    1951   \n",
       "4335    167.0  actions:offsite_conversion.custom.167335084572991    1959   \n",
       "4340    385.0  actions:offsite_conversion.custom.167335084572991    2640   \n",
       "4397     22.0  actions:offsite_conversion.custom.501526027208351    2743   \n",
       "4401     13.0  actions:offsite_conversion.custom.501526027208351    1703   \n",
       "4403     62.0  actions:offsite_conversion.custom.501526027208351    5280   \n",
       "4406     16.0  actions:offsite_conversion.custom.501526027208351    2885   \n",
       "4407     36.0  actions:offsite_conversion.custom.501526027208351    2630   \n",
       "4415     29.0  actions:offsite_conversion.custom.501526027208351    3255   \n",
       "4416     61.0  actions:offsite_conversion.custom.501526027208351    4483   \n",
       "4417     17.0  actions:offsite_conversion.custom.501526027208351    2746   \n",
       "4418     57.0  actions:offsite_conversion.custom.260715085195170    3730   \n",
       "4419     43.0  actions:offsite_conversion.custom.260715085195170    2948   \n",
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       "4422    130.0  actions:offsite_conversion.custom.260715085195170    3466   \n",
       "4423     57.0  actions:offsite_conversion.custom.260715085195170    1836   \n",
       "4425      5.0  actions:offsite_conversion.custom.260715085195170     817   \n",
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       "4429      6.0  actions:offsite_conversion.custom.260715085195170     620   \n",
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       "4431     15.0  actions:offsite_conversion.custom.260715085195170    1739   \n",
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       "4502    400.0  actions:offsite_conversion.custom.501526027208351    2615   \n",
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       "4546    116.0  actions:offsite_conversion.custom.320499698942985    5438   \n",
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       "4567    118.0  actions:offsite_conversion.custom.320499698942985    2574   \n",
       "4610    126.0  actions:offsite_conversion.custom.320499698942985    3098   \n",
       "4619     62.0  actions:offsite_conversion.custom.320499698942985    2380   \n",
       "4673     42.0  actions:offsite_conversion.custom.592550568271399    5150   \n",
       "4860    104.0  actions:offsite_conversion.custom.263907584710229    5844   \n",
       "4861    136.0  actions:offsite_conversion.custom.263907584710229    7648   \n",
       "4863    145.0  actions:offsite_conversion.custom.263907584710229    5746   \n",
       "4866     88.0  actions:offsite_conversion.custom.263907584710229    3729   \n",
       "4867     67.0  actions:offsite_conversion.custom.263907584710229    2279   \n",
       "4872     74.0  actions:offsite_conversion.custom.263907584710229    3994   \n",
       "4878     97.0  actions:offsite_conversion.custom.263907584710229    5046   \n",
       "4879     85.0  actions:offsite_conversion.custom.263907584710229    5878   \n",
       "5060    156.0  actions:offsite_conversion.custom.263907584710229    4563   \n",
       "5061    100.0  actions:offsite_conversion.custom.263907584710229    3300   \n",
       "5086    414.0  actions:offsite_conversion.custom.351642148509...    9448   \n",
       "5092    190.0  actions:offsite_conversion.custom.167335084572991    4153   \n",
       "5097    246.0  actions:offsite_conversion.custom.167335084572991    3812   \n",
       "5098    107.0  actions:offsite_conversion.custom.167335084572991    3462   \n",
       "5102     34.0  actions:offsite_conversion.custom.268851897541770    2726   \n",
       "5114    105.0  actions:offsite_conversion.custom.268851897541770    4316   \n",
       "5120    174.0  actions:offsite_conversion.custom.268851897541770    5560   \n",
       "5159     17.0  actions:offsite_conversion.custom.133658497320...    3807   \n",
       "5175    102.0  actions:offsite_conversion.custom.133658497320...    3583   \n",
       "5186    156.0  actions:offsite_conversion.custom.133658497320...    3706   \n",
       "5188     94.0  actions:offsite_conversion.custom.133658497320...    3207   \n",
       "5832     60.0  actions:offsite_conversion.custom.260715085195170    3715   \n",
       "6039     15.0  actions:offsite_conversion.custom.266786087560541    5492   \n",
       "6082     25.0  actions:offsite_conversion.custom.266786087560541    5520   \n",
       "6150    152.0  actions:offsite_conversion.custom.167335084572991    3667   \n",
       "6151     60.0  actions:offsite_conversion.custom.167335084572991    2924   \n",
       "6153    153.0  actions:offsite_conversion.custom.167335084572991    5846   \n",
       "6154    150.0  actions:offsite_conversion.custom.167335084572991    4206   \n",
       "6155     29.0  actions:offsite_conversion.custom.167335084572991    1650   \n",
       "6158     31.0  actions:offsite_conversion.custom.167335084572991    2473   \n",
       "6170     97.0  actions:offsite_conversion.custom.167335084572991    2110   \n",
       "6330    138.0  actions:offsite_conversion.custom.966061807189908     867   \n",
       "6334    304.0  actions:offsite_conversion.custom.966061807189908    2389   \n",
       "6338    100.0  actions:offsite_conversion.custom.966061807189908     739   \n",
       "6345    114.0  actions:offsite_conversion.custom.966061807189908     714   \n",
       "6346    445.0  actions:offsite_conversion.custom.966061807189908    3249   \n",
       "6348    198.0  actions:offsite_conversion.custom.966061807189908    1572   \n",
       "6351    134.0  actions:offsite_conversion.custom.966061807189908    1111   \n",
       "6355    366.0  actions:offsite_conversion.custom.966061807189908    3074   \n",
       "6356    198.0  actions:offsite_conversion.custom.966061807189908    1186   \n",
       "6357    195.0  actions:offsite_conversion.custom.966061807189908    2013   \n",
       "6359     39.0  actions:offsite_conversion.custom.966061807189908    1094   \n",
       "6361     46.0  actions:offsite_conversion.custom.966061807189908    1156   \n",
       "6362    115.0  actions:offsite_conversion.custom.966061807189908    2799   \n",
       "6367     55.0  actions:offsite_conversion.custom.966061807189908    1729   \n",
       "6374    107.0  actions:offsite_conversion.custom.966061807189908    4876   \n",
       "6377    137.0  actions:offsite_conversion.custom.966061807189908    5142   \n",
       "6379     84.0  actions:offsite_conversion.custom.966061807189908    2018   \n",
       "6381    120.0  actions:offsite_conversion.custom.966061807189908    2098   \n",
       "6403    304.0  actions:offsite_conversion.custom.966061807189908    2661   \n",
       "6406    290.0  actions:offsite_conversion.custom.966061807189908    2791   \n",
       "6410    166.0  actions:offsite_conversion.custom.966061807189908    4250   \n",
       "\n",
       "      Impressions  Cost per Results                    Quality Ranking  \\\n",
       "1108         8487               NaN                                  -   \n",
       "1109         4988               NaN                                  -   \n",
       "1161         5448               NaN                                  -   \n",
       "1307         2742         19.450000                                  -   \n",
       "1378         4330          1.193500                                  -   \n",
       "1460         1571          0.498333                                  -   \n",
       "1464         7450          0.906667                                  -   \n",
       "1752         3675          3.774286                                  -   \n",
       "1762         1845          0.195070                                  -   \n",
       "1765         1785          0.438000                                  -   \n",
       "1766         2813          0.415195                                  -   \n",
       "2421         7723          0.662045                                  -   \n",
       "2507         5224          0.630000                                  -   \n",
       "3024         4045          0.370241                                  -   \n",
       "3027         1743          0.380294                                  -   \n",
       "3028         2228          0.288036                                  -   \n",
       "3030         2422          0.149927                                  -   \n",
       "3039         1680          0.267600                                  -   \n",
       "3042         2061          0.298906                                  -   \n",
       "3052         2537          0.519487                                  -   \n",
       "3055         2548          0.427097                                  -   \n",
       "3059         3268          0.629091                                  -   \n",
       "3062          781          0.196176                                  -   \n",
       "3064         4972          0.084543                                  -   \n",
       "3075         3543          0.094440                                  -   \n",
       "3081         2214          0.053907                                  -   \n",
       "3181         3810          0.394754                                  -   \n",
       "3185         2549          0.520333                                  -   \n",
       "3186         4927          0.607273                                  -   \n",
       "3188         3554          0.575278                                  -   \n",
       "3194         3141          0.429697                                  -   \n",
       "3196         3055          0.406944                                  -   \n",
       "3198         3870          0.553871                                  -   \n",
       "3333         2754          0.098378                                  -   \n",
       "3338         3072          0.067121                                  -   \n",
       "3401         6466          0.120067                                  -   \n",
       "3419         7366          0.100684                                  -   \n",
       "3460         1360          0.156316                                  -   \n",
       "3462         1760          0.223191                                  -   \n",
       "3468         3459          0.506410                                  -   \n",
       "3481         3806          0.669048                                  -   \n",
       "3488         4086          0.238919                                  -   \n",
       "3494         2715          0.446400                                  -   \n",
       "3512         3028          0.114876                                  -   \n",
       "3513         3238          0.142824                                  -   \n",
       "3531         7877          0.411522                                  -   \n",
       "3540         3636          0.588125                                  -   \n",
       "3541         2244          0.274186                                  -   \n",
       "3544         5431          0.338710                                  -   \n",
       "3554         6906          0.089524                                  -   \n",
       "3556         7023          0.125706                                  -   \n",
       "3565         7269          0.125733                                  -   \n",
       "3568         3368          0.115000                                  -   \n",
       "3569         5818          0.104053                                  -   \n",
       "3573         4346          0.447679                                  -   \n",
       "3597         5854          0.212536                                  -   \n",
       "3599         4359          0.222323                                  -   \n",
       "3603         5278          0.275455                                  -   \n",
       "3607         6304          0.214526                                  -   \n",
       "3619         4585          0.083216                                  -   \n",
       "3622         5474          0.089030                                  -   \n",
       "3649         9070          0.121990                                  -   \n",
       "3651         3486          0.103053                                  -   \n",
       "3758        62859          0.151709                                  -   \n",
       "3759       154319          0.178163                                  -   \n",
       "3760        50820          0.101081                                  -   \n",
       "3761       125083          0.202973                                  -   \n",
       "3763       100207          0.211750                                  -   \n",
       "3772        53312          0.065562                                  -   \n",
       "3773        80559          0.068182                                  -   \n",
       "3896         3769          0.196489                                  -   \n",
       "3898         3732          0.114309                                  -   \n",
       "3923         3456          0.097642                                  -   \n",
       "3927         5125          0.082000                                  -   \n",
       "3928         4408          0.080362                                  -   \n",
       "3932         3358          0.092228                                  -   \n",
       "3941         5337          0.084479                                  -   \n",
       "3947        49937          0.073543                                  -   \n",
       "3948        22881          0.037268                                  -   \n",
       "3949        10127          0.020833                                  -   \n",
       "3950        40725          0.066172                                  -   \n",
       "3952        14917          0.043588                                  -   \n",
       "3954        27787          0.024815                                  -   \n",
       "3957       132285          0.021083                                  -   \n",
       "3965         2902          0.144237                                  -   \n",
       "3967         4938          0.094646                                  -   \n",
       "3995         3239          6.503333                                  -   \n",
       "3996         4303          2.081429                                  -   \n",
       "3999         6913          3.415000                                  -   \n",
       "4013         4103          0.109444                                  -   \n",
       "4016         3160          0.069111                                  -   \n",
       "4018        16394          0.044364                                  -   \n",
       "4052         2106          0.085625                                  -   \n",
       "4053         1763          1.668000                                  -   \n",
       "4055         4882          0.098889                                  -   \n",
       "4058         5150          0.086308                                  -   \n",
       "4062         6295          0.118405                                  -   \n",
       "4066         5597          1.603077                                  -   \n",
       "4074         7632          0.116533                                  -   \n",
       "4089         4387          0.149286                                  -   \n",
       "4144         8534          0.081309                                  -   \n",
       "4147         2189          0.071810                                  -   \n",
       "4148         3272          0.157724                                  -   \n",
       "4150         1904          0.092426                                  -   \n",
       "4156         4142          0.082717                                  -   \n",
       "4175         5326          0.074090                                  -   \n",
       "4179         1531          0.070769                                  -   \n",
       "4188         3782          0.062241                                  -   \n",
       "4189         2834          0.063850                                  -   \n",
       "4191         3757          0.088191                                  -   \n",
       "4192         5456          0.056961                                  -   \n",
       "4195         2629          0.095234                                  -   \n",
       "4210        14813          0.068743                                  -   \n",
       "4212        15726          0.056494                                  -   \n",
       "4221        16383          0.081542                                  -   \n",
       "4228          996          0.042336                                  -   \n",
       "4235         6677          0.101717                                  -   \n",
       "4237         7090          0.073589                                  -   \n",
       "4241         3817          0.177708                                  -   \n",
       "4328         5117          0.192530                                  -   \n",
       "4332         1286          0.078655                                  -   \n",
       "4333         2568          0.063480                                  -   \n",
       "4335         2237          0.075928                                  -   \n",
       "4340         2999          0.050364                                  -   \n",
       "4397         2762          0.585455                                  -   \n",
       "4401         1718          1.044615                                  -   \n",
       "4403         5336          0.364516                                  -   \n",
       "4406         2931          0.699375                                  -   \n",
       "4407         2657          0.308333                                  -   \n",
       "4415         3289          0.496897                                  -   \n",
       "4416         4520          0.465738                                  -   \n",
       "4417         2765          0.972353                                  -   \n",
       "4418         4379          0.337544                                  -   \n",
       "4419         3812          0.420465                                  -   \n",
       "4421         4021          0.233659                                  -   \n",
       "4422         5296          0.225769                                  -   \n",
       "4423         2900          0.278070                                  -   \n",
       "4425          819          0.546000                                  -   \n",
       "4428         3465          0.465714                                  -   \n",
       "4429          623          0.373333                                  -   \n",
       "4430         3348          0.382121                                  -   \n",
       "4431         1746          0.413333                                  -   \n",
       "4442         1930          0.166825                                  -   \n",
       "4496         1371          0.078927                                  -   \n",
       "4502         2939          0.073500                                  -   \n",
       "4506         2315          0.454630                                  -   \n",
       "4507         2414          0.413276                                  -   \n",
       "4546         6398          0.243879                                  -   \n",
       "4555         2371          0.368158                                  -   \n",
       "4561         2898          0.281053                                  -   \n",
       "4567         4189          0.169661                                  -   \n",
       "4610         4157          0.198571                                  -   \n",
       "4619         2601          0.238710                                  -   \n",
       "4673         6762          0.568333                                  -   \n",
       "4860         6621          0.252308                                  -   \n",
       "4861         8855          0.234191                                  -   \n",
       "4863         6562          0.168000                                  -   \n",
       "4866         4017          0.186591                                  -   \n",
       "4867         2648          0.179851                                  -   \n",
       "4872         4972          0.289595                                  -   \n",
       "4878         5659          0.231443                                  -   \n",
       "4879         6399          0.278941                                  -   \n",
       "5060         4939          0.141026                                  -   \n",
       "5061         3624          0.128500                                  -   \n",
       "5086        14193          0.071063                                  -   \n",
       "5092         4452          0.106526                                  -   \n",
       "5097         6420          0.094024                                  -   \n",
       "5098         4763          0.147664                                  -   \n",
       "5102         3200          0.425588                                  -   \n",
       "5114         4915          0.140571                                  -   \n",
       "5120         8895          0.158448                                  -   \n",
       "5159         4183          1.241765                                  -   \n",
       "5175         5338          0.197843                                  -   \n",
       "5186         6080          0.179744                                  -   \n",
       "5188         4440          0.269574                                  -   \n",
       "5832         4872          0.447500                                  -   \n",
       "6039         6724          2.026667                      Above average   \n",
       "6082         5705          0.672800                      Above average   \n",
       "6150         5776          0.123553                      Above average   \n",
       "6151         3798          0.243333                      Above average   \n",
       "6153         7479          0.156993                      Above average   \n",
       "6154         5959          0.118800                      Above average   \n",
       "6155         2039          0.258276                      Above average   \n",
       "6158         2909          0.387097                      Above average   \n",
       "6170         3034          0.090309                      Above average   \n",
       "6330         1073          0.068406                            Average   \n",
       "6334         3004          0.094572                      Above average   \n",
       "6338          822          0.082900                                  -   \n",
       "6345          792          0.078596                                  -   \n",
       "6346         3829          0.071506                            Average   \n",
       "6348         1681          0.073182                            Average   \n",
       "6351         1199          0.077239                                  -   \n",
       "6355         3488          0.084071                      Above average   \n",
       "6356         1566          0.064242                      Above average   \n",
       "6357         2437          0.090923                      Above average   \n",
       "6359         1206          0.185128                                  -   \n",
       "6361         1345          0.169783                                  -   \n",
       "6362         3440          0.167391                      Above average   \n",
       "6367         2005          0.207818                                  -   \n",
       "6374         5351          0.288224                      Above average   \n",
       "6377         5640          0.222482                            Average   \n",
       "6379         2567          0.146548                                  -   \n",
       "6381         2542          0.110417                            Average   \n",
       "6403         2874          0.096283  Below average - Bottom 10% of ads   \n",
       "6406         3039          0.088690                            Average   \n",
       "6410         4655          0.189578  Below average - Bottom 35% of ads   \n",
       "\n",
       "     Engagement Rate Ranking Conversion Rate Ranking  Amount Spent (USD)  \\\n",
       "1108                       -                       -               13.64   \n",
       "1109                       -                       -               13.03   \n",
       "1161                       -                       -               22.75   \n",
       "1307                       -                       -               19.45   \n",
       "1378                       -                       -               23.87   \n",
       "1460                       -                       -                5.98   \n",
       "1464                       -                       -               27.20   \n",
       "1752                       -                       -               26.42   \n",
       "1762                       -                       -               13.85   \n",
       "1765                       -                       -               21.90   \n",
       "1766                       -                       -               31.97   \n",
       "2421                       -                       -               29.13   \n",
       "2507                       -                       -               23.94   \n",
       "3024                       -                       -               30.73   \n",
       "3027                       -                       -               12.93   \n",
       "3028                       -                       -               16.13   \n",
       "3030                       -                       -               20.54   \n",
       "3039                       -                       -               13.38   \n",
       "3042                       -                       -               19.13   \n",
       "3052                       -                       -               20.26   \n",
       "3055                       -                       -               26.48   \n",
       "3059                       -                       -               27.68   \n",
       "3062                       -                       -                6.67   \n",
       "3064                       -                       -               30.52   \n",
       "3075                       -                       -               24.46   \n",
       "3081                       -                       -               15.04   \n",
       "3181                       -                       -               24.08   \n",
       "3185                       -                       -               15.61   \n",
       "3186                       -                       -               26.72   \n",
       "3188                       -                       -               20.71   \n",
       "3194                       -                       -               14.18   \n",
       "3196                       -                       -               14.65   \n",
       "3198                       -                       -               17.17   \n",
       "3333                       -                       -               10.92   \n",
       "3338                       -                       -               17.25   \n",
       "3401                       -                       -               17.89   \n",
       "3419                       -                       -               23.56   \n",
       "3460                       -                       -                8.91   \n",
       "3462                       -                       -               10.49   \n",
       "3468                       -                       -               19.75   \n",
       "3481                       -                       -               14.05   \n",
       "3488                       -                       -               17.68   \n",
       "3494                       -                       -               11.16   \n",
       "3512                       -                       -               13.90   \n",
       "3513                       -                       -               18.71   \n",
       "3531                       -                       -               18.93   \n",
       "3540                       -                       -                9.41   \n",
       "3541                       -                       -               11.79   \n",
       "3544                       -                       -               21.00   \n",
       "3554                       -                       -               20.68   \n",
       "3556                       -                       -               20.49   \n",
       "3565                       -                       -               18.86   \n",
       "3568                       -                       -                9.66   \n",
       "3569                       -                       -               19.77   \n",
       "3573                       -                       -               25.07   \n",
       "3597                       -                       -               29.33   \n",
       "3599                       -                       -               22.01   \n",
       "3603                       -                       -               30.30   \n",
       "3607                       -                       -               29.39   \n",
       "3619                       -                       -               14.23   \n",
       "3622                       -                       -               14.69   \n",
       "3649                       -                       -               23.30   \n",
       "3651                       -                       -                9.79   \n",
       "3758                       -                       -               23.97   \n",
       "3759                       -                       -               26.19   \n",
       "3760                       -                       -                7.48   \n",
       "3761                       -                       -                7.51   \n",
       "3763                       -                       -                8.47   \n",
       "3772                       -                       -               10.49   \n",
       "3773                       -                       -               11.25   \n",
       "3896                       -                       -               18.47   \n",
       "3898                       -                       -               14.06   \n",
       "3923                       -                       -               12.01   \n",
       "3927                       -                       -               16.40   \n",
       "3928                       -                       -               17.76   \n",
       "3932                       -                       -               17.80   \n",
       "3941                       -                       -               13.77   \n",
       "3947                       -                       -               12.87   \n",
       "3948                       -                       -                6.82   \n",
       "3949                       -                       -                2.25   \n",
       "3950                       -                       -                8.47   \n",
       "3952                       -                       -                5.71   \n",
       "3954                       -                       -                3.35   \n",
       "3957                       -                       -               28.04   \n",
       "3965                       -                       -                8.51   \n",
       "3967                       -                       -               12.02   \n",
       "3995                       -                       -               19.51   \n",
       "3996                       -                       -               29.14   \n",
       "3999                       -                       -               27.32   \n",
       "4013                       -                       -                7.88   \n",
       "4016                       -                       -                6.22   \n",
       "4018                       -                       -               20.23   \n",
       "4052                       -                       -                6.85   \n",
       "4053                       -                       -                8.34   \n",
       "4055                       -                       -               17.80   \n",
       "4058                       -                       -               16.83   \n",
       "4062                       -                       -               27.47   \n",
       "4066                       -                       -               20.84   \n",
       "4074                       -                       -               26.22   \n",
       "4089                       -                       -               10.45   \n",
       "4144                       -                       -               29.19   \n",
       "4147                       -                       -               15.08   \n",
       "4148                       -                       -               19.40   \n",
       "4150                       -                       -               12.57   \n",
       "4156                       -                       -               22.83   \n",
       "4175                       -                       -               26.45   \n",
       "4179                       -                       -               11.04   \n",
       "4188                       -                       -               22.22   \n",
       "4189                       -                       -               13.60   \n",
       "4191                       -                       -               17.55   \n",
       "4192                       -                       -               25.12   \n",
       "4195                       -                       -               10.19   \n",
       "4210                       -                       -               25.71   \n",
       "4212                       -                       -               30.45   \n",
       "4221                       -                       -               31.72   \n",
       "4228                       -                       -                4.53   \n",
       "4235                       -                       -               23.70   \n",
       "4237                       -                       -               29.73   \n",
       "4241                       -                       -               17.06   \n",
       "4328                       -                       -               15.98   \n",
       "4332                       -                       -                9.36   \n",
       "4333                       -                       -               18.79   \n",
       "4335                       -                       -               12.68   \n",
       "4340                       -                       -               19.39   \n",
       "4397                       -                       -               12.88   \n",
       "4401                       -                       -               13.58   \n",
       "4403                       -                       -               22.60   \n",
       "4406                       -                       -               11.19   \n",
       "4407                       -                       -               11.10   \n",
       "4415                       -                       -               14.41   \n",
       "4416                       -                       -               28.41   \n",
       "4417                       -                       -               16.53   \n",
       "4418                       -                       -               19.24   \n",
       "4419                       -                       -               18.08   \n",
       "4421                       -                       -               19.16   \n",
       "4422                       -                       -               29.35   \n",
       "4423                       -                       -               15.85   \n",
       "4425                       -                       -                2.73   \n",
       "4428                       -                       -               13.04   \n",
       "4429                       -                       -                2.24   \n",
       "4430                       -                       -               12.61   \n",
       "4431                       -                       -                6.20   \n",
       "4442                       -                       -               10.51   \n",
       "4496                       -                       -               13.97   \n",
       "4502                       -                       -               29.40   \n",
       "4506                       -                       -               24.55   \n",
       "4507                       -                       -               23.97   \n",
       "4546                       -                       -               28.29   \n",
       "4555                       -                       -               13.99   \n",
       "4561                       -                       -               16.02   \n",
       "4567                       -                       -               20.02   \n",
       "4610                       -                       -               25.02   \n",
       "4619                       -                       -               14.80   \n",
       "4673                       -                       -               23.87   \n",
       "4860                       -                       -               26.24   \n",
       "4861                       -                       -               31.85   \n",
       "4863                       -                       -               24.36   \n",
       "4866                       -                       -               16.42   \n",
       "4867                       -                       -               12.05   \n",
       "4872                       -                       -               21.43   \n",
       "4878                       -                       -               22.45   \n",
       "4879                       -                       -               23.71   \n",
       "5060                       -                       -               22.00   \n",
       "5061                       -                       -               12.85   \n",
       "5086                       -                       -               29.42   \n",
       "5092                       -                       -               20.24   \n",
       "5097                       -                       -               23.13   \n",
       "5098                       -                       -               15.80   \n",
       "5102                       -                       -               14.47   \n",
       "5114                       -                       -               14.76   \n",
       "5120                       -                       -               27.57   \n",
       "5159                       -                       -               21.11   \n",
       "5175                       -                       -               20.18   \n",
       "5186                       -                       -               28.04   \n",
       "5188                       -                       -               25.34   \n",
       "5832                       -                       -               26.85   \n",
       "6039           Above average           Above average               30.40   \n",
       "6082           Above average           Above average               16.82   \n",
       "6150           Above average           Above average               18.78   \n",
       "6151           Above average           Above average               14.60   \n",
       "6153           Above average           Above average               24.02   \n",
       "6154           Above average           Above average               17.82   \n",
       "6155           Above average           Above average                7.49   \n",
       "6158           Above average           Above average               12.00   \n",
       "6170           Above average           Above average                8.76   \n",
       "6330                       -                       -                9.44   \n",
       "6334                       -                       -               28.75   \n",
       "6338                       -                       -                8.29   \n",
       "6345                       -                       -                8.96   \n",
       "6346                       -                       -               31.82   \n",
       "6348                       -                       -               14.49   \n",
       "6351                       -                       -               10.35   \n",
       "6355                       -                       -               30.77   \n",
       "6356                       -                       -               12.72   \n",
       "6357                       -                       -               17.73   \n",
       "6359                       -                       -                7.22   \n",
       "6361                       -                       -                7.81   \n",
       "6362                       -                       -               19.25   \n",
       "6367                       -                       -               11.43   \n",
       "6374                       -                       -               30.84   \n",
       "6377                       -                       -               30.48   \n",
       "6379                       -                       -               12.31   \n",
       "6381                       -                       -               13.25   \n",
       "6403                       -                       -               29.27   \n",
       "6406                       -                       -               25.72   \n",
       "6410                       -                       -               31.47   \n",
       "\n",
       "            Ends  Frequency  Unique Link Clicks  Landing Page Views  \\\n",
       "1108  2019-09-05   1.042885               160.0               145.0   \n",
       "1109  2019-09-05   1.037438               168.0               138.0   \n",
       "1161  2019-09-05   1.047692               145.0               134.0   \n",
       "1307  2019-10-06   1.133995               112.0                 NaN   \n",
       "1378  2019-10-10   1.091505               379.0               352.0   \n",
       "1460  2019-10-16   1.168899               102.0                80.0   \n",
       "1464  2019-10-16   1.058539               675.0               579.0   \n",
       "1752  2019-11-21   1.849522               122.0                94.0   \n",
       "1762  2019-11-27   1.529851               120.0               112.0   \n",
       "1765  2019-11-27   1.064401               140.0               126.0   \n",
       "1766  2019-11-27   1.181436               259.0               238.0   \n",
       "2421  2020-02-16   1.385540               129.0               106.0   \n",
       "2507  2020-02-16   1.181366                99.0                82.0   \n",
       "3024  2020-03-20   1.008980               309.0               274.0   \n",
       "3027  2020-03-20   1.028319               102.0                93.0   \n",
       "3028  2020-03-20   1.012727               182.0               160.0   \n",
       "3030  2020-03-20   1.021510               289.0               250.0   \n",
       "3039  2020-03-20   1.038961               156.0               133.0   \n",
       "3042  2020-03-20   1.039334               190.0               173.0   \n",
       "3052  2020-03-20   1.016426               212.0               183.0   \n",
       "3055  2020-03-20   1.029495               346.0               297.0   \n",
       "3059  2020-03-20   1.029616               517.0               443.0   \n",
       "3062  2020-03-20   1.068399               129.0               120.0   \n",
       "3064  2020-03-20   1.062393               363.0               338.0   \n",
       "3075  2020-03-20   1.049467               259.0               246.0   \n",
       "3081  2020-03-20   1.136550               278.0               267.0   \n",
       "3181  2020-03-26   1.145520               117.0               101.0   \n",
       "3185  2020-03-26   1.087457               104.0                87.0   \n",
       "3186  2020-03-26   1.195584               261.0               232.0   \n",
       "3188  2020-03-26   1.211729               137.0               112.0   \n",
       "3194  2020-03-26   1.142597               197.0               165.0   \n",
       "3196  2020-03-26   1.137379               102.0                86.0   \n",
       "3198  2020-03-26   1.103507               160.0               137.0   \n",
       "3333  2020-04-09   1.038853               118.0               111.0   \n",
       "3338  2020-04-09   1.124863               283.0               261.0   \n",
       "3401  2020-04-26   1.118298               146.0               130.0   \n",
       "3419  2020-04-19   1.912253               100.0               104.0   \n",
       "3460  2020-04-24   1.068342               124.0                29.0   \n",
       "3462  2020-04-24   1.118881               188.0                42.0   \n",
       "3468  2020-04-24   1.046279               169.0                29.0   \n",
       "3481  2020-04-24   1.047043               110.0                20.0   \n",
       "3488  2020-04-24   1.122527               350.0                60.0   \n",
       "3494  2020-04-24   1.044633               110.0                24.0   \n",
       "3512  2020-04-23   1.095118               129.0               120.0   \n",
       "3513  2020-04-23   1.090236               138.0               129.0   \n",
       "3531  2020-04-24   1.082898               249.0                53.0   \n",
       "3540  2020-04-24   1.087646               111.0                21.0   \n",
       "3541  2020-04-24   1.125941               195.0                42.0   \n",
       "3544  2020-04-24   1.095843               261.0                58.0   \n",
       "3554  2020-04-30   1.333205               272.0               227.0   \n",
       "3556  2020-04-30   1.141580               187.0               160.0   \n",
       "3565  2020-04-30   1.180032               175.0               147.0   \n",
       "3568  2020-04-30   1.370777               106.0                82.0   \n",
       "3569  2020-04-30   2.011061               195.0               186.0   \n",
       "3573  2020-04-30   1.332720               253.0               230.0   \n",
       "3597  2020-04-30   1.227254               149.0               134.0   \n",
       "3599  2020-04-30   1.347866               107.0                95.0   \n",
       "3603  2020-04-30   1.193848               116.0               106.0   \n",
       "3607  2020-04-30   1.265101               143.0               132.0   \n",
       "3619  2020-05-07   1.069512               188.0               161.0   \n",
       "3622  2020-05-07   1.104297               179.0               155.0   \n",
       "3649  2020-05-07   1.207401               237.0               184.0   \n",
       "3651  2020-05-07   1.108779               116.0                93.0   \n",
       "3758  2020-05-05   1.008131               195.0               162.0   \n",
       "3759  2020-05-05   1.064563               208.0               146.0   \n",
       "3760  2020-05-05   1.018682               116.0                81.0   \n",
       "3761  2020-05-05   1.103570               110.0                41.0   \n",
       "3763  2020-05-05   1.084867               101.0                47.0   \n",
       "3772  2020-05-05   1.077271               228.0               167.0   \n",
       "3773  2020-05-05   1.105851               259.0               178.0   \n",
       "3896  2020-05-07   1.058708                99.0                93.0   \n",
       "3898  2020-05-07   1.007287               139.0               122.0   \n",
       "3923  2020-05-20   1.133486               137.0               120.0   \n",
       "3927  2020-05-20   1.199111               209.0               195.0   \n",
       "3928  2020-05-20   1.428849               224.0               218.0   \n",
       "3932  2020-05-20   1.384742               205.0               193.0   \n",
       "3941  2020-05-20   1.188641               174.0               164.0   \n",
       "3947  2020-05-20   1.091662               226.0               184.0   \n",
       "3948  2020-05-20   1.059698               208.0               179.0   \n",
       "3949  2020-05-20   1.045962               141.0               114.0   \n",
       "3950  2020-05-20   1.167307               146.0               129.0   \n",
       "3952  2020-05-20   1.097484               149.0               133.0   \n",
       "3954  2020-05-20   1.194421               180.0               144.0   \n",
       "3957  2020-05-20   1.314438              1817.0              1395.0   \n",
       "3965  2020-05-21   1.039026               113.0                75.0   \n",
       "3967  2020-05-21   1.043975               228.0               174.0   \n",
       "3995  2020-05-12   1.022734               126.0               113.0   \n",
       "3996  2020-05-12   1.024768               140.0               126.0   \n",
       "3999  2020-05-12   1.040488               106.0                86.0   \n",
       "4013  2020-05-21   1.016097               151.0                99.0   \n",
       "4016  2020-05-21   1.035387               105.0                79.0   \n",
       "4018  2020-05-21   1.121648               271.0               258.0   \n",
       "4052  2020-05-21   1.186479                97.0                80.0   \n",
       "4053  2020-05-21   1.535714               112.0               103.0   \n",
       "4055  2020-05-21   1.103028               198.0               179.0   \n",
       "4058  2020-05-21   1.149041               223.0               194.0   \n",
       "4062  2020-05-21   1.080501               258.0               230.0   \n",
       "4066  2020-05-21   1.444760               411.0               395.0   \n",
       "4074  2020-05-14   1.186198               252.0               224.0   \n",
       "4089  2020-05-21   1.111759               106.0                92.0   \n",
       "4144  2020-05-28   1.075082               405.0               355.0   \n",
       "4147  2020-05-28   1.112862               236.0               209.0   \n",
       "4148  2020-05-28   1.048718               132.0               119.0   \n",
       "4150  2020-05-28   1.088622               143.0               132.0   \n",
       "4156  2020-05-28   1.071115               312.0               272.0   \n",
       "4175  2020-05-28   1.454794               415.0               356.0   \n",
       "4179  2020-05-28   1.086586               165.0               152.0   \n",
       "4188  2020-05-28   1.122588               382.0               352.0   \n",
       "4189  2020-05-28   1.111809               227.0               210.0   \n",
       "4191  2020-05-28   1.088039               226.0               198.0   \n",
       "4192  2020-05-28   1.183771               493.0               440.0   \n",
       "4195  2020-05-20   1.072186               124.0               106.0   \n",
       "4210  2020-05-21   1.021586               202.0               200.0   \n",
       "4212  2020-05-21   1.054021               243.0               231.0   \n",
       "4221  2020-05-21   1.093366               104.0                91.0   \n",
       "4228  2020-05-20   1.001005               112.0               103.0   \n",
       "4235  2020-05-31   1.370766                97.0                96.0   \n",
       "4237  2020-05-28   1.389651               445.0               411.0   \n",
       "4241  2020-05-31   1.348763                71.0                96.0   \n",
       "4328  2020-07-09   1.222992               242.0                84.0   \n",
       "4332  2020-07-09   1.113420               130.0               122.0   \n",
       "4333  2020-07-09   1.316248               319.0               296.0   \n",
       "4335  2020-07-09   1.141909               175.0               162.0   \n",
       "4340  2020-07-09   1.135985               400.0               384.0   \n",
       "4397  2020-06-18   1.006927               446.0                35.0   \n",
       "4401  2020-06-18   1.008808               110.0                20.0   \n",
       "4403  2020-06-18   1.010606               858.0               109.0   \n",
       "4406  2020-06-18   1.015945               258.0                27.0   \n",
       "4407  2020-06-18   1.010266               310.0                51.0   \n",
       "4415  2020-06-18   1.010445               317.0                49.0   \n",
       "4416  2020-06-18   1.008253               466.0                89.0   \n",
       "4417  2020-06-18   1.006919               199.0                25.0   \n",
       "4418  2020-06-16   1.173995               179.0                62.0   \n",
       "4419  2020-06-16   1.293080               143.0                43.0   \n",
       "4421  2020-06-16   1.362127               145.0                90.0   \n",
       "4422  2020-06-16   1.527986               232.0               132.0   \n",
       "4423  2020-06-16   1.579521               128.0                64.0   \n",
       "4425  2020-06-16   1.002448               137.0                10.0   \n",
       "4428  2020-06-16   1.003185               583.0                55.0   \n",
       "4429  2020-06-16   1.004839               102.0                11.0   \n",
       "4430  2020-06-16   1.007827               561.0                60.0   \n",
       "4431  2020-06-16   1.004025               274.0                32.0   \n",
       "4442  2020-06-16   1.488049               153.0                68.0   \n",
       "4496  2020-06-18   1.079528               181.0               175.0   \n",
       "4502  2020-06-18   1.123901               415.0               394.0   \n",
       "4506  2020-06-18   1.084817               505.0                50.0   \n",
       "4507  2020-06-18   1.044118               397.0                56.0   \n",
       "4546  2020-07-02   1.176535               142.0               127.0   \n",
       "4555  2020-06-29   1.056595               151.0                38.0   \n",
       "4561  2020-06-25   1.050761               211.0                58.0   \n",
       "4567  2020-06-27   1.627428               139.0               118.0   \n",
       "4610  2020-06-25   1.341833               128.0               121.0   \n",
       "4619  2020-06-25   1.092857               144.0                57.0   \n",
       "4673  2020-07-09   1.313010               129.0               123.0   \n",
       "4860  2020-07-02   1.132957               207.0               109.0   \n",
       "4861  2020-07-02   1.157819               209.0               134.0   \n",
       "4863  2020-07-02   1.142012               191.0               141.0   \n",
       "4866  2020-07-02   1.077233               110.0                79.0   \n",
       "4867  2020-07-02   1.161913               106.0                70.0   \n",
       "4872  2020-07-02   1.244867               143.0                75.0   \n",
       "4878  2020-07-02   1.121482               137.0                90.0   \n",
       "4879  2020-07-02   1.088636               130.0                78.0   \n",
       "5060  2020-07-02   1.082402               165.0               151.0   \n",
       "5061  2020-07-02   1.098182               121.0                95.0   \n",
       "5086  2020-07-10   1.502223               229.0               222.0   \n",
       "5092  2020-07-09   1.071996               200.0               181.0   \n",
       "5097  2020-07-09   1.684155               520.0               226.0   \n",
       "5098  2020-07-09   1.375794               383.0               101.0   \n",
       "5102  2020-07-09   1.173881               140.0                31.0   \n",
       "5114  2020-07-09   1.138786               123.0                98.0   \n",
       "5120  2020-07-09   1.599820               582.0               165.0   \n",
       "5159  2020-07-16   1.098765               119.0                14.0   \n",
       "5175  2020-07-16   1.489813               100.0                98.0   \n",
       "5186  2020-07-16   1.640583               169.0               154.0   \n",
       "5188  2020-07-16   1.384471               105.0                92.0   \n",
       "5832  2020-07-29   1.311440               141.0                50.0   \n",
       "6039  2020-08-06   1.224326               127.0                 9.0   \n",
       "6082  2020-08-06   1.033514                99.0                10.0   \n",
       "6150  2020-08-20   1.575130               340.0               159.0   \n",
       "6151  2020-08-20   1.298906               281.0                62.0   \n",
       "6153  2020-08-20   1.279336               328.0               150.0   \n",
       "6154  2020-08-20   1.416786               325.0               156.0   \n",
       "6155  2020-08-20   1.235758               129.0                31.0   \n",
       "6158  2020-08-20   1.176304               196.0                32.0   \n",
       "6170  2020-08-20   1.437915               201.0                98.0   \n",
       "6330  2020-08-19   1.237601               135.0               136.0   \n",
       "6334  2020-08-19   1.257430               296.0               302.0   \n",
       "6338  2020-08-19   1.112314                93.0                93.0   \n",
       "6345  2020-08-19   1.109244               112.0               113.0   \n",
       "6346  2020-08-19   1.178516               429.0               424.0   \n",
       "6348  2020-08-19   1.069338               192.0               191.0   \n",
       "6351  2020-08-19   1.079208               136.0               131.0   \n",
       "6355  2020-08-19   1.134678               370.0               350.0   \n",
       "6356  2020-08-19   1.320405               192.0               193.0   \n",
       "6357  2020-08-19   1.210631               205.0               194.0   \n",
       "6359  2020-08-19   1.102377               118.0                43.0   \n",
       "6361  2020-08-19   1.163495               110.0                44.0   \n",
       "6362  2020-08-19   1.229010               265.0               113.0   \n",
       "6367  2020-08-19   1.159630               206.0                54.0   \n",
       "6374  2020-08-19   1.097416               358.0               105.0   \n",
       "6377  2020-08-19   1.096849               435.0               139.0   \n",
       "6379  2020-08-19   1.272052               174.0                83.0   \n",
       "6381  2020-08-19   1.211630               219.0               109.0   \n",
       "6403  2020-08-19   1.080045               300.0               293.0   \n",
       "6406  2020-08-19   1.088857               292.0               286.0   \n",
       "6410  2020-08-19   1.095294               319.0               157.0   \n",
       "\n",
       "      Link Clicks  Cost per Landing Page View (USD)  Outbound Clicks  \\\n",
       "1108        162.0                          0.094069            162.0   \n",
       "1109        169.0                          0.094420            169.0   \n",
       "1161        147.0                          0.169776            147.0   \n",
       "1307        114.0                               NaN            114.0   \n",
       "1378        384.0                          0.067812            384.0   \n",
       "1460        102.0                          0.074750            102.0   \n",
       "1464        680.0                          0.046978            680.0   \n",
       "1752        135.0                          0.281064            135.0   \n",
       "1762        130.0                          0.123661            130.0   \n",
       "1765        141.0                          0.173810            141.0   \n",
       "1766        265.0                          0.134328            265.0   \n",
       "2421        131.0                          0.274811            131.0   \n",
       "2507        103.0                          0.291951            103.0   \n",
       "3024        312.0                          0.112153            312.0   \n",
       "3027        102.0                          0.139032            102.0   \n",
       "3028        185.0                          0.100812            185.0   \n",
       "3030        293.0                          0.082160            293.0   \n",
       "3039        157.0                          0.100601            157.0   \n",
       "3042        192.0                          0.110578            192.0   \n",
       "3052        214.0                          0.110710            214.0   \n",
       "3055        347.0                          0.089158            347.0   \n",
       "3059        520.0                          0.062483            520.0   \n",
       "3062        129.0                          0.055583            129.0   \n",
       "3064        366.0                          0.090296            366.0   \n",
       "3075        260.0                          0.099431            260.0   \n",
       "3081        285.0                          0.056330            285.0   \n",
       "3181        117.0                          0.238416            117.0   \n",
       "3185        104.0                          0.179425            104.0   \n",
       "3186        271.0                          0.115172            271.0   \n",
       "3188        140.0                          0.184911            140.0   \n",
       "3194        199.0                          0.085939            199.0   \n",
       "3196        104.0                          0.170349            104.0   \n",
       "3198        163.0                          0.125328            163.0   \n",
       "3333        120.0                          0.098378            120.0   \n",
       "3338        291.0                          0.066092            291.0   \n",
       "3401        147.0                          0.137615            147.0   \n",
       "3419        106.0                          0.226538            106.0   \n",
       "3460        138.0                          0.307241            138.0   \n",
       "3462        205.0                          0.249762            205.0   \n",
       "3468        183.0                          0.681034            183.0   \n",
       "3481        115.0                          0.702500            115.0   \n",
       "3488        364.0                          0.294667            364.0   \n",
       "3494        121.0                          0.465000            121.0   \n",
       "3512        130.0                          0.115833            130.0   \n",
       "3513        139.0                          0.145039            139.0   \n",
       "3531        260.0                          0.357170            260.0   \n",
       "3540        118.0                          0.448095            118.0   \n",
       "3541        207.0                          0.280714            207.0   \n",
       "3544        282.0                          0.362069            282.0   \n",
       "3554        278.0                          0.091101            278.0   \n",
       "3556        187.0                          0.128062            187.0   \n",
       "3565        175.0                          0.128299            175.0   \n",
       "3568        108.0                          0.117805            108.0   \n",
       "3569        210.0                          0.106290            210.0   \n",
       "3573        254.0                          0.109000            254.0   \n",
       "3597        152.0                          0.218881            152.0   \n",
       "3599        110.0                          0.231684            110.0   \n",
       "3603        117.0                          0.285849            117.0   \n",
       "3607        145.0                          0.222652            145.0   \n",
       "3619        190.0                          0.088385            190.0   \n",
       "3622        181.0                          0.094774            181.0   \n",
       "3649        243.0                          0.126630            243.0   \n",
       "3651        116.0                          0.105269            116.0   \n",
       "3758        197.0                          0.147963            197.0   \n",
       "3759        211.0                          0.179384            211.0   \n",
       "3760        117.0                          0.092346            117.0   \n",
       "3761        110.0                          0.183171            110.0   \n",
       "3763        101.0                          0.180213            101.0   \n",
       "3772        235.0                          0.062814            235.0   \n",
       "3773        266.0                          0.063202            266.0   \n",
       "3896        101.0                          0.198602            101.0   \n",
       "3898        139.0                          0.115246            139.0   \n",
       "3923        138.0                          0.100083            138.0   \n",
       "3927        213.0                          0.084103            213.0   \n",
       "3928        237.0                          0.081468            237.0   \n",
       "3932        213.0                          0.092228            213.0   \n",
       "3941        177.0                          0.083963            177.0   \n",
       "3947        230.0                          0.069946            230.0   \n",
       "3948        212.0                          0.038101            212.0   \n",
       "3949        142.0                          0.019737            142.0   \n",
       "3950        149.0                          0.065659            149.0   \n",
       "3952        153.0                          0.042932            153.0   \n",
       "3954        183.0                          0.023264            183.0   \n",
       "3957       1965.0                          0.020100           1965.0   \n",
       "3965        115.0                          0.113467            115.0   \n",
       "3967        232.0                          0.069080            232.0   \n",
       "3995        128.0                          0.172655            128.0   \n",
       "3996        145.0                          0.231270            145.0   \n",
       "3999        108.0                          0.317674            108.0   \n",
       "4013        151.0                          0.079596            151.0   \n",
       "4016        108.0                          0.078734            108.0   \n",
       "4018        276.0                          0.078411            276.0   \n",
       "4052        101.0                          0.085625            101.0   \n",
       "4053        124.0                          0.080971            124.0   \n",
       "4055        201.0                          0.099441            201.0   \n",
       "4058        236.0                          0.086753            236.0   \n",
       "4062        261.0                          0.119435            261.0   \n",
       "4066        438.0                          0.052759            438.0   \n",
       "4074        254.0                          0.117054            254.0   \n",
       "4089        107.0                          0.113587            107.0   \n",
       "4144        408.0                          0.082225            408.0   \n",
       "4147        240.0                          0.072153            240.0   \n",
       "4148        132.0                          0.163025            132.0   \n",
       "4150        144.0                          0.095227            144.0   \n",
       "4156        316.0                          0.083934            316.0   \n",
       "4175        428.0                          0.074298            428.0   \n",
       "4179        167.0                          0.072632            167.0   \n",
       "4188        385.0                          0.063125            385.0   \n",
       "4189        231.0                          0.064762            231.0   \n",
       "4191        228.0                          0.088636            228.0   \n",
       "4192        494.0                          0.057091            494.0   \n",
       "4195        124.0                          0.096132            124.0   \n",
       "4210        204.0                          0.128550            204.0   \n",
       "4212        247.0                          0.131818            247.0   \n",
       "4221        106.0                          0.348571            106.0   \n",
       "4228        113.0                          0.043981            113.0   \n",
       "4235        102.0                          0.246875            102.0   \n",
       "4237        466.0                          0.072336            466.0   \n",
       "4241        111.0                          0.177708            111.0   \n",
       "4328        248.0                          0.190238            248.0   \n",
       "4332        131.0                          0.076721            131.0   \n",
       "4333        320.0                          0.063480            320.0   \n",
       "4335        177.0                          0.078272            177.0   \n",
       "4340        405.0                          0.050495            405.0   \n",
       "4397        904.0                          0.368000            455.0   \n",
       "4401        201.0                          0.679000            111.0   \n",
       "4403       1737.0                          0.207339            872.0   \n",
       "4406        505.0                          0.414444            262.0   \n",
       "4407        597.0                          0.217647            315.0   \n",
       "4415        618.0                          0.294082            319.0   \n",
       "4416        823.0                          0.319213            470.0   \n",
       "4417        361.0                          0.661200            204.0   \n",
       "4418        192.0                          0.310323            181.0   \n",
       "4419        150.0                          0.420465            144.0   \n",
       "4421        155.0                          0.212889            149.0   \n",
       "4422        270.0                          0.222348            247.0   \n",
       "4423        136.0                          0.247656            134.0   \n",
       "4425        278.0                          0.273000            139.0   \n",
       "4428       1197.0                          0.237091            601.0   \n",
       "4429        204.0                          0.203636            103.0   \n",
       "4430       1131.0                          0.210167            570.0   \n",
       "4431        547.0                          0.193750            277.0   \n",
       "4442        166.0                          0.154559            166.0   \n",
       "4496        185.0                          0.079829            185.0   \n",
       "4502        421.0                          0.074619            421.0   \n",
       "4506        513.0                          0.491000            513.0   \n",
       "4507        401.0                          0.428036            401.0   \n",
       "4546        145.0                          0.222756            145.0   \n",
       "4555        156.0                          0.368158            156.0   \n",
       "4561        217.0                          0.276207            217.0   \n",
       "4567        142.0                          0.169661            142.0   \n",
       "4610        134.0                          0.206777            134.0   \n",
       "4619        147.0                          0.259649            147.0   \n",
       "4673        159.0                          0.194065            158.0   \n",
       "4860        213.0                          0.240734            213.0   \n",
       "4861        219.0                          0.237687            219.0   \n",
       "4863        197.0                          0.172766            197.0   \n",
       "4866        113.0                          0.207848            113.0   \n",
       "4867        110.0                          0.172143            110.0   \n",
       "4872        145.0                          0.285733            145.0   \n",
       "4878        138.0                          0.249444            138.0   \n",
       "4879        133.0                          0.303974            133.0   \n",
       "5060        175.0                          0.145695            175.0   \n",
       "5061        125.0                          0.135263            125.0   \n",
       "5086        237.0                          0.132523            237.0   \n",
       "5092        211.0                          0.111823            211.0   \n",
       "5097        558.0                          0.102345            558.0   \n",
       "5098        394.0                          0.156436            394.0   \n",
       "5102        142.0                          0.466774            142.0   \n",
       "5114        136.0                          0.150612            136.0   \n",
       "5120        617.0                          0.167091            617.0   \n",
       "5159        122.0                          1.507857            122.0   \n",
       "5175        105.0                          0.205918            105.0   \n",
       "5186        178.0                          0.182078            178.0   \n",
       "5188        107.0                          0.275435            107.0   \n",
       "5832        142.0                          0.537000            142.0   \n",
       "6039        133.0                          3.377778            133.0   \n",
       "6082        101.0                          1.682000            101.0   \n",
       "6150        366.0                          0.118113            334.0   \n",
       "6151        285.0                          0.235484            282.0   \n",
       "6153        337.0                          0.160133            318.0   \n",
       "6154        361.0                          0.114231            314.0   \n",
       "6155        132.0                          0.241613            130.0   \n",
       "6158        197.0                          0.375000            194.0   \n",
       "6170        221.0                          0.089388            198.0   \n",
       "6330        140.0                          0.069412            140.0   \n",
       "6334        314.0                          0.095199            314.0   \n",
       "6338        104.0                          0.089140            102.0   \n",
       "6345        117.0                          0.079292            117.0   \n",
       "6346        448.0                          0.075047            448.0   \n",
       "6348        197.0                          0.075864            197.0   \n",
       "6351        138.0                          0.079008            138.0   \n",
       "6355        375.0                          0.087914            375.0   \n",
       "6356        200.0                          0.065907            200.0   \n",
       "6357        211.0                          0.091392            211.0   \n",
       "6359        121.0                          0.167907            121.0   \n",
       "6361        111.0                          0.177500            111.0   \n",
       "6362        271.0                          0.170354            271.0   \n",
       "6367        211.0                          0.211667            211.0   \n",
       "6374        366.0                          0.293714            366.0   \n",
       "6377        443.0                          0.219281            443.0   \n",
       "6379        181.0                          0.148313            181.0   \n",
       "6381        237.0                          0.121560            234.0   \n",
       "6403        306.0                          0.099898            306.0   \n",
       "6406        296.0                          0.089930            296.0   \n",
       "6410        326.0                          0.200446            326.0   \n",
       "\n",
       "      ThruPlays  Video Plays  Post Engagement  Page Engagement    Objective  \\\n",
       "1108      818.0       7811.0           1697.0           1697.0  CONVERSIONS   \n",
       "1109      952.0       4538.0           1860.0           1860.0  CONVERSIONS   \n",
       "1161      840.0       5029.0           1678.0           1678.0  CONVERSIONS   \n",
       "1307      205.0       1953.0            966.0            966.0  CONVERSIONS   \n",
       "1378      528.0       3437.0           2355.0           2355.0  CONVERSIONS   \n",
       "1460      181.0       1300.0            756.0            756.0  CONVERSIONS   \n",
       "1464     2638.0       6342.0           4531.0           4531.0  CONVERSIONS   \n",
       "1752      221.0       2793.0           1074.0           1074.0  CONVERSIONS   \n",
       "1762        NaN          NaN            266.0            266.0  CONVERSIONS   \n",
       "1765      369.0       1494.0           1030.0           1030.0  CONVERSIONS   \n",
       "1766      774.0       2344.0           1942.0           1942.0  CONVERSIONS   \n",
       "2421      460.0       6069.0           2557.0           2557.0  CONVERSIONS   \n",
       "2507      376.0       4364.0           1788.0           1788.0  CONVERSIONS   \n",
       "3024      601.0       3495.0           1591.0           1591.0  CONVERSIONS   \n",
       "3027      344.0       1343.0            812.0            812.0  CONVERSIONS   \n",
       "3028      348.0       1961.0            914.0            914.0  CONVERSIONS   \n",
       "3030      532.0       2062.0           1436.0           1436.0  CONVERSIONS   \n",
       "3039      320.0       1322.0            803.0            803.0  CONVERSIONS   \n",
       "3042      413.0       1676.0           1076.0           1076.0  CONVERSIONS   \n",
       "3052      590.0       2128.0           1523.0           1523.0  CONVERSIONS   \n",
       "3055      840.0       2129.0           2006.0           2006.0  CONVERSIONS   \n",
       "3059      930.0       2826.0           2402.0           2402.0  CONVERSIONS   \n",
       "3062      305.0        680.0            706.0            706.0  CONVERSIONS   \n",
       "3064      741.0       3263.0           1792.0           1792.0  CONVERSIONS   \n",
       "3075      600.0       2375.0           1447.0           1447.0  CONVERSIONS   \n",
       "3081      388.0        926.0            986.0            986.0  CONVERSIONS   \n",
       "3181      333.0       3353.0           1650.0           1650.0  CONVERSIONS   \n",
       "3185      166.0       2142.0           1126.0           1126.0  CONVERSIONS   \n",
       "3186      504.0       4303.0           2697.0           2697.0  CONVERSIONS   \n",
       "3188      305.0       3142.0           1554.0           1554.0  CONVERSIONS   \n",
       "3194      359.0       2818.0           1772.0           1772.0  CONVERSIONS   \n",
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       "3198      323.0       3400.0           1975.0           1975.0  CONVERSIONS   \n",
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       "3419      505.0       6007.0           1345.0           1345.0  CONVERSIONS   \n",
       "3460        NaN          NaN            232.0            232.0  CONVERSIONS   \n",
       "3462        NaN          NaN            397.0            397.0  CONVERSIONS   \n",
       "3468        NaN          NaN            326.0            326.0  CONVERSIONS   \n",
       "3481        NaN          NaN            211.0            211.0  CONVERSIONS   \n",
       "3488        NaN          NaN            793.0            793.0  CONVERSIONS   \n",
       "3494        NaN          NaN            187.0            187.0  CONVERSIONS   \n",
       "3512      159.0       2192.0            690.0            690.0  CONVERSIONS   \n",
       "3513      144.0       2459.0            785.0            785.0  CONVERSIONS   \n",
       "3531        NaN          NaN            392.0            392.0  CONVERSIONS   \n",
       "3540        NaN          NaN            227.0            227.0  CONVERSIONS   \n",
       "3541        NaN          NaN            408.0            408.0  CONVERSIONS   \n",
       "3544        NaN          NaN            504.0            504.0  CONVERSIONS   \n",
       "3554      275.0       4740.0           1304.0           1304.0  CONVERSIONS   \n",
       "3556      226.0       5320.0           1255.0           1255.0  CONVERSIONS   \n",
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       "3651      122.0       2807.0            954.0            954.0  CONVERSIONS   \n",
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       "3957     3849.0     123820.0          19568.0          19568.0  CONVERSIONS   \n",
       "3965        NaN          NaN            137.0            137.0  CONVERSIONS   \n",
       "3967        NaN          NaN            269.0            269.0  CONVERSIONS   \n",
       "3995      880.0       2199.0           1089.0           1089.0  CONVERSIONS   \n",
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       "3999     1170.0       4624.0           1331.0           1331.0  CONVERSIONS   \n",
       "4013        NaN          NaN            201.0            201.0  CONVERSIONS   \n",
       "4016        NaN          NaN            176.0            176.0  CONVERSIONS   \n",
       "4018     2107.0      13332.0           3338.0           3338.0  CONVERSIONS   \n",
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       "4221        NaN          NaN            250.0            250.0  CONVERSIONS   \n",
       "4228      108.0        708.0            442.0            442.0  CONVERSIONS   \n",
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       "4429      104.0        533.0            710.0            710.0  CONVERSIONS   \n",
       "4430      582.0       2880.0           3495.0           3495.0  CONVERSIONS   \n",
       "4431      266.0       1429.0           1771.0           1771.0  CONVERSIONS   \n",
       "4442      237.0       1169.0            740.0            740.0  CONVERSIONS   \n",
       "4496      214.0       1005.0            738.0            738.0  CONVERSIONS   \n",
       "4502      476.0       2188.0           1614.0           1614.0  CONVERSIONS   \n",
       "4506      612.0       1911.0           1723.0           1723.0  CONVERSIONS   \n",
       "4507      513.0       1914.0           1577.0           1577.0  CONVERSIONS   \n",
       "4546      223.0       4569.0           1090.0           1090.0  CONVERSIONS   \n",
       "4555      180.0       1429.0            761.0            761.0  CONVERSIONS   \n",
       "4561      198.0       1548.0            893.0            893.0  CONVERSIONS   \n",
       "4567      169.0       3250.0            824.0            824.0  CONVERSIONS   \n",
       "4610      135.0       3328.0            758.0            758.0  CONVERSIONS   \n",
       "4619      124.0       1164.0            556.0            556.0  CONVERSIONS   \n",
       "4673     1613.0       4652.0           1900.0           1900.0  CONVERSIONS   \n",
       "4860      222.0       3461.0           1318.0           1318.0  CONVERSIONS   \n",
       "4861      346.0       5905.0           2055.0           2055.0  CONVERSIONS   \n",
       "4863      286.0       4845.0           1749.0           1749.0  CONVERSIONS   \n",
       "4866      142.0       3056.0            997.0            997.0  CONVERSIONS   \n",
       "4867      134.0       1762.0            718.0            718.0  CONVERSIONS   \n",
       "4872      193.0       3046.0           1202.0           1202.0  CONVERSIONS   \n",
       "4878      203.0       3838.0           1349.0           1349.0  CONVERSIONS   \n",
       "4879      190.0       3850.0           1301.0           1301.0  CONVERSIONS   \n",
       "5060      261.0       4346.0           1572.0           1572.0  CONVERSIONS   \n",
       "5061      173.0       3107.0           1113.0           1113.0  CONVERSIONS   \n",
       "5086        NaN          NaN            539.0            539.0  CONVERSIONS   \n",
       "5092      358.0       3573.0            995.0            995.0  CONVERSIONS   \n",
       "5097      673.0       5454.0           2337.0           2337.0  CONVERSIONS   \n",
       "5098      570.0       4027.0           1745.0           1745.0  CONVERSIONS   \n",
       "5102      253.0       2259.0           1104.0           1104.0  CONVERSIONS   \n",
       "5114        NaN          NaN            163.0            163.0  CONVERSIONS   \n",
       "5120      689.0       4968.0           2669.0           2669.0  CONVERSIONS   \n",
       "5159      180.0       3477.0            879.0            879.0  CONVERSIONS   \n",
       "5175      188.0       4959.0           1456.0           1456.0  CONVERSIONS   \n",
       "5186      248.0       5672.0           1923.0           1923.0  CONVERSIONS   \n",
       "5188      215.0       3842.0           1153.0           1153.0  CONVERSIONS   \n",
       "5832      371.0       3284.0           1360.0           1360.0  CONVERSIONS   \n",
       "6039        NaN          NaN            180.0            180.0  CONVERSIONS   \n",
       "6082        NaN          NaN            150.0            150.0  CONVERSIONS   \n",
       "6150      500.0       4346.0           2074.0           2074.0  CONVERSIONS   \n",
       "6151      394.0       3053.0           1450.0           1450.0  CONVERSIONS   \n",
       "6153      531.0       5080.0           2194.0           2194.0  CONVERSIONS   \n",
       "6154      525.0       4216.0           1958.0           1958.0  CONVERSIONS   \n",
       "6155      205.0       1497.0            698.0            698.0  CONVERSIONS   \n",
       "6158      310.0       2311.0           1076.0           1076.0  CONVERSIONS   \n",
       "6170      292.0       2281.0           1004.0           1004.0  CONVERSIONS   \n",
       "6330      169.0        943.0            599.0            599.0  CONVERSIONS   \n",
       "6334      463.0       2783.0           1467.0           1467.0  CONVERSIONS   \n",
       "6338      161.0        797.0            503.0            503.0  CONVERSIONS   \n",
       "6345      168.0        759.0            471.0            471.0  CONVERSIONS   \n",
       "6346      653.0       3486.0           2004.0           2004.0  CONVERSIONS   \n",
       "6348      266.0       1534.0            880.0            880.0  CONVERSIONS   \n",
       "6351      212.0       1073.0            712.0            712.0  CONVERSIONS   \n",
       "6355      532.0       3157.0           1819.0           1819.0  CONVERSIONS   \n",
       "6356      298.0       1398.0            950.0            950.0  CONVERSIONS   \n",
       "6357      320.0       2171.0           1239.0           1239.0  CONVERSIONS   \n",
       "6359      177.0        979.0            562.0            562.0  CONVERSIONS   \n",
       "6361      212.0       1071.0            612.0            612.0  CONVERSIONS   \n",
       "6362      530.0       2576.0           1638.0           1638.0  CONVERSIONS   \n",
       "6367      364.0       1502.0            997.0            997.0  CONVERSIONS   \n",
       "6374      596.0       4016.0           2113.0           2113.0  CONVERSIONS   \n",
       "6377      656.0       4121.0           2195.0           2195.0  CONVERSIONS   \n",
       "6379      274.0       1807.0           1023.0           1023.0  CONVERSIONS   \n",
       "6381      442.0       2063.0           1341.0           1341.0  CONVERSIONS   \n",
       "6403      469.0       2661.0           1557.0           1557.0  CONVERSIONS   \n",
       "6406      478.0       2854.0           1691.0           1691.0  CONVERSIONS   \n",
       "6410      667.0       3801.0           2346.0           2346.0  CONVERSIONS   \n",
       "\n",
       "      cost_per_ThruPlays  cost_per_outbound_clicks  \n",
       "1108            0.016675                  0.084198  \n",
       "1109            0.013687                  0.077101  \n",
       "1161            0.027083                  0.154762  \n",
       "1307            0.094878                  0.170614  \n",
       "1378            0.045208                  0.062161  \n",
       "1460            0.033039                  0.058627  \n",
       "1464            0.010311                  0.040000  \n",
       "1752            0.119548                  0.195704  \n",
       "1762                 NaN                  0.106538  \n",
       "1765            0.059350                  0.155319  \n",
       "1766            0.041305                  0.120642  \n",
       "2421            0.063326                  0.222366  \n",
       "2507            0.063670                  0.232427  \n",
       "3024            0.051131                  0.098494  \n",
       "3027            0.037587                  0.126765  \n",
       "3028            0.046351                  0.087189  \n",
       "3030            0.038609                  0.070102  \n",
       "3039            0.041813                  0.085223  \n",
       "3042            0.046320                  0.099635  \n",
       "3052            0.034339                  0.094673  \n",
       "3055            0.031524                  0.076311  \n",
       "3059            0.029763                  0.053231  \n",
       "3062            0.021869                  0.051705  \n",
       "3064            0.041188                  0.083388  \n",
       "3075            0.040767                  0.094077  \n",
       "3081            0.038763                  0.052772  \n",
       "3181            0.072312                  0.205812  \n",
       "3185            0.094036                  0.150096  \n",
       "3186            0.053016                  0.098598  \n",
       "3188            0.067902                  0.147929  \n",
       "3194            0.039499                  0.071256  \n",
       "3196            0.048997                  0.140865  \n",
       "3198            0.053158                  0.105337  \n",
       "3333            0.040444                  0.091000  \n",
       "3338            0.040116                  0.059278  \n",
       "3401            0.038064                  0.121701  \n",
       "3419            0.046653                  0.222264  \n",
       "3460                 NaN                  0.064565  \n",
       "3462                 NaN                  0.051171  \n",
       "3468                 NaN                  0.107923  \n",
       "3481                 NaN                  0.122174  \n",
       "3488                 NaN                  0.048571  \n",
       "3494                 NaN                  0.092231  \n",
       "3512            0.087421                  0.106923  \n",
       "3513            0.129931                  0.134604  \n",
       "3531                 NaN                  0.072808  \n",
       "3540                 NaN                  0.079746  \n",
       "3541                 NaN                  0.056957  \n",
       "3544                 NaN                  0.074468  \n",
       "3554            0.075200                  0.074388  \n",
       "3556            0.090664                  0.109572  \n",
       "3565            0.104199                  0.107771  \n",
       "3568            0.091132                  0.089444  \n",
       "3569            0.083771                  0.094143  \n",
       "3573            0.041438                  0.098701  \n",
       "3597            0.101138                  0.192961  \n",
       "3599            0.066495                  0.200091  \n",
       "3603            0.092097                  0.258974  \n",
       "3607            0.068508                  0.202690  \n",
       "3619            0.071150                  0.074895  \n",
       "3622            0.076911                  0.081160  \n",
       "3649            0.072813                  0.095885  \n",
       "3651            0.080246                  0.084397  \n",
       "3758            0.041471                  0.121675  \n",
       "3759            0.023075                  0.124123  \n",
       "3760            0.019378                  0.063932  \n",
       "3761            0.011327                  0.068273  \n",
       "3763            0.015289                  0.083861  \n",
       "3772            0.005330                  0.044638  \n",
       "3773            0.005757                  0.042293  \n",
       "3896            0.148952                  0.182871  \n",
       "3898            0.109844                  0.101151  \n",
       "3923            0.113302                  0.087029  \n",
       "3927            0.048378                  0.076995  \n",
       "3928            0.051329                  0.074937  \n",
       "3932            0.072358                  0.083568  \n",
       "3941            0.042632                  0.077797  \n",
       "3947            0.016189                  0.055957  \n",
       "3948            0.013452                  0.032170  \n",
       "3949            0.009036                  0.015845  \n",
       "3950            0.019836                  0.056846  \n",
       "3952            0.019356                  0.037320  \n",
       "3954            0.008231                  0.018306  \n",
       "3957            0.007285                  0.014270  \n",
       "3965                 NaN                  0.074000  \n",
       "3967                 NaN                  0.051810  \n",
       "3995            0.022170                  0.152422  \n",
       "3996            0.020521                  0.200966  \n",
       "3999            0.023350                  0.252963  \n",
       "4013                 NaN                  0.052185  \n",
       "4016                 NaN                  0.057593  \n",
       "4018            0.009601                  0.073297  \n",
       "4052            0.069898                  0.067822  \n",
       "4053            0.077944                  0.067258  \n",
       "4055            0.081279                  0.088557  \n",
       "4058            0.089048                  0.071314  \n",
       "4062            0.100255                  0.105249  \n",
       "4066            0.035746                  0.047580  \n",
       "4074            0.056631                  0.103228  \n",
       "4089            0.059375                  0.097664  \n",
       "4144            0.048408                  0.071544  \n",
       "4147            0.073922                  0.062833  \n",
       "4148            0.108989                  0.146970  \n",
       "4150            0.079557                  0.087292  \n",
       "4156            0.090956                  0.072247  \n",
       "4175            0.082656                  0.061799  \n",
       "4179            0.061676                  0.066108  \n",
       "4188            0.053932                  0.057714  \n",
       "4189            0.070466                  0.058874  \n",
       "4191            0.080137                  0.076974  \n",
       "4192            0.042007                  0.050850  \n",
       "4195            0.042636                  0.082177  \n",
       "4210            0.010775                  0.126029  \n",
       "4212            0.011876                  0.123279  \n",
       "4221                 NaN                  0.299245  \n",
       "4228            0.041944                  0.040088  \n",
       "4235            0.070326                  0.232353  \n",
       "4237            0.052250                  0.063798  \n",
       "4241            0.039128                  0.153694  \n",
       "4328            0.044389                  0.064435  \n",
       "4332            0.061987                  0.071450  \n",
       "4333            0.050647                  0.058719  \n",
       "4335            0.062463                  0.071638  \n",
       "4340            0.045839                  0.047877  \n",
       "4397            0.023764                  0.028308  \n",
       "4401            0.073804                  0.122342  \n",
       "4403            0.021004                  0.025917  \n",
       "4406            0.027836                  0.042710  \n",
       "4407            0.023617                  0.035238  \n",
       "4415            0.040028                  0.045172  \n",
       "4416            0.044321                  0.060447  \n",
       "4417            0.058204                  0.081029  \n",
       "4418            0.043431                  0.106298  \n",
       "4419            0.081810                  0.125556  \n",
       "4421            0.053972                  0.128591  \n",
       "4422            0.062314                  0.118826  \n",
       "4423            0.069824                  0.118284  \n",
       "4425            0.017961                  0.019640  \n",
       "4428            0.019908                  0.021697  \n",
       "4429            0.021538                  0.021748  \n",
       "4430            0.021667                  0.022123  \n",
       "4431            0.023308                  0.022383  \n",
       "4442            0.044346                  0.063313  \n",
       "4496            0.065280                  0.075514  \n",
       "4502            0.061765                  0.069834  \n",
       "4506            0.040114                  0.047856  \n",
       "4507            0.046725                  0.059776  \n",
       "4546            0.126861                  0.195103  \n",
       "4555            0.077722                  0.089679  \n",
       "4561            0.080909                  0.073825  \n",
       "4567            0.118462                  0.140986  \n",
       "4610            0.185333                  0.186716  \n",
       "4619            0.119355                  0.100680  \n",
       "4673            0.014799                  0.151076  \n",
       "4860            0.118198                  0.123192  \n",
       "4861            0.092052                  0.145434  \n",
       "4863            0.085175                  0.123655  \n",
       "4866            0.115634                  0.145310  \n",
       "4867            0.089925                  0.109545  \n",
       "4872            0.111036                  0.147793  \n",
       "4878            0.110591                  0.162681  \n",
       "4879            0.124789                  0.178271  \n",
       "5060            0.084291                  0.125714  \n",
       "5061            0.074277                  0.102800  \n",
       "5086                 NaN                  0.124135  \n",
       "5092            0.056536                  0.095924  \n",
       "5097            0.034368                  0.041452  \n",
       "5098            0.027719                  0.040102  \n",
       "5102            0.057194                  0.101901  \n",
       "5114                 NaN                  0.108529  \n",
       "5120            0.040015                  0.044684  \n",
       "5159            0.117278                  0.173033  \n",
       "5175            0.107340                  0.192190  \n",
       "5186            0.113065                  0.157528  \n",
       "5188            0.117860                  0.236822  \n",
       "5832            0.072372                  0.189085  \n",
       "6039                 NaN                  0.228571  \n",
       "6082                 NaN                  0.166535  \n",
       "6150            0.037560                  0.056228  \n",
       "6151            0.037056                  0.051773  \n",
       "6153            0.045235                  0.075535  \n",
       "6154            0.033943                  0.056752  \n",
       "6155            0.036537                  0.057615  \n",
       "6158            0.038710                  0.061856  \n",
       "6170            0.030000                  0.044242  \n",
       "6330            0.055858                  0.067429  \n",
       "6334            0.062095                  0.091561  \n",
       "6338            0.051491                  0.081275  \n",
       "6345            0.053333                  0.076581  \n",
       "6346            0.048729                  0.071027  \n",
       "6348            0.054474                  0.073553  \n",
       "6351            0.048821                  0.075000  \n",
       "6355            0.057838                  0.082053  \n",
       "6356            0.042685                  0.063600  \n",
       "6357            0.055406                  0.084028  \n",
       "6359            0.040791                  0.059669  \n",
       "6361            0.036840                  0.070360  \n",
       "6362            0.036321                  0.071033  \n",
       "6367            0.031401                  0.054171  \n",
       "6374            0.051745                  0.084262  \n",
       "6377            0.046463                  0.068804  \n",
       "6379            0.044927                  0.068011  \n",
       "6381            0.029977                  0.056624  \n",
       "6403            0.062409                  0.095654  \n",
       "6406            0.053808                  0.086892  \n",
       "6410            0.047181                  0.096534  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = conversions[conversions['Amount Spent (USD)'] < 32]\n",
    "a[a['Outbound Clicks'] > 100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "_partial = conversions[['Reporting Starts', 'Reporting Ends', 'Amount Spent (USD)', \n",
    "                         'Ad Set Budget', 'Objective', 'Outbound Clicks' , 'ThruPlays',\n",
    "                        'cost_per_ThruPlays', 'Results']]\n",
    "_partial = _partial.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.764989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <td>0.764989</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Outbound Clicks\n",
       "Amount Spent (USD)            1.000000         0.764989\n",
       "Outbound Clicks               0.764989         1.000000"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_partial[['Amount Spent (USD)', 'Outbound Clicks']].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- There is positive linear correlation between the amount of money spent one each ad champaign and the number of thruplays "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Methodology"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- Using machine learning model to fomulate a line to seperate boundary\n",
    "    - Linear Regression: Formulate a line and minimize the loss for each data point\n",
    "    - Supporting Vector Machine (Regression): the model itself is trying to formulate a line, and only care about data point in the margin. That is, maximize the distance of the point to the line witin the margin, and minimize the distance between the point outside of the margine and the boundary of the margin. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Build model for ThruPlays "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1099b47d0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(1, 2, figsize=(20, 5))\n",
    "sns.despine(left=True)\n",
    "sns.distplot(_partial['Amount Spent (USD)'], ax=axes[0])\n",
    "sns.distplot(_partial['Outbound Clicks'], ax=axes[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13149a390>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(1, 2, figsize=(20, 5))\n",
    "sns.despine(left=True)\n",
    "sns.distplot(np.log10(_partial['Amount Spent (USD)']), ax=axes[0])\n",
    "sns.distplot(np.log10(_partial['Outbound Clicks']), ax=axes[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1315f9050>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(1, 2, figsize=(20, 5))\n",
    "sns.despine(left=True)\n",
    "sns.scatterplot(_partial['Amount Spent (USD)'], _partial['Outbound Clicks'], ax = axes[0])\n",
    "sns.scatterplot(np.log10(_partial['Amount Spent (USD)']), np.log10(_partial['Outbound Clicks']), ax = axes[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- filter out log10(thruplays value) < 1.5 and log10(Amount Spent (USD) <1 (consider them to be outliers) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# _new_partial = _partial[(np.log10(_partial['Outbound Clicks']) > 1.5)]\n",
    "_new_partial = _partial[(np.log10(_partial['Amount Spent (USD)']) > 1.3)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- Using a linear model to fit the data to get the a line of standard value "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.log10(np.array(_new_partial['Outbound Clicks'])).reshape(-1, 1)\n",
    "y = np.log10(np.array(_new_partial['Amount Spent (USD)']))\n",
    "model = LinearRegression()\n",
    "model.fit(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1323df090>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "# sns.scatterplot(np.log10(_new_partial['Amount Spent (USD)']), np.log10(_new_partial['Outbound Clicks']))\n",
    "# sns.lineplot(np.log10(_new_partial['Amount Spent (USD)']), model.predict(x))\n",
    "\n",
    "sns.scatterplot(np.log10(_new_partial['Outbound Clicks']), np.log10(_new_partial['Amount Spent (USD)']))\n",
    "sns.lineplot(np.log10(_new_partial['Outbound Clicks']), model.predict(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Support Vector Machine (Regression)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.1,\n",
       "    gamma='auto_deprecated', kernel='linear', max_iter=-1, shrinking=True,\n",
       "    tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = np.log10(np.array(_new_partial['Outbound Clicks']))\n",
    "x = np.log10(np.array(_new_partial['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "model = SVR('linear', degree = 3)\n",
    "model.fit(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x132bae850>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "sns.scatterplot(np.log10(_new_partial['Amount Spent (USD)']), np.log10(_new_partial['Outbound Clicks']))\n",
    "sns.lineplot(np.log10(_new_partial['Amount Spent (USD)']), model.predict(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([inf])"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "10 ** (model.predict(np.array(1000).reshape(-1, 1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([559.8456267])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(np.array(1000).reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "# Traffic\n",
    "\n",
    "- Send people from Facebook to any URL you choose, such as your website's landing page, a blog post, app etc.\n",
    "- Focus on outbound clicks "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.736491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.736491</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)            1.000000     0.736491\n",
       "Link Clicks                   0.736491     1.000000"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columbia_traffic = data[data.Objective == 'Traffic']\n",
    "columbia_traffic = columbia_traffic[columbia_traffic['Amount Spent (USD)'] != 0]\n",
    "metric = 'Link Clicks'\n",
    "columbia_traffic = columbia_traffic.dropna(subset = [metric])\n",
    "columbia_traffic[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {},
   "outputs": [],
   "source": [
    "def distribution_plot(data, metric):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.distplot(np.log10(data[metric] + 0.001))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x129ced850>"
      ]
     },
     "execution_count": 340,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ac2cvN5tCPB7tBSiT46pp2WSkeHnp6AWiWjRUJKGpsBLpd7E7xMYjF5hbmM7MfG01IpPH7/WwblY+Z1u6qLrQ7nYcERkHFVYi/TZWNRCORHnTvAK3o8gUtLQsi9xUPxurGrTVjUgCU2ElAtS0drH3XCtrZ+WRlxZwO45MQV6Pw/o5+dRf7GHf2Ra344jIGKmwkikvGo3yW1tPWsDLBm2yLC5aUJxBcWYKLxyuIxzRqJVIIlJhJVPe0fp2qpu72DA7n6BfK6yLexzHYcOcfJo6etmrDZpFEpIKK5nSIpEoL1VdID/dz9KyLLfjiDArP41pualsOdFITzjidhwRGSUVVjKl7atppaG9lw1zCrS8gsQFx3F4kymitSvEcwfOux1HREbJ53YAkZHqjkJHbzgmbYWj0BuOsOlYI2XZQeYVpsekXZFYmF2YTkVOkB/vrOY9y8tI8ek7sEiiUGElCaOjN8yLh+ti0tbauYW8dqaZtu4Qdy0uxnE0WiXxw3Ecrp+dz6OvneWX+2p414pytyOJyAjpa5BMSRe7Qmw90cTsgjSm52kxUIk/M3JTWVKWxX++eoauGI3UisjEU2ElU9LPXq+mKxThhjlaDFTik+M4fPCa6Vxo7+GJfbVuxxGREVJhJVPOxe4QT+2tZVFpJkWZKW7HEbmiZRXZXDUtmwe3a9RKJFEMO8fKGOMBHgCWAd3AR621VQPu/zTwnv6bz1hrP2+McYBq4Gj/8a3W2s/FNLnIGG092UQoEuH6WXluRxEZ1p9dO4OP/WQvj++p4X2rKtyOIyLDGMnk9XuAoLV2rTFmDfBV4G4AY8ws4H3ANUAU2GSMeQLoAHZZa++cmNgiY9PWFeL16hbeZIrI1dY1kgBWVuRw9fQcHtpxhnuXlZKqRWxF4tpITgWuA54DsNZuA1YNuO8M8BZrbdhaGwH8QBdwFVBujHnRGPOMMcbEOLfImGw72UQkGuVdV+mbvySOj107g8aOXn62+5zbUURkGCMZscoCBu4IGjbG+Ky1IWttL3Ch/9Tf/wFet9YeMcaUAF+y1v7UGLMOeAS4eqgXcRzIydHVWePh9XqSug87W7pISx37KFNrZy+7z7awYloOFXlpnG/r/qPHeDzOqF/D5/WMK1eytTVUHybD+5uMti71YTDFT052kA05aaybU83DO6u5b/1s0lO0Us5wkv334WRQH47NSH46W4HMAbc91trQpRvGmCDwA6AN+GT/4Z1ACMBa+4oxptwY41hrr7iraDQKzc0do80vA+TkpCV1H3b1hOno7Bnz8393uI5INMrqaTmEwpFB20pLDYz6Na7U1lgkQ1tD9WEyvL/JaOtSH3Z199Lc3LetzX1XT+O+R3fzvY3H+NDqabGImtSS/ffhZFAfDq2wMHPQ4yM5FbgZuB2gf47Vvkt39I9U/RLYY639mLX20mUr/wD8Vf9jlgGnhyqqRCZaW1eI3WdbWVKaRW6a3+04IqO2pCyLtZW5PLzjDO09oeGfICKuGMmI1RPALcaYLYADfMQY8xmgCvACG4AUY8xt/Y//HPAvwCPGmDvoG7n6cKyDi4zG1pONRKNRrtWVgJLAPnbtDD78o9089vo5PnLNdLfjiMgghi2s+ielf/yyw4cH/D14hafeMdZQIrHU2tXL7upWlpRlkZOq0SpJXItKs1g3K49HdlbzzuVlZGiulUjc0QKhkvS2nmwiSpRrZ2q0ShLf/Wtn0NoV4ievn3U7iogMQoWVJLXWrl72VLeyVKNVkiQWlmRy/aw8fvTaWS52a66VSLxRYSVJbesJjVZJ8rn/2r5Rqx/v0qiVSLxRYSVJq7Wrlz1n+0arsjVaJUlkQXEm62fna9RKJA6psJKktUWjVZLE7l87nbbuEI9q1EokrqiwkqTU0tnLnrMtLNNolSSp+cWZbJidz6OvnaWtS6NWIvFChZUkpa0nmwBYq9EqSWL3r51BW7fmWonEExVWknTeGK0qz9ZolSQ1U5zBDXPy+dGuao1aicQJFVaSdLaeaATg2pm5LicRmXgfXTuDi91hHt1V7XYUEUGFlSSZls5e9pxrZVl5NllBjVZJ8jNF/aNWr52ltavX7TgiU54KK0kqW0404uBotEqmlPvXzqC9J8yjr2mulYjbVFhJ0mju7GXvuVaWlWdptEqmlHlFGdw4t4BHd2nUSsRtKqwkaWztH61aq9EqmYLuXzud9p4wP9KolYirtDW6JIVLo1XLKzS3SpKH4zg09YRH9NiC7FSun9O3rtVtS0r+4Ocgze8lxZmolCIykAorSQqX5latrdRolSSPzlCErUfrR/z4eQXpbKpq4Gu/PcqGOQVvHL9xfhEpAe9ERBSRy+hUoCS85s5e9p1rZXmF5lbJ1FaUmcL84gx2nm6mY4QjXSISWyqsJOFtOd6I4zisrdQq6yLrZuXRE47y6qkmt6OITEkqrCShNXX0sremleXlWWQGdWZbpDAjhYUlmew83czFbq3GLjLZVFhJQttyohGPRqtE/sD1s/MIR6Ns6d+FQEQmj77iJ5HWrt4RX0E0nES4iqipo4d9Na1cVZGj0SqRAfLSAiwty2J3dSvXzNAFHSKTSZ9GSaS9O8yLh+ti0lYiXEW05UQTXsdhja4EFPkj183MY/+5NjYfb+SeFeVuxxGZMnQqUBLSpdGq5RXZGq0SGUR2qp8VFdnsrWnlbHOn23FEpgwVVpKQNp9oxOto3SqRoVw7Mxef4/DQq6fdjiIyZaiwkoTT0N7D/po2VlRkk5Gi0SqRK0lP8bFqeg4vHblAVX2723FEpgQVVpJwNh1rwOfRaJXISFxTmUtqwMu3N590O4rIlKDCShLK+bZuDp2/yNXTc0jXaJXIsFL9Xt6xopyNxxo4UNPqdhyRpKfCShLKy1UNBH0eXUIuMgr3Li8lJ9XPtzRqJTLhVFhJwjhQ00rVhXbWVOYS9Mf3UhAi8SQt4ONDq6fx6qlmXjvT7HYckaSmwkoSQjQa5T+3niI94OWq6TluxxFJOO9YVkphRoBvvXKSaDTqdhyRpKXCShLC9lPN7D3byrUz8wh49c9WZLSCfi/3XTOdPeda2XJSGzSLTBR9Qknci0aj/PsrJyjOTGF5RZbbcUQS1t1LSijLSuHbGrUSmTDDXlZljPEADwDLgG7go9baqgH3fxp4T//NZ6y1nzfGpAKPAEVAG/Aha219rMPL1PC8refQ+Yv895vn4ovz/QtF4pnf6+H+a2fw+eeO8MKRC9xsCt2OJJJ0RjJidQ8QtNauBT4LfPXSHcaYWcD7gGuBtcCbjTFLgU8A+6y11wMPAX8X6+AyNfSEIvz7phPMLUznJn0IiIzbbQuKmV2QxgOvnCAUjrgdRyTpjKSwWgc8B2Ct3QasGnDfGeAt1tqwtTYC+IGugc8BngVujllimVJ+uvsc51q7+dSGWXg9Gq4SGS+vx+G/XT+TM81d/HxvrdtxRJLOSAqrLKBlwO2wMcYHYK3ttdZeMMY4xpivAK9ba49c9pw2IDuWoWVqaOns5fvbTrO2MlfrVonE0HUz81hZkc33tp6ivSfkdhyRpDKSpatbgcwBtz3W2jd+Eo0xQeAH9BVQnxzkOZnAsAunOA7k5KSNJLNcQVdbN2mpgZi0FUzxk5MdjElbY/WtrYdp7wnxd29dSE5OGp0tXTF7fz6vZ9C2PB5n1K9xpbZimSuR2hqqD5Ph/U1GW5f6MFa5Bvt5/ps7FvCO72zjZ/vO86mb5o77NeKN1+vRZ8o4qQ/HZiSF1WbgTuAxY8waYN+lO4wxDvBL4HfW2i9f9pzbge3AbcCm4V4kGoXm5o5RRJfLRR0PHZ09MWmrq7uX5mb35l9UN3fy0LZT3LmohKIUL83NHXT1hGP2/kLhyKBtpaUGRv0aV2orlrkSqa2h+jAZ3t9ktHWpD2OVa7Cf5xkZAW6eV8D3N5/gjvmFFKTHprCMFzk5afpMGSf14dAKCzMHPT6SwuoJ4BZjzBbAAT5ijPkMUAV4gQ1AijHmtv7Hfw74FvCgMeYVoAd47/jiy1Tz75tO4vM4fOy6GW5HEUlan1w3kxerGvje1lN89ubkG7USccOwhVX/pPSPX3b48IC/X+l80TvHGkqmtl3Vzfz2SD0fXTOdwowUt+OIJK1puancu7SUn+85x5+sLGdGnk77iIyXFgiVuBKKRPnK745RkpnCh1ZPczuOSNL70zXTSfF5eeCVk25HEUkKKqwkrvx8zzmO1rfz6RtmaaNlkUmQnx7g/asq+N3RC+w71+p2HJGEp8JK4kZTRw/f3nyK1dNzuHFugdtxRJKG4zg09YSv+OeOpaXkpvn52sbjNHaHhnxst3bCERnSSCavi0yKf3/lJB29Yf77m+bgOFoMVCRWOkMRth4delex1dNz+PXher77ygnmFmZc8XE3zi8iJaDRZJEr0YiVxIUDtW08ua+W96woZ2a+JtCKTLZl5dnkpfl56WgDkYiGpUTGSoWVuC4cifJ/XqgiLz3AR9dOdzuOyJTk9ThsmJPPhfYe9tVorpXIWKmwEtf9dPc5DtS28akNM8lI0dlpEbeYogzKsoO8fKyBXm3QLDImKqzEVTWtXTzwygmunZnLW+YXuR1HZEpzHIc3zS3gYneYHaeH3YlMRAah4QGZcN1R6OgN/9HxaDTKF359hCjwifWzaO4d+htyWNM+RCbctNxU5hams/VEE8vKs0gP6GNCZDT0EyMTrqM3zIuH6/7o+P6aVnaebuZmU8jBc60cHGYNnbVzCycqoogMcOPcAr679RSvHG/kVo0ki4yKTgWKKzp6QvzW1lOWHeSqadluxxGRAfLTAywvz+b16hYa2mOzObXIVKHCSlzxvK2nOxTh9oVFeLRmlUjcuX52Hn6Ph5eOXnA7ikhCUWElk+5QbRsHay9y7cw8bbIsEqfSAz7WVOZypL6dM02dbscRSRgqrGRStXb18tyhOsqyg1w7M8/tOCIyhNUzcshM8fHCkXqiUV09IjISKqxk0kSiUX61/zzhaJQ7Fxfj9egUoEg883s9rJ+TT01rN4fOX3Q7jkhCUGElk2b7qSZON3VyiykkLy3gdhwRGYHFpZkUZQTYWHWBUESLhooMR4WVTIra1i42VjVgitJZWpbldhwRGSGP43DjvAKaO0PsOtPidhyRuKfCSiZcR0+IJ/fXkhbw8pYFxTi6ClAkoczKT2dmfhqbjzfS1hVyO45IXFNhJRMqGo3y1ReqaGzv5c7FJaQFvG5HEpExeNPcArpCER7decbtKCJxTYWVTKhHdlazqaqBG+YWUJmX5nYcERmjoswUlpZl8cs9NZxt0fILIleiwkomzI7TTfy/TSe4fk4+18zIcTuOiIzT+tn5eDwOD2w66XYUkbilwkomRG1rF3/z1GFm5Kbx1zfN0bwqkSSQGfTx9hVl/MbWc6C2ze04InFJhZXEXGdvmP/55EF6wxH+9e6FpAW017dIsnjXynLy0vx8Y+NxLRoqMggVVhJToUiUv3nqELbuIp+/bb7mVYkkmbSAj/vXzuD16hZePtbodhyRuKPCSmImGo3y5d8e5ZXjjfyPN81hw5x8tyOJyAS4Z0kJM3JT+ebLxwmFtWioyEAqrCRmvrftNL/YV8tHrpnGO5aXuR1HRCaIz+vhL9bP4lRTJ7/YV+t2HJG4osJKYuLJfbX8x5ZT3LGwiE9cV+l2HBGZYOtn57GiIpvvbj1Fe48WDRW5RIWVjNszB8/zxeePsGZGLn/35nm6AlBkCnAch09tmEVjRy8P7ah2O45I3FBhJePyq/21/OOzlpXTcvjXuxfi8+qflMhUsagkk1vnF/LDndXUtXW7HUckLuhTUMbsF3tr+KdfH2H1jBy+fs8iUv3arkZkqvnkuplEolG+vfmk21FE4oIKKxmTx/ec44vPH2VNZS5fuXsRQRVVIlNSWXaQdy0v56kD5zlaf9HtOCKu08qNMirR/m+mP3j1DOtm5fEvdy4kxaf6XGSqcByHpp7wHxy7d2U5T+6v5asvHedLdy8acVtpfi8pmpIpSWbYwsoY4wEeAJYB3cBHrbVVlz2mENgCLLHWdhljHKAaONr/kK3W2s/FNLlMuu5QhH/6teXXh+u5e3EJn715juZUiUwxnaEIW4/W/9Hx1TNyeHe/vvoAACAASURBVOHIBb6/+QSz8tNH1NaN84tICWi0W5LLSEas7gGC1tq1xpg1wFeBuy/daYy5FfgXoHjAc2YDu6y1d8YyrLinuaOX//HkAXafbeWT6yr58OppuvpPRN6wclo2r51p5sUjF6hck4ZHvx9kihrJcMM64DkAa+02YNVl90eAm4GBextcBZQbY140xjxjjDGxCCvuOFp/kY88+joHa9v44h3z+cg101VUicgf8Hk8bJhTQN3FHvbXaINmmbpGMmKVBbQMuB02xvistSEAa+3zAJfVTjXAl6y1PzXGrAMeAa4e6kUcB3JytK/ceHS1dZOWGohJW8EUPznZQX6x+yx//+QBsoJ+Hr5vNSun5466rc6Wrpjk8nk9MXt/V2rL43FG/RqTkSuR2hqqD5Ph/U1GW5f6MFa5Juv9XVWZx2tnWnj5WAMrZ+QRGGb+5aXfMxPB6/XoM2Wc1IdjM5LCqhXIHHDbc6moGsJO4FLh9YoxptwY41hrr7gVejQKzc0dI4gjVxJ1PHR09sSkrdaObr7xvOXxPTWsrMjmi29dQEF6YEz/j7p6wjHJFQpHYvb+rtRWWmpg1K8xGbkSqa2h+jAZ3t9ktHWpD2OVazLf3w1z8nlkZzUbbR3Xzcobsq2u7l6amydmr8GcnDR9poyT+nBohYWZgx4fyanAzcDtAP1zrPaN4Dn/APxV/3OWAaeHKqokvrR09vLXj+/j8T01fGBVBf/+zqUUpMfm266IJLdpuanMK0xn28kmbXUjU9JICqsngC5jzBbg68CnjTGfMcbcNcRz/gXYYIzZCHwN+PC4k8qkONHQzn++epozjZ18+a6F/OWGWfg8mk8lIiN3w9wCeiMRXjnWOPyDRZLMsKcCrbUR4OOXHT48yOMqB/y9CbhjvOFk8kSjUbacaOLlYw0UZgT48j2LWVKc4XYsEUlA+ekBVlRk83p1C6um55CvEW+ZQrQIkdAdivD4nhpePtbAopJMPrh6GhW5qW7HEpEEdv2sPPweDy8eveB2FJFJpcJqimvt6uWRHWeoutDOLaaQOxcXE9CinyIyTmkBH2tn5nK0vp3TTZ1uxxGZNPoEncJqW7t4cPsZmjtDvGt5Gaum52h9KhGJmaun55CZ4uN3R+qJRnX9kkwNKqymqKP1F3lkRzUex+EDV1cwq2BkW1CIiIyU3+th/Zx8alq7OVynDZplalBhNQUdrbvI43tqyM8I8KHV0yjKTHE7kogkqcWlmRSkB3i5qoFIRKNWkvxUWE0xJxo6eGJvLSWZKbz3qnIyUkayRqyIyNh4HIf1c/Jp7Ohlf02r23FEJpw+VaeQ6uZOHt99jrx0P+9eWU6K78q7yjuOQ1NPOCavG9aXVJEpbV5hOqVZKWw63sjC0kx8Hn2nl+SlwmqKqG3t4rHXz5ER9PGeleWk+q9cVAF0hiJsPVofk9deO7cwJu2ISGJyHIcNcwr48a6zvF7dytXTc9yOJDJh9LVhCrjYHeKx18+R4vPwJyt1+k9EJt/M/DRm5KWy5XgjPaGJ2R9QJB6osEpy0WiUX+2vpTsU4V0ryshO9bsdSUSmqA2z8+noDbPjdLPbUUQmjAqrJLftZBMnGzu5xRRSmKGr/0TEPeU5qcwtTOfVU0109sZmDqdIvFFhlcSqmzvZeKyBBcUZLCvPcjuOiAjrZ+fTHYqw7WST21FEJoQKqyTV2Rvml/tqyQ76ecuCIq2oLiJxoSgzhUUlmew83UxDe4/bcURiToVVknruYB0Xu0PcvaSE4DBXAIqITKbrZ+cRiUb50Y4zbkcRiTkVVkno2IV2Dtdd5PrZ+ZRlB92OIyLyB3LTAiwrz+aZA+epbtYGzZJcVFglmXAkygtH6slN9XPNjFy344iIDOq6mXl4HYfvbT3ldhSRmFJhlWR2VTfT0N7LTaYAr0fzqkQkPmUGfdy9rJRnDtZx7EK723FEYkaFVRJp7ujhlWONzMxPY05ButtxRESG9O6V5aQFvHx780m3o4jEjAqrJPKDzSfpDke4eV6BrgIUkbiXlernfasqeKmqgQO1bW7HEYkJFVZJ4mj9RZ7ce46rKnIo0EKgIpIg3ntVOdlBn0atJGmosEoSX3/pOBkpPtbNznM7iojIiKUHfHxo9TS2nWxid3WL23FExk2FVRLYc7aFHaeb+eCaGaRqzSoRSTDvXF5GXpqfb20+STQadTuOyLiosEoCD24/Q3bQx51Ly9yOIiIyakG/l/uumc6u6hZt0CwJT4VVgqu60M6m4428e2U5qQGNVolIYnrb0lKKM1P4tkatJMGpsEpwD20/Q6rfw7uWa7RKRBJXwOfhvjXT2VfTxuYTjW7HERkzFVYJ7GxLJ785XMfblpaSnep3O46IyLjctaiY8uwg3958SqNWkrBUWCWwH+48i+M4vPeqCrejiIiMm8/r4f61M7B1F3mxqsHtOCJjosIqQTW09/Dk/lruWFhMcabWrRKR5PCWBUVU5qXync0nCUc0aiWJR4VVgvrJ62fpCUV4/9UarRKR5OH1OPzZtZUcb+jgeVvvdhyRUVNhlYC6esP8bHcNN84toDIvze04IiIxddO8AuYWpvPdracIadRKEowKqwT02yP1tHWHeNcKXQkoIsnH4zh87NoZnG7q5JmD592OIzIqvuEeYIzxAA8Ay4Bu4KPW2qrLHlMIbAGWWGu7jDGpwCNAEdAGfMhajenGys/31FCZl8rKimy3o4iITIj1s/NZUJzB97ae4rYFRfi9GgeQxDCSf6n3AEFr7Vrgs8BXB95pjLkV+A1QPODwJ4B91trrgYeAv4tNXLF1F9lX08bblpbiOI7bcUREJoTjOHxiXSU1rd38cl+t23FERmwkhdU64DkAa+02YNVl90eAm4HGwZ4DPNt/v8TAE3trSPF5uGNh8fAPFhFJYGtm5LK8PIsfvHqart6w23FERmQkhVUWMHDL8bAx5o1TiNba5621ly84MvA5bYDOWcVAe0+IZw/WcbMp1IKgIpL0HMfh49dVUn+xh5/vrXE7jsiIDDvHCmgFMgfc9lhrQ6N4TiYw7K6ajgM5ObrCbSjP7ThDR2+YD11bOWhfdbV1k5YaiMlr+byeuGtrMjJ5PM6oXyMe+8rNtobqw2R4f5PR1qU+TKSfnbHwB3x0DjOlYeH0PK6ansN/bT/DrUvLSAsM/rGVnuIlK/j7L5xer0efKeOkPhybkRRWm4E7gceMMWuAfSN8zu3AduA2YNNwT4hGobm5YwRNT03RaJRHtp1ibmE6lZmBQfsq6njo6OyJyeuFwpG4a2syMqWlBkb9GvHYV262NVQfJsP7m4y2LvVhIv3sjEVbZy9bjw5/XdPC4gxeO93MvzxziLUz8wZ9zI3zi4h09b5xOycnTZ8p46Q+HFphYeagx0dyKvAJoMsYswX4OvBpY8xnjDF3DfGcbwGLjDGvAH8GfH6UeeUyB2vbsHUXuVeT1kVkiqnISWV2QRrbTjZprpXEvWFHrKy1EeDjlx0+PMjjKgf8vQN453jDye89vqeGVL+HtywocjuKiMikWz87n/989Qw7Tjdz/ex8t+OIXJEWBkkAHT1hnrf1vHl+ERkpIzl7KyKSXEqygpiidHacbqajR6NWEr9UWCWAF49eoCsU4a1aYkFEprDrZ+fTHYqw/VST21FErkiFVQJ4+uB5yrKDLCvPcjuKiIhrCjNSWFiSyc7TzbR3D3dxuog7VFjFufNt3ew83cztC4o0aV1EprzrZ+URikbZfKJx+AeLuECFVZx77lAdUeB2nQYUESEvPcDysixer26hubN3+CeITDIVVnEsGo3y9MHzLCnNYlpuqttxRETiwnWz8vE4DpuOXb7ph4j7VFjFMVt3kRMNHdyxSEssiIhckhn0sWp6Dvtr2qi/2O12HJE/oMIqjj1zsA6/1+HmeYVuRxERiStrKnNJ8XnYWKVRK4kvKqziVCgS5deH61g3K18bLouIXCbV72VNZS5H69upbu50O47IG1RYxalXTzbR2NHL7VppXURkUKum55Ae8PLS0Qai0ajbcUQAFVZx65mD58kO+rhu1uAbjoqITHUBr4frZuVxprmTV09q0VCJDyqs4tDF7hAbjzVwiynE79X/IhGRK1lenk1ump/vbT5JKKJRK3GfPrXj0O+OXKA7FOGORVq7SkRkKF6Pw41zCzjd1MmT+2vdjiOiwioePX3wPNNzU1lUkul2FBGRuDevMJ3FpVl8Z/NJ2nu01Y24S4VVnKlp7WJXdQu3L9QWNiIiI+E4Dvevq6Sxo5dHdlS7HUemOBVWcebZg3UA3LZApwFFREZqQUkmN88r5JGd1Vo0VFylwiqORKNRnjl4nhUV2ZRlB92OIyKSUP78+kpCkSjf2XzK7SgyhamwiiMHa9s41dSptatERMagIieVd60o48n9tRyqaXU7jkxRKqziyDMH6wh4HW7SFjYiImPyp2umkxX08U/PHNKioeIKFVZxojcc4deH61g/u4DMoM/tOCIiCSkr6OeT6yrZcbKJ522923FkClJhFSe2nGiipSvE7Qt1GlBEZDzuXlLKgpJMvrHxOJ29YbfjyBSjwipOPHPwPLmpftZW5rodRUQkoXk9Dv/fWxdSd7GHB7efcTuOTDEqrOJAS2cvm4438Ob5hfi0hY2IyLitmpHLrfMLeXjHGc62dLodR6YQfYrHgedtPb3hKG/VFjYiIjHzF+tn4XEc/u9Lx92OIlOICqs48PTB88wuSMMUZbgdRUQkaRRnpnDfmum8VNXA5hONbseRKUKFlctONnawv6aNOxYWawsbEZEYe99VFVTmpfLl3x7VRHaZFCqsXPb0gfN4HLhNi4KKiMRcwOfhc7fMpaa1m//YohXZZeKpsHJRONK3hc2aylwKMlLcjiMikpRWVuRw95ISHn2tGlt30e04kuRUWLlo55lm6i72cMdCTVoXEZlIf7l+Jtmpfr74myOEI1qRXSaOCisXPX3gPBkpXjbMKXA7iohIUssK+vnrG2dz6PxFfrr7nNtxJImpsHJJe0+IF49e4BZTSIpP/xtERCbaLaaQtZW5fOuVk9S0drkdR5KUPtFd8sKRC3SFIjoNKCIySRzH4XO3zMVx4PPPWSLapFkmwLC7/RpjPMADwDKgG/iotbZqwP33Ax8DQsD/ttY+ZYzJA44A+/sf9oS19huxDp/Inj5wnum5qSwty3I7iojIlFGaFeQzN87mn359hB/vOst7r6pwO5IkmWELK+AeIGitXWuMWQN8FbgbwBhTAvwlsAoIAq8YY54HVgKPWmv/YmJiJ7aTDR3sqm7hk+sqtXaViMgku3NRMRurGvj3TSdYU5nLrPx0tyNJEhnJqcB1wHMA1tpt9BVRl6wGNltru621LUAVsBS4ClhpjNlojPmpMaY0xrkT2hP7avB6HO5aXOJ2FBGRKcdxHP7mlrmkBXz8wzOWUDjidiRJIiMZscoCWgbcDhtjfNba0CD3tQHZwGHgNWvtb40x7wO+CbxjqBdxHMjJSRtV+ETU1RvmmYN13LqwmNnlObFtu62btNRATNryeT1x19ZkZPJ4nFG/Rjz2lZttDdWHyfD+JqOtS32YSD87brcVTPGTkx1847bX6xnyMyUnJ40v3rOYP3/0dX64u4ZP3TQ3JjmSyXB9KIMbSWHVCmQOuO3pL6oGuy8TaAZeBTr6jz0BfGG4F4lGobm5Y7iHJbxnDp6nubOXOxcUxfz9Rh0PHZ09MWkrFI7EXVuTkSktNTDq14jHvnKzraH6MBne32S0dakPE+lnx+22untCnKhre+N2MMVPV3fvkM+ZW5DGzfMLeWDjMWbmpbKkPBuANL+XFM3SICcnbUp8Lo9VYWHmoMdHUlhtBu4EHuufY7VvwH3bgS8aY4JACrCAvgnrDwKPA48BNwGvjTl5knl8Tw3Tc1O5alq221FERJJGZyjC1qP1b9we6ZekpaWZvHaqmX94+hD3rZlOesDHjfOLSAl4JzKuJLGRzLF6AugyxmwBvg582hjzGWPMXdbaWuDfgE3A74C/tdZ2AZ8FPmGMeQn4OPCpCUmfYI7WX2TvuVbuXVqqSesiInEgxeflbctK6eqN8OS+Wi3BIOM27IiVtTZCX3E00OEB938X+O5lzzkB3BiLgMnk53tqCHgd7liktatEROJFcWYKb55fyDMH63jleCM3LdDvaBk7LRA6STp6wjx7qI6bTSE5qX6344iIyABLy7JYUpbJ5uON7Dzd5HYcSWAqrCbJbw7X0d4T5t6lWnlCRCTeOI7DrfOLKMwI8C+/PsLZlk63I0mCUmE1CaLRKD/bU8PsgjSttC4iEqf8Xg9vW1pKJBrl008c4GJ3aPgniVxGhdUk2H66GVt3kXevKNekdRGROJafHuDvb5vP6aZOPverQ4Qimswuo6PCahI8uP0MBekBbbgsIpIAVkzL4XM3z2HbqSa+8rsqorpSUEZhJOtYyTgcqG1jx+lm/nL9TAI+1bEiIong7iWlnG7q5KEd1UzPTdVmzTJiKqwm2IPbz5CZ4uPeZZq0LiKSSP78+pmcae7i/750nPy0ALcuKHI7kiQADaFMoJMNHbx09ALvXFFGekA1rIhIIvE4Dl+4zbC8Ipt/ePYwG6suuB1JEoAKqwn08M4zBHwe3rOizO0oIiIyBkG/l6+/bRHzizP53FOH2Hay0e1IEudUWE2Q823dPHOwjrsXl5CbFpvd20VEZPKlB3z829sXU5mXxn//5UF2VTe7HUnimAqrCfKj16qJRqO8/2pNeBQRSSSO49DUE/6DP2GPh/9910KKMlP4q5/v56XjjX/0mMv/dOtiwilJE38mQE1rF4/vqeEtC4oozQq6HUdEREahMxRh69H6Qe+7e3EJj+46y2d/eYC3LSlhblHGFdu5cX4RKQHvRMWUOKURqwnwzZdPAPDx6yrdDSIiIjGVGfTx/lUVFGUEeHxvDfvOtbodSeKMCqsY213dwvO2ng9eXUGJRqtERJJOWsDLn1xVwfTcVJ46cJ7tp7Rps/yeCqsYikSjfO2lYxRlBPjg1dPcjiMiIhMkxefhXcvLmFeUzgtHLvCbw3WEtf2NoMIqpp46cJ5D5y/yF+tnEfTrvLqISDLz9W/avHp6Dq+daeEnr5+loyfsdixxmQqrGGnvCfHAKydZUprFrfML3Y4jIiKTwOM43GQKuWNRMdVNXTy4/Qz1F7vdjiUuUmEVIz/YdoaG9h7++k2zcRzH7TgiIjKJlpZl8b5V5fSGIzy0/Qz7azSpfapSYRUDe8628MOdZ3jromIWlWS6HUdERFxQnpPKh6+ZRnFmCr/af54v/+YIF7tDbseSSabCapyaO3v526cPU5od5K9vnO12HBERcVFW0M97V1Vw/aw8XjxSz/sf3qXRqylGhdU4RKNRvvCcpaG9h39+6wIyUrTeqojIVOdxHNbNzuer9y4hEo3y0Ud3828bj9PZq4ntU4EKq3F4dNdZNh1v5FMbZrGgWKcARUTk9xaVZfHDD1zFnYtLeHhnNe/5r51sOaFNnJOdCqsxOlDbxjdfPsGG2fm8e0WZ23FERCQOZQZ9/O2b5/Gddy/F7/XwqZ/v52+fOkRta5fb0WSCqLAag+rmTv7nLw9QkB7g72+dp6sARURkSCsrcvjRB6/iz9bO4KWqC7z9Bzv45svHaevS5PZko8JqlE43dfKxn+yhOxThq/csIjvV73YkERFJAAGfh/uvncHj913NLaaQh3dU87bvb+eHO6s1/yqJqLAahZONHXz8sT30hKN8611LmTfEruYiIiKDKckK8o+3zefhD6xkfnEG/3fjce78j1f5jy0nae7odTuejJMuYxuhkw0dfOKnewlH+oqqOQXpbkcSEZEEZooy+H/vWMqesy08uP0M3916mod3VHPX4hLetqxUnzMJSoXVMKLRKL85XM+XX6jC73X49ruXMitf/9hFRCQ2lpVn87W3ZXPsQjsP76zm53treGz3ORaXZnL34hJumV9IekAf14lC/6eG0NzZy5d/W8Vvj9SzpDSLL9xuqMhJdTuWiIgkodkF6fzjWwyfWj+TZw/V8Yt9tXzx+aN85cVjrK3M5ca5BVw/K5/MoD6645n+7wwiEo3yUlUD//pCFS2dvXxyXSUfuHoaPo+u/hMRkYmVmxbgvVdV8Ccry9lf08YzB8+z8VgDL1U14PU4rJqWzerpuayanoMpysCrz6a4osJqgJ5QhGcPneeHO89yorGD2QVpfOPexRhNUhcRkUnmOA5LyrJYUpbF/7hpDgdr23jx6AU2HW/km5tOAJCR4mVFeTaLSjNZUJzJwuJMctJ0tbqbpnxhFY5EOXS+jU3HG/nlvloa2nuYW5jOF2433DKvEJ9XF06KiIi7PI7D4tIsFpdm8RfrZ3GhvYfXTjez80wzr1e3sOn471d0L8lMYWZ+GjPz06jMS2NGXiolmUGKMgL6TJsEwxZWxhgP8ACwDOgGPmqtrRpw//3Ax4AQ8L+ttU8ZYwqAHwGpwDngI9bajgnIP2rtPSFONHRQVd/OzjPNbDvZREtXCI8Dq6fn8vm3GFbPyNGinyIiMi6O49DUE5v1qQI+Lz2h37fl9XtZPTuf1bPzgb7Ptqq6dmxdG8fq2znd2MlrZ1roCUd+nwfITfdTnBmkNDOF4v4/hRkBslP95AT9ZKX6yAr6SPN7Y5J7KhrJiNU9QNBau9YYswb4KnA3gDGmBPhLYBUQBF4xxjwP/H/Aj6y1/2WM+Sx9hdfXJ+INjNSju87y49eqOdfa/cax3FQ/183K47qZeayekUuOFvsUEZEY6QxF2Hq0PiZtrZ1bOKK2CtMCFM4IsGZGLtFolJauEI3tPbR2hWjtDtHWFcLrdTh2oZ0tJxrpCkUGbcfncchJ85MZ8JEZ9JEW8JLq95Lm9/T999LtgJegz4Pf2/cn4HXweT34vQ4Brwefx+k/7sE34Jjj9BWeDuD5g79fuq//7/15QpEooUiUcP+f0ID/9oQjdPSEae8J0dETpiInlYUl7u3fO5LCah3wHIC1dpsxZtWA+1YDm6213UC3MaYKWNr/nH/uf8yz/X93tbBK9XlYXJrF3UvSmV2QxuyCdMqyg3g0MiUiIknIcRxyUv1/NGhw4/wicgNeotEorV0h6tt7aO3qpaUzRGtXL61dIZo7Q3RHo9S3dL1RkNW1ddPZG6ajJ0xnb5iecNSldzY0U5TBIx9Y6drrO9Ho0B1jjPke8Li19tn+26eBWdbakDHm/cASa+3/6r/vIeAh4Nv9xzuNMbOAh6y164bJUg+cGt/bEREREZkUM4DCyw+OZMSqFRg4puax1oaucF8m0DzgeOeAY8P5o3AiIiIiiWQklwdsBm4H6J9jtW/AfduB640xQWNMNrAA2D/wOcBtwKaYJRYRERGJUyM5FXjpqsCl9F1U8BH6iqYqa+2T/VcF/hl9Rdo/W2sfN8YUAw/SN1p1AXivtbZ94t6GiIiIiPuGLaxEREREZGS0UpiIiIhIjKiwEhEREYmRuNvSxhjzNuCd1tr3up0lUQy3Or6MjDHmGuDL1tob3M6SaIwxfuAHQCWQQt8uDE+6GioBGWO8wHcBA4Tp27XimLupEo8xpgh4DbjFWnvY7TyJyBjzOtDSf/OEtfYjbuZJJHFVWBljvgHcCux2O0uCueLq+DIyxpj/CXwA0EUWY/N+oMFa+wFjTD7wOqDCavTuBLDWXmeMuQH4GvpZHpX+Iv879C33I2NgjAkC6Evm2MTbqcAtwCfcDpGA/mB1fPq2GJLROQbc63aIBPZT4O8H3A5d6YFyZdbaX9B3lTX0LT543sU4ieor9C1Sfc7tIAlsGZBmjPmNMeZ3/V/YZYRcKayMMX9qjNl/2Z+rrbU/AXSZ4uhl8fshW4CwMSauRiPjnbX2caDX7RyJylp70VrbZozJBH4G/J3bmRJV/64WDwLfpK8vZYSMMR8G6q21v3Y7S4LroK9AvRX4OPBDfaaMnCsdZa39PvB9N147SQ21Or7IpDDGTAOeAB6w1v7I7TyJzFr7IWPM/wJeNcYs1DqAI3YfEDXG3AwsBx4yxtxlra11OVeiOULfWpVR4IgxpgEoBc64GysxqAJNDpvpm5vx2CCr44tMuP5FgX8D/Ddr7Qtu50lUxpgPABXW2i/RN2oQoW8Su4yAtXb9pb8bY14CPq6iakzuA5YAnzTGlNF3VqTG3UiJQ4VVcngCuMUYs4Xfr44vMpn+BsgF/t4Yc2mu1W3WWk0gHp2fA/9pjHkZ8AN/Za3tcjmTTD3fB/7LGPMKfdNz7tNZkJHTyusiIiIiMRJvVwWKiIiIJCwVViIiIiIxosJKREREJEZUWImIiIjEiAorERERkRjRcgsi4qr+PfE+bq19z2XHfwx80Frbc4Xn1VprS4Zodxp9+2YWAan0bcr7V0AZ8GNr7ZqhXsMY81/9j3tuTG9MRKYkFVYiEpcuL7RGwxjjBX4JfMJa+2r/sW8AX6BvH7lxv4aIyGBUWIlIXDLGnATm01cIdQOV9G2r8WFr7a4Bj/tnIJu+Vd8vLcy3Djhzqajq97/om/5QNMhrTAO+BwToW/H8PQMecw3wb8A7gKv72+kFTtI32hWJxfsVkeSgOVYikghOWWtvpW9j4j+7dNAY8xXAZ6398wFFFfSd7js+sAFrbZe1tuMK7X8F+JK1di3wHWBF//Frga8Bd1r7/7d3vyyVRHEcxh/bBpELBq0Wv0EwblquTQ1bDIb1tg02i2BYMMw7sAgWq8W8aReWNbnoglFOlJv2TYhhBrkrV/DPCXp5PjDMzJkzB0778jvhV4bAF+CglPKJtoXPzOu3JmmSGKwkvQdX3X0IfOie54BlYHrM/BvaKtS9JLNJPj+yfoBzgFLKaSnlRze+CvRoK1QAu0A/yRlt6LJaJek/BitJ78G43lv/gDVgKcn6g29/gIUkHwGSTAEN0Ge8a9pjPpIMkux04w1wABx179tAqct59gAAAI5JREFUU0pZoe3LufGSzUiaXAYrSW/BapK/I9fiU37qjv++AodJZkfGb4FNoOmqS5e0QWj/kaX2gG9JfgMD4GRkrWOgl2QLuAB+JvkFzAPfn7lPSRPOJsySJEmVWLGSJEmqxGAlSZJUicFKkiSpEoOVJElSJQYrSZKkSgxWkiRJlRisJEmSKjFYSZIkVXIHdec1UoEPDkUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.distplot(np.log10(columbia_traffic['Link Clicks']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x145287110>"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.distplot(np.log10(columbia_traffic['Amount Spent (USD)']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12772e150>"
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(columbia_traffic['Amount Spent (USD)']) , \n",
    "                np.log10(columbia_traffic[metric]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.1,\n",
       "    gamma='auto_deprecated', kernel='linear', max_iter=-1, shrinking=True,\n",
       "    tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 351,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columbia_traffic = columbia_traffic[np.log10(columbia_traffic['Amount Spent (USD)']) > 1]\n",
    "columbia_traffic_y = np.log10(np.array(columbia_traffic[metric]))\n",
    "columbia_traffic_x = np.log10(np.array(columbia_traffic['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "columbia_traffic_model = SVR('linear')\n",
    "columbia_traffic_model.fit(columbia_traffic_x, columbia_traffic_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x139d0f550>"
      ]
     },
     "execution_count": 352,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(columbia_traffic['Amount Spent (USD)']), np.log10(columbia_traffic[metric]))\n",
    "sns.lineplot(np.log10(columbia_traffic['Amount Spent (USD)']), columbia_traffic_model.predict(columbia_traffic_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "# Engagement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Post Engagement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.888211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Post Engagement</th>\n",
       "      <td>0.888211</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Post Engagement\n",
       "Amount Spent (USD)            1.000000         0.888211\n",
       "Post Engagement               0.888211         1.000000"
      ]
     },
     "execution_count": 364,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columbia_engage = data[data.Objective == 'Engagement']\n",
    "columbia_engage = columbia_engage[columbia_engage['Amount Spent (USD)'] != 0]\n",
    "metric = 'Post Engagement'\n",
    "columbia_engage = columbia_engage.dropna(subset = [metric])\n",
    "columbia_engage[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1447bfb10>"
      ]
     },
     "execution_count": 365,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.distplot(np.log10(columbia_engage['Amount Spent (USD)']))\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.distplot(np.log10(columbia_engage['Post Engagement']))\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(columbia_engage['Amount Spent (USD)']), np.log10(columbia_engage[metric]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x149b83a50>"
      ]
     },
     "execution_count": 366,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "columbia_engage = columbia_engage[np.log10(columbia_engage['Amount Spent (USD)']) > 1]\n",
    "columbia_engage_y = np.log10(np.array(columbia_engage[metric]))\n",
    "columbia_engage_x = np.log10(np.array(columbia_engage['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "columbia_engage_model = SVR('linear')\n",
    "columbia_engage_model.fit(columbia_engage_x, columbia_engage_y)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(columbia_engage['Amount Spent (USD)']), np.log10(columbia_engage[metric]))\n",
    "sns.lineplot(np.log10(columbia_engage['Amount Spent (USD)']), columbia_engage_model.predict(columbia_engage_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Video Views"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Video Plays</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.946416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Video Plays</th>\n",
       "      <td>0.946416</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Video Plays\n",
       "Amount Spent (USD)            1.000000     0.946416\n",
       "Video Plays                   0.946416     1.000000"
      ]
     },
     "execution_count": 369,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columbia_video = data[data.Objective == 'Video Views']\n",
    "columbia_video = columbia_video[columbia_video['Amount Spent (USD)'] != 0]\n",
    "metric = 'Video Plays'\n",
    "columbia_video = columbia_video.dropna(subset = [metric])\n",
    "columbia_video[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14eab1e10>"
      ]
     },
     "execution_count": 373,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0GuNp20ihN4OlEzVgfaR53C7uuNjQG47ynWdr8Wa6uWJupdNliSSVRnCKSMp640A7jV19nDujlAwNWE+KDI+bb1w2i6UTi/j6U9t5aluD0yWJJJWuWIlISgqGIry4s4Xx/hxMuQasJ1NWhpvvXDmbW+/byBcft3gzPZw5tWRY36M3BoFQhJ72IMG+yAhVenS+TA/ZerBRjpOClYikpBW7WugJRTjflOrxfwd4Mz187+q5fOLejdz+8Ba+d9Uclk4qjvv8QCjCc9sa8OVkEehJ7pqE58wsJzvLk9Q2JXXo2riIpJzm7j5e29fGgpoCKgu8TpeTtvKyM/jhNXOZVOzjMw9t4bV9bU6XJDLiFKxEJOU8s72RDLebs4Z5+0kSrzAnk59eN4/qAi+ffmATGw52OF2SyIhSsBKRlLK7OcDOpgCnTykmN1ujHUaDIl8Wd14/j9LcLG69byNbD3c6XZLIiFGwEpGUEY3FeHZ7//QKSyYUOl2ODFKal82d18+nwJvBJ+/dSG1Tt9MliYwIBSsRSRmb6jtp6Orj7OmlZLj19jbaVBZ4ufP6+WR63Hzy3o0caO9xuiSRhBvyOrkxxg3cCSwAeoGbrbW1g/Z/Grhh4OVj1to7jDEuYD+wY2D7amvt5xJauYjIIKFIlBdrm6kqyGZWhaZXGK3G+XP48XXz+Mif1/PxezbyqxsWUJqX7XRZIgkTz0e6qwCvtXYZcDvw3SM7jDFTgHcDpwHLgAuMMfOBqcDr1tqzB34pVInIiHplbxudvWHOm1Gm6RVGuWmlufzg6rm0BPr45H2b6AiGnC5JJGHiCVbLgScArLVrgCWD9u0DLrLWRqy1USATCAInATXGmOeMMY8ZY0yC6xYReVN3b5g1e1qYUZbL+KIcp8uROMyrLuA7V85hb2uAT92/mWAouZOAioyUeB6ZKQDaB72OGGMyrLVha20IaBq49fcdYJ21drsxphL4T2vtPcaY5cDdwMnHasTjceH3++Iu3ONxD+v4VJPO/Vff06vvPe1BfDlZuN0ufDlZRz3mmR1NhKMxLp5X9bbHHI8Mjzuh3+942z9W30eKNzsTf+HIzgF2od/H9zI83PrnN/jK32r5yQ0Lcbv7rzbG8/c+UpLR93ik47/3I8Zy3+MJVh1A/qDXbmtt+MgLY4wXuAvoBD42sHktEAaw1q4wxtQYY1zW2tjbNRKJxGhrC8RduN/vG9bxqSad+6++p1ffg30RAj19bzsDd3N3H6/ubWXRuEJ8HldCZ+kOR6JJn/X7aO07Mft4sDdEW1t0xNtZWlPAp86awvef38VXH97MP581pb/9If7eR1Ky+j6UdPz3fsRY6HtZWf5Rt8cTrFYClwN/McYsBTYe2TFwpeoh4Flr7bcGnfMloBn4tjFmAVB3rFAlInK8XqhtItPtYvmU+JdLkdHlxsU17G8Lcvfa/Yzze7l2QbXTJYkct3iC1QPAO4wxqwAX8AFjzG1ALeABzgKyjTEXDxz/OeCbwN3GmEvpv3L1/kQXLiJyoK0H29DNGVOKyc3SZKBjlcvl4rZzpnKwPch3nqmlqsDLrBrNQyZj05DvRAOD0m95y+Ztg75+uxvRlx5vUSIiQ4nFYjy3o4ncLA+nTCxyuhw5QRluF1+/bCYf+tN6Pv/IVn54/XynSxI5LppBT0TGpJ1NAfa1BVk+pZisDL2VpYLcrAy+f/VcsjPc3PHYNnrDzo9zEhkuvRuJyJgTjcV4vraJopxMFuiWUUqpyM/m65fO4kBbD49vOUwspuG5MrYoWInImLOpvpPGrj7Oml6Cx63JQFPNkgl+PrBsIlsPd7F6V4vT5YgMi4KViIwpg5eumVmupWtS1TsX1zCjLJcntxxiX6vWFJSxQ8FKRMaU1/e109kb5pzppVq6JoW5XC4unVOB35fFgxvqCfSFhz5JZBRQsBKRMaMnFGHV7hamlPiYWDw2Z2WW+HkzPdy4ZDw9oSiPb23QeCsZExSsRGTMWLOnlWA4ytnTS50uRZKkstDLWdNK2N7Qzcb6TqfLERmSZtQTkTGhvSfE2ro25lTlU5Gf7XQ5Kc/lctHa59zCyJFBF6dOnuhnR2MXT9tGJhblUJiT6VhdIkNRsBKRMeE520AsBmdOLXG6lLTQE46yekejY+0vm1725tdul4vL5lby69V7eXTzYW48qUbj62TU0q1AERn1mrp6eb2ujcXjC/HrakVa8udkcr4pY29rD6/WtTldjsjbUrASkVHv+dpmsjLcnDZZCy2ns/nVBUwrzeX52maau/ucLkfkqBSsRGRU23Swgx2N3SyfVoovy+N0OeIgl8vFxbPLyXC7eGqbnhKU0UnBSkRGrVgsxi9X7iEv28NpUzS2SiAvO4OzppWwp6WHrYe7nC5H5B8oWInIqPXM9ia2HurkzKklWmhZ3rRoXCGV+dk8YxvpDTv35KLI0eidSkRGpVAkyk9X7GZyiY951QVOlyOjiNvl4sJZ5XT1RXhxp9YSlNFFwUpERqV719ezvy3IzadPwq1H6+Utqgu9LBpXyGt1bRzqCDpdjsibFKxEZNTpDIb59eq9nDLBz5IJfqfLkVHqrGkl5GR5eHJbowayy6ihYCUio85vX9lHRzDMrWdO0USQ8rZyMj2cO72Ug+1BNh/ScjcyOihYiciocqgjyJ9e38/Fs8sxFXlOlyOj3NyqfCrzs3mhtplwJOp0OSIKViIyuvxs5R4APnr6JEfrkLHB5XJxzoxSOoJhXtvX7nQ5IgpWIjJ62MNdPL6lgRsWj6OywOt0OTJGTCr2MaXEx6rdLfSENP2COEvBSkRGhVgsxg9f3EWBN4MPnDre6XJkjDlneinBcJTVuzX9gjhLwUpERoVVe1p5ta6Nm5dNJC87w+lyZIwpz89mXnU+a+vaae8JOV2OpDEFKxFxXCQa48cv7mKc38u1C6qcLkfGqDOnluBywYs7m50uRdKYgpWIOO7RzYfZ2RTg48snk+nR25IcnwJvJidP8LOpvpOGzl6ny5E0pXcwEXFUTyjCz1ftYV5VPufNKHW6HBnjTp1URJbHzUqNtRKHKFiJiKN+98o+Grv6+OezNBmonLicTA9LJhSy7XAXjV26aiXJN+QIUWOMG7gTWAD0Ajdba2sH7f80cMPAy8estXcYY3KAu4FyoBN4n7W2MdHFi8jYdrA9yN1r93PhzDIW1BQ6XY6kiJMnFLG2ro2Vu1q4ar7G7ElyxXPF6irAa61dBtwOfPfIDmPMFODdwGnAMuACY8x84KPARmvtGcDvgS8kunARGft+9OIuXMAnz5zidCmSQnxZHk4a72fr4S6au/ucLkfSTDzBajnwBIC1dg2wZNC+fcBF1tqItTYKZALBwecAjwPnJ6xiEUkJr+1r45ntTbzvlPFU5Gc7XY6kmFMm+sl0u1i5S2OtJLnimSymABi8TkDEGJNhrQ1ba0NAkzHGBXwHWGet3W6MGXxOJzDkNX6Px4Xf74u7cI/HPazjU0069199H/t9D0ei/OCF3dT4vXzi/Bl4Mz1ve2xPexBfThZutwtfTlYSq4QMjzvpbR6tffV9+HX4crI4dXIxK3c2c/7sCkrz4g/v3uxM/IXOz/yfKv/ej8dY7ns8waoDyB/02m2tDR95YYzxAnfRH6A+dpRz8oG2oRqJRGK0tQXiqRkAv983rONTTTr3X30f+32/b/1Bth3u5JuXzyLY3UvwGMcG+yIEevrw5WQR6EnubZ1wJJr0No/Wvvp+fHUsrilgze4Wntl6mMvnVsZ9XrA3RFub8ws6p8q/9+MxFvpeVpZ/1O3x3ApcCVwCYIxZCmw8smPgStVDwHpr7UestZG3ngNcDLx0fGWLSKpp7wnxsxV7WDyukHOna3oFGTm52RksHlfI5kOdtAY0G7skRzxXrB4A3mGMWQW4gA8YY24DagEPcBaQbYy5eOD4zwE/A35njFkB9AE3JbxyERmT7lyxh67eMP9yzlRNryAj7pSJRazd18arda1cMLPc6XIkDQwZrAYGpd/yls3bBn39djeirz/eokQkNW2q7+CBDfXceFINM8rznC5H0kC+N4M5VflsONDB8ikl+LLefjyfSCJoglARSYpwNMY3n66lNC+LD5820elyJI2cOrGIUDTGuv3tQx8scoIUrEQkKe574yC2oYvbzp5KblY8oxBEEqMsL5spJT7W7msjHHF+ULqkNgUrERlxTV29/GzlHpZOLNJ6gOKIUycVEeiLsKm+0+lSJMUpWInIiPvBC7sIRaJ89rxpGrAujphYlENlfjYv720lFos5XY6kMAUrERlRq/e08OS2Rt53ynjGF+U4XY6kKZfLxSkTi2gJhKht7Ha6HElhClYiMmK6+8J846kdTCrO4f2nTHC6HElzsyryKPBmsGZvq9OlSApTsBKREfPTl/ZwuLOX/7jQkJWhtxtxltvt4uQJfva3BTnYfqz5/kWOn97pRGRErNvfzj1vHORdi2uYX13gdDkiACyoKSDL42LtviFXWhM5LgpWIpJwwVCErz21neqCbD56+iSnyxF5U3aGh3nVBWw91El3b3joE0SGScFKRBLuV2vqqGvt4fMXzNBM1zLqnDTeTzQG6w5owlBJPAUrEUmozfUd3P3qPq6YW8GpE4ucLkfkH5TkZjG5xMe6fe1Eopp6QRJLwUpEEqYnFOGLj1tK87L51FlTnS5H5G0tGe+nqy+CbehyuhRJMQpWIpIwP3phF3WtPXz5IkO+V8vWyOg1tdSHPyeTtXUaxC6JpWAlIgmxcncL966v56aTalgywe90OSLH5HK5OGl8IQfag9Rr6gVJIAUrETlhbT0hvvrkdqaU+PjY8slOlyMSl/nVBWRq6gVJMAUrETkhsViMbz69g/aeEF+9ZCbZmghUxghvpod5VQVsPdRFoE9TL0hi6B1QRE7IgxsP8cz2Jm45fRIzyvOcLkdkWE4aX0gkFmPDwQ6nS5EUoWAlIsdtR2MX331uJ6dO9PPek8c5XY7IsJXmZTPe72Xd/g5iMU29ICdOwUpEjkugL8LnHt5KXnYGd1w8E7fL5XRJIsdl0bhC2npC7GkJOF2KpAAFKxEZtlgsxree2cG+th6+dslMSnKznC5J5LiZijxyMt2s26/bgXLiFKxEZNge3nyYx7Y0cPPSiZpaQca8DLeb+dUFbG/sojOoQexyYhSsRGRYtjd08e1nalkywc8Hl05wuhyRhFhYU0gshgaxywlTsBKRuLX1hPjXv26hwJvBVy+ZicetcVWSGopzs5hUnMMbB7R+oJwYBSsRiUs4GuMLj26lsauXb18xm1KNq5IUs2hcIR3BMGv3tjpdioxhClYiEpefrdjNy3vb+LfzpjG3qsDpckQSbnpZHrlZHh7dfMjpUmQMU7ASkSE9ta2B37+6n2sXVHHlvCqnyxEZER63iwU1Bbyyp5VDHVo/UI6PgpWIHNO2w5189cntLKgu4F/Omep0OSIjasHAIPYHN+qqlRyfjKEOMMa4gTuBBUAvcLO1tvYtx5QBq4B51tqgMcYF7Ad2DByy2lr7uYRWLiIjrqGzl9se3Iw/J5NvXjGbTI8+i0lq8+dkcvLEIh7aeIibl04gQz/zMkzx/MRcBXittcuA24HvDt5pjLkQeAqoGLR5KvC6tfbsgV8KVSJjTKAvwm0PbibQF+H7V8/VYHVJG5fOraCpu4+XdrU4XYqMQfEEq+XAEwDW2jXAkrfsjwLnA4N/Ak8CaowxzxljHjPGmEQUKyLJEYnG+I/HtrGjsYuvXzaLaWW5TpckkjSnTCqmPC+L+zfUO12KjEFD3goECoD2Qa8jxpgMa20YwFr7N4C3ZKd64D+ttfcYY5YDdwMnH6sRj8eF3++Lu3CPxz2s41NNOvdffR/5vn/ziW28uLOZL146i0sXObu4ck97EF9OFm63C19Ocq+aZXjcSW/zaO2r78mtIzcnixtOnsCPnqulIwoTip15v9F73djsezzBqgPIH/TafSRUHcNa4EjwWmGMqTHGuKy1bzvrWiQSo60t/gUw/X7fsI5PNenc/3Tse28MAqEI3uxMgr2hEW3rwfUH+fXKPVw5v4rlU4o53Bog28F5QIN9EQI9ffhysgj09CW17XAkmvQ2j9a++p7cOoK9IS6cXsJPn8r4ohQAACAASURBVK/ldyt288kzJye1/SPS8b3uiLHQ97Ky/KNujydYrQQuB/5ijFkKbIzjnC8BzcC3jTELgLpjhSoRObZAKMJz2xpG/D+ZrYc7eXDDIWaU5TKzPJfntjVwzsxysrM8I9amyGhUnp/NGVNLeHjTIW45faIe3JC4xfOT8gAQNMasAr4PfNoYc5sx5opjnPNN4CxjzAvA94D3n3ClIjKi9rYEeHjjYcb5vVwxrxK3S8vVSHq7en4VrT0hntvR5HQpMoYMecXKWhsFbnnL5m1HOW7SoK9bgUtPtDgRSY6Gzl7uW1+P35fJdQur9elcBFg6qYjqgmwe2FDPBTPLnS5Hxgi9e4qkubaeEH9ed4Asj5t3LaomJ1O3/UQA3C4XV8+vYu2+dva0jO7xPjJ6KFiJpLGOYIg/vrafcCTGuxZXU5iT6XRJIqPK5XMr8bhdPKCpFyROClYiaaq7L8wfXztAoC/KuxbXUJaX7XRJIqNOSW4WZ08r4dHNh+kNR50uR8YABSuRNNQTivCn1w7QEQzzzkXVVBd6nS5JZNS6en4V7cGwBrFLXBSsRNJMbzjKn18/QHN3iOsWVjG+KMfpkkRGtZMn+Bnn92omdomLgpVIGglFotyz7iCHOnu5en4lk0u0VI3IUNwuF1fPq2Ld/nZ2N2sQuxybgpVImghHo9y/vp59bT1cMbeS6eV5TpckMmZcNreCDA1ilzgoWImkgWg0xkMbD7GrOcAls8uZXXn0pRhE5OiKfVmcPa2UR7ccJhiKOF2OjGIKViIpLhqL8cjmw2xv6OZ8U8aCmkKnSxIZk65ZUElHMMyzGsQux6BgJZLCorEYj24+zOZDnZw1rYSTJ/idLklkzFoy3s+EohzdDpRjUrASSVHRaIyHNx1mU30nZ04t4bTJxU6XJDKmuVwurppXyRsHOtjZ1O10OTJKKViJpKBoNMZfNx1iy8CVqtOnKFSJJMJlcyrI9GgQu7w9BSuRFHMkVG093MXZ03SlSiSRinxZnDOtlMe2NGgQuxyVgpVICokMPP239XAX504vZZlClUjCXbOgis7eMM9s1yB2+UcKViIpoj9U1bOtoYvzZpRy6qQip0sSSUmLxxUysShHM7HLUSlYiaSASDTGgxvqsQ3dnDejlFMmKlSJjBSXy8XV86vYcLCDWg1il7dQsBIZ48LRKA9sqGd7Y/88VQpVIiPv0tkDg9jX66qV/D0FK5ExrC8S5Z519exo7OaCmWWap0okSfy+TM6dXspjWzUTu/y9DKcLEJHjEwxFuOeNgxxoC3Lp7HLmj9CM6i6Xi9Y+5/7jiMQca1rkmK5ZUMWT2xr5m23k8rmVTpcjo4SClcgYFOgL86fXD9LY1cuV8yuZVTFya//1hKOs3tE4Yt9/KMumlznWtsixLKopZHKxjwc21CtYyZt0K1BkjOkIhrh77X6au/u4bmH1iIYqEXl7LpeLq+ZXsrG+E9vQ5XQ5MkooWImMIS3dfdz96n46gxHetbiGqaW5TpckktYum1NBdoabe9446HQpMkooWImMEY1dvfxqxW56I1FuOqmGCUU5TpckkvYKvJlcNKucJ7Y20BEMOV2OjAIKViJjwPbDndy9dj8A71kyjqpCr8MVicgR1y+spjcc5ZHNh50uRUYBBSuRUe7lva189oHNZHvc3Lx8MmV52U6XJCKDmPI85lcXcO8bB4nG9BhrulOwEhnFHttymH++fxPlBdm85+RxFOdmOV2SiBzF9Qur2dcWZM2eVqdLEYcpWImMQrFYjN++XMeXHrcsrCnge9fOo8Cb6XRZIvI2zptRSrEvU4PYZeh5rIwxbuBOYAHQC9xsra19yzFlwCpgnrU2aIzJAe4GyoFO4H3WWucmwhEZQyLRGP/1bC33rq/nAlPGly4ydEd1e0FkNMv0uLlqfhW/WVPHgfYeagr1cEm6iueK1VWA11q7DLgd+O7gncaYC4GngIpBmz8KbLTWngH8HvhCYsoVSW3BUITbH97Cvevree+ScXz10plkZejCsshYcM38KtwuuF/rB6a1eN6xlwNPAFhr1wBL3rI/CpwPtBztHODxgf0icgxtPSE+ds9GXqht5jPnTOXWs6bgdrmcLktE4lSRn82Z00p5aOMhrR+YxuJZ0qYAaB/0OmKMybDWhgGstX8DMMa83TmdwJCLmHk8Lvx+Xzw1DxzvHtbxqSad+5+Kfd/XGuDDf17PgfYgP7phIRfN+fvlMXrag/hysnC7XfhykjuAPcPjTnqbR2tffVffk8WbnYn/OKc0+X9nTOa5u17lxb1tvHPJ+BOqIxXf6+I1lvseT7DqAAavmeE+EqriPCcfaBuqkUgkRltbII5y+vn9vmEdn2rSuf+p1veNBzv4zEObCUdj3HndPBbUFPxD/4J9EQI9ffhysgj09CW1vnAkmvQ2j9a++q6+J0uwN0RbW/S4zp3h9zK9LJdfr9jNO6YW4zqBq86p9l43HGOh72VlR19OLJ5bgSuBSwCMMUuBjcM5B7gYeCmOc0TSzmNbDnPLX9bjy/Lw6xsWsqBmyIu7IjKKuVwubjqphl3NAV7eq6kX0lE8weoBIGiMWQV8H/i0MeY2Y8wVxzjnZ8AcY8wK4MPAHSdeqkjqiMZi/OSl3Xzpccu86gJ+c9MiJpWMzcveIvL3LjDlFPsy+cNrB5wuRRww5K1Aa20UuOUtm7cd5bhJg74OANefaHEiqairN8yXH7e8sLOZq+dX8q/nTiPToyf/RFJFVoab6xZW84tVe9ndHGCyPjSlFb2biyTRnuYAH/jDOlbsauZfzpnK586frlAlkoKuXVBFlsfFn17XVat0o3d0kSR5fkcT7//DOtp7wvz0+vncsLjmhAa2isjoVezL4uJZFTy65TBtPSGny5EkUrASGWGRaIw7V+zmX/+6hUnFPv7nvYs5abzf6bJEZITdcFINveEoD2zQhKHpRMFKZAQ1dvXysXs28JuX93HlvEp+8a4FVORnO12WiCTBtNJcTpng5y/rDhKKHN/0DTL2KFiJjJDVe1q46fevs+VQJ3dcbPjCBTO0PI1Imnn3knE0dffx+NYGp0uRJNG7vEiChSNRfvLSbm69bxOluVn8z3sWc8nsiqFPFJGUs2xSETPKcvn9K/uIaDH1tBDPzOsiEqc9LQG++Ng2th7u4qp5lfzLOVPxZnqcLktEhsHlctHal7i1/q5bXMM3ntzOY9saWT6t5JjH+jI9ZOuZljFNwUokAWKxGPetr+cHL+zCm+HmW1fM5tzppU6XJSLHoSccZfWOxoR9v2g0hj8nk1+s3E1fKHzMp4HPmVlOdpY+jI1lClYiJ6ihs5dv/G0HK3e3sHRSEV+8cAZleRqgLiL93G4XSycV8cTWBva09GjC0BSnYCVynGKxGH/ddIjvP7+LcDTGZ86ZyjsXVWtuKhH5B/Oq81mxs5k1e1oUrFKcgpXIcajvCPL1p7bz8t42Fo8r5AsXzGB8UY7TZYnIKJXhdnPyxCKe29HEwfYg1YVep0uSEaJgJTIM4WiMv6w7wM9X7gHgs+dN49oFVbh1lUpEhrBoXCGrd7ewek8L1y6odrocGSEKViJx2lzfwTf+toPtjd2cPrmYz543TZ86RSRu2RluFo/3s2p3C41dvRqLmaIUrESG0BYI8fNVe7h/fT3FuVl84WLDGVNLEv5I9rFENP2NSEo4eYKftXVtvLSzmWt01SolKViJvI3ecJQ/v36Au16uoycU4coFVUwpziESjvK8Tdyj2PFYNr0sqe2JyMjwZXk4eaKflbtaONQRpLJAV71TjYKVyFtEYzGe2tbInSt2U9/Ry/IpxXzyzMkU5Xt5bpuWpRCRE3PKBD+v1bXx0s4Wrl+kq1apRsFKZJDX97fxg+d3sfVwFzPKcvnCdTM4ZWIRQNJu+4lIavNmejh1UhEv1DZzoD1IjcZqphQFKxFgb0uAH7+4mxd2NlOel8WXLzJcPLtcT/uJyIhYMt7PK3v7x1rdsLjG6XIkgRSsJK21Bvr41eo67ttQT7bHzceWT+LGxTVa309ERlRWhptlk4p4dkcT+1p7NA9eClGwkrQUDEX487qD/OblOoKhCFfNr+JDyyZSkpvldGkikiYWjy/k5b2tvLizmZtOqtGqDSlCwUrSSjQW48ltDdz50h4OdfZyxpRiPnnmFC0xISJJl+lxc9rkYv5mG9nZFGBaWa7TJUkCKFhJ2nhtXxs/fKF/YPrM8jy+dJFhyQS/02WJSBpbNK6QtfvaeHZHoz7gpQgFK0l5e5oD/Pil3by4s5mK/GzuuNhw0SwNTBcR53ncLs6bXsq96+t540A758+ucLokOUEKVpKyWgJ9/HLVXh7YUI8308PHl0/iBg1MF5FRZlpZLhOLc3hpZzMfOSNMUZbeo8YyBStJOcFQhD++foDfvbKPYCjCNQuquXnZBIp9GpguIqOPy+XivBll3LWmjj+8uo/bz5vmdElyAhSsJGVEYzGe2NrAnSv2cLizl7OmlvCJMyYzSeMWRGSUq8jPZkFNAQ9tqOemxTVM0PQLY5aClaSE1/b1z5i+raGLWRV53HGx4aTxGpguImPHmVNL2N7QxY9f3MV3rpzjdDlynIYMVsYYN3AnsADoBW621tYO2v8h4CNAGPiatfYRY0wxsB3YNHDYA9baHya6eJH9bT388IVdPF/bTGV+Nl+5xHDhTA1MF5GxJy87gxuWjOc3q/eycncLly7S1faxKJ4rVlcBXmvtMmPMUuC7wJUAxphK4FZgCeAFVhhj/gYsBv5orf3kyJQt6ag3BoFQhJ72IC1dvfxx7X7uX3cQj8fF+5dO4NpF1WRneGgPRUek/UhsRL6tiMibrl1UzfO2kW89vYOzZ1c6XY4ch3iC1XLgCQBr7RpjzJJB+04BVlpre4FeY0wtMB84CVhsjHkBaAButdbWJ7Z0STeBUIRntx7GNgV4asthuvsizK3K5+xppeR7M1hV2zyi7S+bXjai319EJMvj5t8vmM7Nf1rPj56t5aPLJjhdkgxTPMGqAGgf9DpijMmw1oaPsq8TKAS2Aa9Za582xrwb+DFw3bEa8Xhc+P3xX/b0eNzDOj7VpGP/X9lymP9Zu58DbUHGFeXw7lMrGV+UvD+DDI8bX44zTxYeadvtdiW9Bif7Pbh99V19T3bbTvBmZ3LWnCpuPLmF367ew2Xzq5hXU+hILU4ay//HxROsOoD8Qa/dA6HqaPvygTbgZSAwsO0B4CtDNRKJxGhrCwx12Jv8ft+wjk816dT/pu4+fvD8Tp7c1khetodrF9UwvSQHl8tFoKcvaXWEI9Gktne0tn05WUmvwcl+D25ffVffk922E4K9Idraonz41PE8s62B2+/bwO/es5gMd3qNGx0L/8eVleUfdbs7jnNXApcADIyx2jho3yvAGcYYrzGmEJhF/4D1XwHXDhxzHvDa8ZUt6SwSjXHPGwe57q5XeXZHEzcuGcdHTpvEwvF+LVYqIiktLzuDL146i+2N3fzxtf1OlyPDEM8VqweAdxhjVgEu4APGmNuAWmvtX40xPwJeoj+k/bu1NmiMuR24yxjzMaAbuHmE6pcUte1wJ//5dC1bDnVy8gQ//3beNArysnluW4PTpYmIJMUFsys4a2oJ/71qL2dMKdGcfGPEkMHKWhsFbnnL5m2D9v8S+OVbztkNnJOIAiW9dPWG+e9Ve/nLugP4czL56iUzuXBmGS6Xi9a+iNPliYgkjcvl4t/On8ZNv3+df390K7+5aRFZGfHcaBInaYJQGZYjUx4kWiwW46Wdzfzsxd20dPdx2bxKPrBsInnZGbQNTJ+g6Q5EJN2U5WXzHxfO4F8e3MxPV+zm02dPdbokGYKClQxLIBRJ+O241kCIp7Y1sKs5QEV+Nu89ZTw1hV5e3d3yd8dpugMRSUdnTi3hnQur+cNrBzh1YhGnTS52uiQ5Bl1TFMdEojFW7W7hV6v3sr+th/NmlPL+gVAlIiL/55NnTmZqqY87nrA0dzv3tKYMTcFKHFHX2sOv19TxQm0zU0tz+dBpEzllYhHuNHukWEQkHt5MD1+/dBbdfRHueMISjWlsxGilYCVJFegL88jmQ/zv2v2EI1GuX1jNNQuqKPBmOl2aiMioNrU0l9vOnsLqPa38fOUep8uRt6ExVpIUsViMDQc7eHZHE33hKMsmFXH6lGIyPcr2IiLxunp+FdsauvjNy/uYVOzjktkVTpckb6FgJSOusauXJ7Y2sL8tyHi/lwtnlVOWl+10WSIiY47L5eKz506jrrWHrz+1nfH+HOZVFzhdlgyiywUyYvoiUZ7b0cRda+po7u7j0tnlvHvJOIUqEZETkOFx883LZ1OWl81nHtrMoY6g0yXJIApWMiJ2NHbxq1V7WbOnlblVBXz4tEnMrynUUjQiIgngz8nke1fPoTcc5bYHN9PVGx76JEkKBStJqObuPv6y7gD3vlFPpsfNe5aM49I5FfiyPE6XJiKSUqaU5PKNy2axqznArfdtpLtP4Wo0ULCShOgN99/2+9XqvexrDXLejFI+uHQC44tynC5NRCRlnTa5mG9cNosthzr59P2b6BmBlTFkeBSs5ITEYjE21Xfwi5V73rzt95HT++ek8mhOKhGREXfu9FK+cslM1h/s4LYHNxNUuHKUngqU43aoI8hT2xo50B6kqiCbaxZWa9Z0EREHXDCznHA0xpcft/zrX7fw7Stmk5OpIRhOULCSYesMhnlpVzPrD3Tgy/Jw6exy5lUXaGC6iIiDLpldQTga4+tPbecjf17P966eS2lultNlpR0FK4lbV2+Y36yp457XDxCNxTh5gp/lU4rx6lORiMiocMXcSopyMvn8I1v54B/W8f2r5zK1NNfpstKKxljJkIKhCP+7dj9X/eoV/rh2PzPK8/jwaZM435QpVImIjDJnTC3hFzcsoC8S4+Y/vcEre1udLimt6IqVvK1gKML9G+r53Sv7aAmEOHWin39aOpH9LQGnSxMRkWOYVZHPb29ayD/fv4lb79vIh06byPtPmaCHipJAwUr+QVdvmAc3HuJ/Xu0PVCdP8PPNZRNZNK6Q1r6IgpWIyBhQWeDl1zcu5JtP7+DnK/fy8t42vnKxobJADxmNJAUreVNDZy9/ev0A92+op7svwskT/Hxr2UQWjit0ujQRETkOedkZfPWSmSybVMy3n6nlpt+/zufeMZ3zZ5TqgaMRomCV5mKxGBsOdnDf+nqeso3EYjHOm1HGe5aMY3ZlvtPliYjICXK5XFw6p4L51QV84bFtfP6RrTwyuYjbzp7KxGKf0+WlHAWrNNXVG+bxrQ3cv76e2qZucrM8XLegiptOGke15qISEUk544ty+PUNC/jzuoP8cvVebvjda9x00jj+39IJWnYsgRSs0kg4EmXN3lYe39LACzub6Q1HMeV5fP4d07lwZrn+YYmIpLgMj5t3LxnHhbPK+clLu/n9q/t4dMth3rNkHNfMr9L/AwmgYJXiQpEor+9r57naJp7Z3kRbT4hCbwaXzang8jkVzK7M1312EZE0U5qbxZcvMlwzv4qfrdzDD1/YxW9eruOGRTW8c1E1hTmZTpc4ZilYpaC2QIhX6lp5cWczK3e30NUbwZvhZvmUEi6eXc6ySUVkejSFmYhIuptfXcDPrp/PpvoOfvvyPn6xei+/e3Uf504v5fK5FZw03o9bH76HRcEqBXQGw2ys72BtXRuv1LVhG7oA8Odkcu70Us6aVsopE/yazFNERI5qblUB/3XVHGqburn3jYM8ua2Bx7c2UF2QzUWzKzhragkzK/IUsuKgYDXG9IWj7GruZt/OFl7Z2cSGgx3sbg4QAzLcLuZXF/DR0ydx6kQ/MyvyNRmciIjEbVppLrefP51PnTWFF2qbeXjzIX6zpo671tRRkpvF8snFnDalmIU1BRT7tA7h0ShYjVK94Sj72nrY2xJgT0uAvS091DZ1s6s5QCQaAyA/O4N51flcMLOMeVUFzKsu0GrmIiJywryZHi6cVc6Fs8ppDfSxek8rL+1s4entjTy06RAA4/1e5tcUMq8qn2mluUwtzSUvW7FiyD8BY4wbuBNYAPQCN1trawft/xDwESAMfM1a+4gxphT4A5ADHAQ+YK3VdN1AJBqjrSdES6CPlsDA7939vx/u7OVgey8HO4I0d/f93XkV+dlMK81l+ZRiZpTlsWRaKQVudFlWRERGVJEvi0tmV3DJ7ArCkSibD3Wy4WAHGw52sGpXC49uPvzmsZX52Uwu8VFT6KW60EtNoZfKAi/Fvkz8OZlpMSQlnmh5FeC11i4zxiwFvgtcCWCMqQRuBZYAXmCFMeZvwBeBP1hrf2uMuZ3+4PX9kehAvKKxGMFQlBgxYjGIxfq3xWIQI0Y0BjH6J8w8si8cjRGOxOiLRAlFooSOfB2NEQpH6YtECUdj9IX7twVDEbr6InT3hgn0Rejui9Dd1/91V1+E9p4QbT0hBi44/Z1Mj4vyvGyqCr2cPrmIygIvE/w5TCr2MaE45x+uRPn9PtralFVFRCR5MjxuFtQUsqCmf0WOWCzGoc5eahu72dnUTW1TN3taethU30lnb/gfzs/JdFOUk4nflzXweyaF3gxyMj3kZHrwZrjJyfRQXJhDNBTGm+EmO8NNhtuFZ/Av19G/znC78GZ6yHBwGEw8wWo58ASAtXaNMWbJoH2nACuttb1ArzGmFpg/cM43Bo55fOBrR4PV157czsODUvVIcQG52R58mR5yszPIy/KQm5VBWV42hTkZFPuyKPZl9v+e2/97iS+LvGyPpj0QEZExxeVyUVXgparAyxlTS/5uX0cwxMH2IIc7e2kNhGgduLjQEgjRFgjR1N3HjsYuOoJhguFowmqaX13Ar29cmLDvN1zxBKsCoH3Q64gxJsNaGz7Kvk6g8C3bj2w7psxMT1NZWf7euKoeUFYW/5IrP37vEn48nG8+Bgyn/wlrE5hR4096u0fMn1DkWNtOt5+ubTvdvvrunHTu+xFOvM8nShkwdbzTVYyoiUfbGE+w6gAG/826B0LV0fblA22DtvcM2jaUsjiOERERERm14pklciVwCcDAGKuNg/a9ApxhjPEaYwqBWcCmwecAFwMvJaxiERERkVHKFYsdZST1IIOeCpxP/xCiD9AfmmqttX8deCrww/SHtG9Ya+8zxlQAv6P/alUTcJO1tnvkuiEiIiLivCGDlYiIiIjERwvGiYiIiCSIgpWIiIhIgoz5ueeNMVcD11trb3K6lpE21Cz46cAYcyrwLWvt2U7XkizGmEzgLmASkE3/Cgd/dbSoJDLGeIBfAgaI0L+Sw05nq0oeY0w58BrwDmvtNqfrSSZjzDr+b+qe3dbaDzhZTzIZYz4HXAFkAXdaa3/tcElJYYx5P/D+gZdeYCFQaa2NZ3aBUWFMBytjzA+BC4E3nK4lSd52Fvx0YIz5LPBeIN0ehHgP0Gytfa8xpgRYB6RNsAIuB7DWnm6MORv4Hmnycz8Qqv+b/qlr0ooxxguQTh+ijhj4OT8NOB3wAZ9xtKAkstb+FvgtgDHmp8BdYylUwdi/FbgK+KjTRSTR382CT/9SQulkJ3CN00U44B7gPwa9/sd1IlKYtfZB+p88hv4J+UZ+CYXR47+An9O/5mq6WQD4jDFPGWOeHfgwmS4upH9qoweAh4FHnC0n+QZWeZljrf2F07UM15gIVsaY/2eM2fSWXydba/9M/xJ/6eKos+A7VUyyWWvvA0JO15Fs1toua22nMSYfuBf4gtM1JZu1NmyM+R3wY/r/DFLewC2RRmvtk07X4pAA/cHyQuAW4H/T6P2ulP4Pztfzf31PtzXPPg/c4XQRx2NM/JAO3FtOi/vLQzjWLPiSwowx4+n/9HqntfYPTtfjBGvt+4wx/wa8bIyZnQZz430QiBljzqd/nMnvjTFXWGsPOVxXsmynf77EGLDdGNMMVAH7nC0rKZqBbdbaPsAaY4L0r07S4GxZyWGM8QMzrbXPOV3L8RgTwUretJL+8SZ/Ocos+JKiBibcfQr4hLX2GafrSTZjzHuBcdba/6T/KkaU/kHsKc1ae+aRr40xzwO3pFGogv5gOQ/4mDGmmv4r9vXOlpQ0K4B/NsZ8j/4wmUt/2EoXZwJPO13E8VKwGlseAN5hjFnF/82CL6nv80AR8B/GmCNjrS621qbLgOb7gd8YY14EMoFPWWuDDtckI+/XwG+NMSvoH/LxwXS5Qm+tfcQYcyb9y8a5gY9ba1P+w8QgBtjldBHHSzOvi4iIiCTImBi8LiIiIjIWKFiJiIiIJIiClYiIiEiCKFiJiIiIJIiClYiIiEiCaLoFEUm6gakTvmytfXbQth/SPzfbXOB71tq6QftmAj8/kXXjjDF7gDr658By0z8v0PuAa/n/7d1LiE5xGMfxL0qNEJJCbCyehbViSpNCKeW2IeVWSJGFjchCmSQsbE3JJTRlwcJmitlQLjUbuTwL2bDR1NSMSyxk8f8PenNpxsur8f1s3tM5b+d/Oqun5/x7fmUY4cHR3luShllYSWqFs8AW4DZAREykDL899Icnqq8cnoEVEScos+AG/+B6kv4zFlaSWuEa0BkRkzLzHbAG6MnMt8NTxim5mJcpw3C/TByPiA6gk9J5eg7srpfOAQuACZSOV/ePFo+I8cA0IBvOH6dktE0Bnmbm9jqQd2dmPo6IVcBq4ApwmpJdOQBszsyh33gfksYI91hJ+utq1+gGsK6e2k7pYn3rAHA1M5cB1wFqEG0XsD4zO4BXwDZKcdWfme3AcuBYRMz8ztI9EdFLicsYAC4OX4iIqcBAZq4A2oHFETG3rre1/m0HZSL4WspE+A5KQTd9dG9C0lhjx0pSq3QBJ2uhMz0z+xquLwQu1eO7wB5KEO1sSl4mQBslR3EGNVssM4ci4gmle9XfcM+VjXE49T4A74FZEXEVeANMpkTodAN9EXEKmJeZfRHxAjgM3KIUd/dH+xIkjS12goccGgAAAPVJREFUrCS1RGY+onxy20/p+jR6Biypx4vqbz/wElhTN7J3Ar3AU2ApQERMoYT3vhjhI62iFE6bKPmMbcC4+qmyFzjD10JvM3C+dtMeA7tGuJakMcqOlaRWOgecBOZ/59oRoDsiNlKLpMz8FBH7gZt1n9QgZRP8HaCrBva2AUcz8/UIn+UBJej6HvCBEgI7p67dxdeuGcBD4EJEvAE+YmElqTKEWZJ+ISIWAfsyc0urn0XSv82OlST9RETspWxa39DqZ5H077NjJUmS1CRuXpckSWoSCytJkqQmsbCSJElqEgsrSZKkJrGwkiRJahILK0mSpCb5DEOS+4WugcibAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.distplot(np.log10(columbia_video['Amount Spent (USD)']))\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.distplot(np.log10(columbia_video[metric]))\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(columbia_video['Amount Spent (USD)']), np.log10(columbia_video[metric]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 468,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14bfa96d0>"
      ]
     },
     "execution_count": 468,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "columbia_video = columbia_video[np.log10(columbia_video['Amount Spent (USD)']) > 1]\n",
    "columbia_video_y = np.log10(np.array(columbia_video[metric]))\n",
    "columbia_video_x = np.log10(np.array(columbia_video['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "columbia_video_model = SVR('linear')\n",
    "columbia_video_model.fit(columbia_video_x, columbia_video_y)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(columbia_video['Amount Spent (USD)']), np.log10(columbia_video[metric]))\n",
    "sns.lineplot(np.log10(columbia_video['Amount Spent (USD)']), \n",
    "             columbia_video_model.predict(columbia_video_x), \n",
    "             color=\"coral\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Brand Awareness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Results</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.882541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Results</th>\n",
       "      <td>0.882541</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)   Results\n",
       "Amount Spent (USD)            1.000000  0.882541\n",
       "Results                       0.882541  1.000000"
      ]
     },
     "execution_count": 384,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columbia_brand = data[data.Objective == 'Brand Awareness']\n",
    "columbia_brand = columbia_brand[columbia_brand['Amount Spent (USD)'] != 0]\n",
    "metric = 'Results'\n",
    "columbia_brand = columbia_brand.dropna(subset = [metric])\n",
    "columbia_brand[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "110"
      ]
     },
     "execution_count": 386,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(columbia_brand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14eb733d0>"
      ]
     },
     "execution_count": 388,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.distplot(np.log10(columbia_brand['Amount Spent (USD)']))\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.distplot(np.log10(columbia_brand[metric]))\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(columbia_brand['Amount Spent (USD)']), np.log10(columbia_brand[metric]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x152bc48d0>"
      ]
     },
     "execution_count": 390,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "columbia_brand = columbia_brand[np.log10(columbia_brand['Amount Spent (USD)']) > 1]\n",
    "columbia_brand_y = np.log10(np.array(columbia_brand[metric]))\n",
    "columbia_brand_x = np.log10(np.array(columbia_brand['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "columbia_brand_model = SVR('linear')\n",
    "columbia_brand_model.fit(columbia_brand_x, columbia_brand_y)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(columbia_brand['Amount Spent (USD)']), np.log10(columbia_brand[metric]))\n",
    "sns.lineplot(np.log10(columbia_brand['Amount Spent (USD)']), columbia_brand_model.predict(columbia_brand_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Columbia Reach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 486,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Reach</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.79701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reach</th>\n",
       "      <td>0.79701</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)    Reach\n",
       "Amount Spent (USD)             1.00000  0.79701\n",
       "Reach                          0.79701  1.00000"
      ]
     },
     "execution_count": 486,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columbia_reach = data[data.Objective == 'Reach']\n",
    "columbia_reach = columbia_reach[columbia_reach['Amount Spent (USD)'] != 0]\n",
    "metric = 'Reach'\n",
    "columbia_reach = columbia_reach.dropna(subset = [metric])\n",
    "columbia_reach[['Amount Spent (USD)', metric]].corr()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 487,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "637"
      ]
     },
     "execution_count": 487,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(columbia_reach)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13bc0c610>"
      ]
     },
     "execution_count": 488,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(columbia_reach['Amount Spent (USD)']), \n",
    "                np.log10(columbia_reach[metric]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13bdb0350>"
      ]
     },
     "execution_count": 489,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "columbia_reach = columbia_reach[np.log10(columbia_reach['Amount Spent (USD)']) > 1]\n",
    "y = np.log10(np.array(columbia_reach[metric]))\n",
    "x = np.log10(np.array(columbia_reach['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "columbia_reach_model = SVR('linear')\n",
    "columbia_reach_model.fit(x, y)\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(columbia_reach['Amount Spent (USD)']), np.log10(columbia_reach[metric]))\n",
    "sns.lineplot(np.log10(columbia_reach['Amount Spent (USD)']), \n",
    "             columbia_reach_model.predict(x),\n",
    "             color = \"coral\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Columbia Messages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 483,
   "metadata": {},
   "outputs": [],
   "source": [
    "columbia_message = data[data.Objective == 'Messages']\n",
    "columbia_message = columbia_message[columbia_message['Amount Spent (USD)'] != 0]\n",
    "# metric = 'Reach'\n",
    "# columbia_reach = columbia_reach.dropna(subset = [metric])\n",
    "# columbia_reach[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 484,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 484,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(columbia_message)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "rca_data = pd.read_csv(path + \"RCA-US-Ads-Jan-1-2019-Aug-31-2020.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6123"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(rca_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Page Likes : 4\n",
      "Video Views : 286\n",
      "Engagement : 12\n",
      "Traffic : 5147\n",
      "Reach : 674\n"
     ]
    }
   ],
   "source": [
    "objective_count(rca_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RCA_TRAFFIC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.756419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.756419</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)            1.000000     0.756419\n",
       "Link Clicks                   0.756419     1.000000"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rca_traffic = rca_data[rca_data.Objective == 'Traffic']\n",
    "rca_traffic = rca_traffic[rca_traffic['Amount Spent (USD)'] != 0]\n",
    "metric = 'Link Clicks'\n",
    "rca_traffic = rca_traffic.dropna(subset = [metric])\n",
    "rca_traffic[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(rca_traffic, 'Amount Spent (USD)', metric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'distribution_plot' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-30-e1984c3ca859>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdistribution_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrca_traffic\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Link Clicks'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdistribution_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrca_traffic\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Amount Spent (USD)'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'distribution_plot' is not defined"
     ]
    }
   ],
   "source": [
    "distribution_plot(rca_traffic, 'Link Clicks')\n",
    "distribution_plot(rca_traffic, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x152b7bc10>"
      ]
     },
     "execution_count": 403,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rca_traffic = rca_traffic[np.log10(rca_traffic['Amount Spent (USD)']) > 1]\n",
    "rca_traffic_y = np.log10(np.array(rca_traffic[metric]))\n",
    "rca_traffic_x = np.log10(np.array(rca_traffic['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "rca_traffic_model = SVR('linear')\n",
    "rca_traffic_model.fit(rca_traffic_x, rca_traffic_y)\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(rca_traffic['Amount Spent (USD)']), np.log10(rca_traffic[metric]))\n",
    "sns.lineplot(np.log10(rca_traffic['Amount Spent (USD)']), rca_traffic_model.predict(rca_traffic_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RCA Reach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Reach</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.859565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reach</th>\n",
       "      <td>0.859565</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)     Reach\n",
       "Amount Spent (USD)            1.000000  0.859565\n",
       "Reach                         0.859565  1.000000"
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rca_Reach = rca_data[rca_data.Objective == 'Reach']\n",
    "rca_Reach = rca_Reach[rca_Reach['Amount Spent (USD)'] != 0]\n",
    "metric = 'Reach'\n",
    "rca_Reach = rca_Reach.dropna(subset = [metric])\n",
    "rca_Reach[['Amount Spent (USD)', 'Reach']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 476,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(rca_Reach, 'Amount Spent (USD)', metric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distribution_plot(rca_Reach, metric)\n",
    "distribution_plot(rca_Reach, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 409,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x148063690>"
      ]
     },
     "execution_count": 409,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rca_Reach = rca_Reach[np.log10(rca_Reach['Amount Spent (USD)']) > 1]\n",
    "rca_reach_y = np.log10(np.array(rca_Reach[metric]))\n",
    "rca_reach_x = np.log10(np.array(rca_Reach['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "rca_reach_model = SVR('linear')\n",
    "rca_reach_model.fit(rca_reach_x, rca_reach_y)\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(rca_Reach['Amount Spent (USD)']), np.log10(rca_Reach[metric]))\n",
    "sns.lineplot(np.log10(rca_Reach['Amount Spent (USD)']), \n",
    "             rca_reach_model.predict(rca_reach_x),\n",
    "             color = 'coral')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RCA Video View"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 522,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>ThruPlays</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.833439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ThruPlays</th>\n",
       "      <td>0.833439</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  ThruPlays\n",
       "Amount Spent (USD)            1.000000   0.833439\n",
       "ThruPlays                     0.833439   1.000000"
      ]
     },
     "execution_count": 522,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rca_video_view = rca_data[rca_data.Objective == 'Video Views']\n",
    "rca_video_view = rca_video_view[rca_video_view['Amount Spent (USD)'] != 0]\n",
    "metric = 'Video Plays'\n",
    "rca_video_view = rca_video_view.dropna(subset = [metric])\n",
    "rca_video_view[['Amount Spent (USD)', 'ThruPlays']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 523,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(rca_video_view, 'Amount Spent (USD)', metric)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thurplays vs Video Plays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 524,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distribution_plot(rca_video_view, metric)\n",
    "distribution_plot(rca_video_view, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 525,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x150afc810>"
      ]
     },
     "execution_count": 525,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rca_video_view = rca_video_view[np.log10(rca_video_view['Amount Spent (USD)']) > 1]\n",
    "rca_video_view_y = np.log10(np.array(rca_video_view[metric]))\n",
    "rca_video_view_x = np.log10(np.array(rca_video_view['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "rca_video_view_model = SVR('linear')\n",
    "rca_video_view_model.fit(rca_video_view_x, rca_video_view_y)\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(rca_video_view['Amount Spent (USD)']), np.log10(rca_video_view[metric]))\n",
    "sns.lineplot(np.log10(rca_video_view['Amount Spent (USD)']), \n",
    "             rca_video_view_model.predict(rca_video_view_x),\n",
    "             color = 'coral')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RCA Engagement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'actions:post_engagement'}\n",
      "12\n"
     ]
    }
   ],
   "source": [
    "rca_engagement = rca_data[rca_data.Objective == 'Engagement']\n",
    "rca_engagement = rca_engagement[rca_engagement['Amount Spent (USD)'] != 0]\n",
    "print(set(rca_engagement['Result Indicator']))\n",
    "print(len(rca_engagement))\n",
    "# rca_video_view = rca_video_view.dropna(subset = ['ThruPlays'])\n",
    "# rca_video_view[['Amount Spent (USD)', 'ThruPlays']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 421,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(rca_engagement)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RCA Page Likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'actions:like'}\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "rca_page_like = rca_data[rca_data.Objective == 'Page Likes']\n",
    "rca_page_like = rca_page_like[rca_page_like['Amount Spent (USD)'] != 0]\n",
    "print(set(rca_page_like['Result Indicator']))\n",
    "print(len(rca_page_like))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Epic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [],
   "source": [
    "epic_data = pd.read_csv(path + 'Epic-Records-US-Ads-Jan-1-2019-Aug-31-2020.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3004"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(epic_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Event Responses : 12\n",
      "Traffic : 1774\n",
      "Video Views : 235\n",
      "Engagement : 86\n",
      "CONVERSIONS : 714\n",
      "Reach : 183\n"
     ]
    }
   ],
   "source": [
    "objective_count(epic_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Epic Traffic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.625889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.625889</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)            1.000000     0.625889\n",
       "Link Clicks                   0.625889     1.000000"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epic_traffic = epic_data[epic_data.Objective == 'Traffic']\n",
    "epic_traffic = epic_traffic[epic_traffic['Amount Spent (USD)'] != 0]\n",
    "epic_traffic = epic_traffic.dropna(subset = ['Link Clicks'])\n",
    "epic_traffic[['Amount Spent (USD)', 'Link Clicks']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(epic_traffic, 'Amount Spent (USD)', 'Link Clicks')\n",
    "distribution_plot(epic_traffic, 'Link Clicks')\n",
    "distribution_plot(epic_traffic, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x152e380d0>"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epic_traffic = epic_traffic[np.log10(epic_traffic['Amount Spent (USD)']) > 1]\n",
    "epic_traffic_y = np.log10(np.array(epic_traffic['Link Clicks']))\n",
    "epic_traffic_x = np.log10(np.array(epic_traffic['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "epic_traffic_model = SVR('linear')\n",
    "epic_traffic_model.fit(epic_traffic_x, epic_traffic_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(epic_traffic['Amount Spent (USD)']), np.log10(epic_traffic['Link Clicks']))\n",
    "sns.lineplot(np.log10(epic_traffic['Amount Spent (USD)']), epic_traffic_model.predict(epic_traffic_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Epic Reach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Reach</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.902136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reach</th>\n",
       "      <td>0.902136</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)     Reach\n",
       "Amount Spent (USD)            1.000000  0.902136\n",
       "Reach                         0.902136  1.000000"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epic_reach = epic_data[epic_data.Objective == 'Reach']\n",
    "epic_reach = epic_reach[epic_reach['Amount Spent (USD)'] != 0]\n",
    "metric = 'Reach'\n",
    "epic_reach = epic_reach.dropna(subset = [metric])\n",
    "epic_reach[['Amount Spent (USD)', 'Reach']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "182"
      ]
     },
     "execution_count": 248,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(epic_reach)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(epic_reach, 'Amount Spent (USD)', metric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x149e2f290>"
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epic_reach = epic_reach[np.log10(epic_reach['Amount Spent (USD)']) > 1]\n",
    "epic_reach_y = np.log10(np.array(epic_reach[metric]))\n",
    "epic_reach_x = np.log10(np.array(epic_reach['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "epic_reach_model = SVR('linear')\n",
    "epic_reach_model.fit(epic_reach_x, epic_reach_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(epic_reach['Amount Spent (USD)']), np.log10(epic_reach[metric]))\n",
    "sns.lineplot(np.log10(epic_reach['Amount Spent (USD)']), epic_reach_model.predict(epic_reach_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Epic Video View"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>ThruPlays</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.930925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ThruPlays</th>\n",
       "      <td>0.930925</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  ThruPlays\n",
       "Amount Spent (USD)            1.000000   0.930925\n",
       "ThruPlays                     0.930925   1.000000"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epic_video_view = epic_data[epic_data.Objective == 'Video Views']\n",
    "epic_video_view = epic_video_view[epic_video_view['Amount Spent (USD)'] != 0]\n",
    "epic_video_view = epic_video_view.dropna(subset = ['ThruPlays'])\n",
    "epic_video_view[['Amount Spent (USD)', 'ThruPlays']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(epic_video_view, 'Amount Spent (USD)', 'ThruPlays')\n",
    "distribution_plot(epic_video_view, 'ThruPlays')\n",
    "distribution_plot(epic_video_view, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x145cb3850>"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epic_video_view = epic_video_view[np.log10(epic_video_view['Amount Spent (USD)']) > 1]\n",
    "epic_video_view_y = np.log10(np.array(epic_video_view['ThruPlays']))\n",
    "epic_video_view_x = np.log10(np.array(epic_video_view['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "epic_video_view_model = SVR('linear')\n",
    "epic_video_view_model.fit(epic_video_view_x, epic_video_view_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(epic_video_view['Amount Spent (USD)']), np.log10(epic_video_view['ThruPlays']))\n",
    "sns.lineplot(np.log10(epic_video_view['Amount Spent (USD)']), epic_video_view_model.predict(epic_video_view_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Epic Engagement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Post Engagement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.767706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Post Engagement</th>\n",
       "      <td>0.767706</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Post Engagement\n",
       "Amount Spent (USD)            1.000000         0.767706\n",
       "Post Engagement               0.767706         1.000000"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epic_engagement = epic_data[epic_data.Objective == 'Engagement']\n",
    "epic_engagement = epic_engagement[epic_engagement['Amount Spent (USD)'] != 0]\n",
    "epic_engagement = epic_engagement.dropna(subset = ['Post Engagement'])\n",
    "epic_engagement[['Amount Spent (USD)', 'Post Engagement']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "84"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(epic_engagement)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(epic_engagement, 'Amount Spent (USD)', 'Post Engagement')\n",
    "distribution_plot(epic_engagement, 'Post Engagement')\n",
    "distribution_plot(epic_engagement, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1472d1190>"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epic_engagement = epic_engagement[np.log10(epic_engagement['Amount Spent (USD)']) > 1]\n",
    "epic_engagement_y = np.log10(np.array(epic_engagement['Post Engagement']))\n",
    "epic_engagement_x = np.log10(np.array(epic_engagement['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "epic_engagemen_model = SVR('linear')\n",
    "epic_engagemen_model.fit(epic_engagement_x, epic_engagement_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(epic_engagement['Amount Spent (USD)']), np.log10(epic_engagement['Post Engagement']))\n",
    "sns.lineplot(np.log10(epic_engagement['Amount Spent (USD)']), epic_engagemen_model.predict(epic_engagement_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Epic Conversion "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only Conversion shows the difference in Result Indicator "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 500,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.944218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <td>0.944218</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Outbound Clicks\n",
       "Amount Spent (USD)            1.000000         0.944218\n",
       "Outbound Clicks               0.944218         1.000000"
      ]
     },
     "execution_count": 500,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epic_conversion = epic_data[epic_data.Objective == 'CONVERSIONS']\n",
    "epic_conversion = epic_conversion[epic_conversion['Amount Spent (USD)'] != 0]\n",
    "epic_conversion = epic_conversion.dropna(subset = ['Outbound Clicks'])\n",
    "epic_conversion[['Amount Spent (USD)', 'Outbound Clicks']].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Outbound Clicks showed better result than \"Results\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 501,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "648"
      ]
     },
     "execution_count": 501,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(epic_conversion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 502,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(epic_conversion, 'Amount Spent (USD)', 'Outbound Clicks')\n",
    "distribution_plot(epic_conversion, 'Outbound Clicks')\n",
    "distribution_plot(epic_conversion, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 503,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14f49a790>"
      ]
     },
     "execution_count": 503,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epic_conversion = epic_conversion[np.log10(epic_conversion['Amount Spent (USD)']) > 1]\n",
    "epic_conversion_y = np.log10(np.array(epic_conversion['Outbound Clicks']))\n",
    "epic_conversion_x = np.log10(np.array(epic_conversion['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "epic_conversion_model = SVR('linear')\n",
    "epic_conversion_model.fit(epic_conversion_x, epic_conversion_y)\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(epic_conversion['Amount Spent (USD)']), np.log10(epic_conversion['Outbound Clicks']))\n",
    "sns.lineplot(np.log10(epic_conversion['Amount Spent (USD)']), \n",
    "             epic_conversion_model.predict(epic_conversion_x),\n",
    "             color = \"coral\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Epic Event Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "epic_eventR = epic_data[epic_data.Objective == 'Event Responses']\n",
    "epic_eventR = epic_eventR[epic_eventR['Amount Spent (USD)'] != 0]\n",
    "# epic_conversion = epic_conversion.dropna(subset = ['Outbound Clicks'])\n",
    "# epic_conversion[['Amount Spent (USD)', 'Outbound Clicks']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(epic_eventR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Legacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3400"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_data = pd.read_csv(path + \"Legacy-Recordings-US-Ads-Jan-1-2019-Aug-31-2020.csv\")\n",
    "len(legacy_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Traffic : 779\n",
      "Page Likes : 35\n",
      "Video Views : 557\n",
      "Engagement : 219\n",
      "CONVERSIONS : 1568\n",
      "Brand Awareness : 86\n",
      "Reach : 156\n"
     ]
    }
   ],
   "source": [
    "objective_count(legacy_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legacy Traffic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 508,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.915701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.915701</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)            1.000000     0.915701\n",
       "Link Clicks                   0.915701     1.000000"
      ]
     },
     "execution_count": 508,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_traffic = legacy_data[legacy_data.Objective == 'Traffic']\n",
    "legacy_traffic = legacy_traffic[legacy_traffic['Amount Spent (USD)'] != 0]\n",
    "legacy_traffic = legacy_traffic.dropna(subset = ['Link Clicks'])\n",
    "legacy_traffic[['Amount Spent (USD)', 'Link Clicks']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 509,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "769"
      ]
     },
     "execution_count": 509,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(legacy_traffic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 510,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(legacy_traffic, 'Amount Spent (USD)', 'Link Clicks')\n",
    "distribution_plot(legacy_traffic, 'Link Clicks')\n",
    "distribution_plot(legacy_traffic, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 512,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14b5ddc90>"
      ]
     },
     "execution_count": 512,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "legacy_traffic = legacy_traffic[np.log10(legacy_traffic['Amount Spent (USD)']) > 1]\n",
    "legacy_traffic_y = np.log10(np.array(legacy_traffic['Link Clicks']))\n",
    "legacy_traffic_x = np.log10(np.array(legacy_traffic['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "legacy_traffic_model = SVR('linear')\n",
    "legacy_traffic_model.fit(legacy_traffic_x, legacy_traffic_y)\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(legacy_traffic['Amount Spent (USD)']), np.log10(legacy_traffic['Link Clicks']))\n",
    "sns.lineplot(np.log10(legacy_traffic['Amount Spent (USD)']), \n",
    "                      legacy_traffic_model.predict(legacy_traffic_x),\n",
    "                      color = 'coral')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legacy Conversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.878798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.878798</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)            1.000000     0.878798\n",
       "Link Clicks                   0.878798     1.000000"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_conversion = legacy_data[legacy_data.Objective == 'CONVERSIONS']\n",
    "legacy_conversion = legacy_conversion[legacy_conversion['Amount Spent (USD)'] != 0]\n",
    "legacy_conversion = legacy_conversion.dropna(subset = ['Link Clicks'])\n",
    "legacy_conversion[['Amount Spent (USD)', 'Link Clicks']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1547"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(legacy_conversion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7jomnXHfu2IGORPUJpcXcuXwznx9qS2vRVU8ciktVHK8tnF6KP+UvdVs8Gb+wcEYpYy7uzf5wjAUdAknnTy8lz5M0snc0tEOHAckdAkWHF+ezeOZITDhma6+zbdFzjW7NsQqFQmO78/qCIAiC0Fk0TaUNxc6u8mmZx890HOeSOrS5MOBNqxotnF5K/4CbPeE4c5bVUlleYl/XSki3sL5/7M0QP/9eicOI7vdo/Grd3x2tPhTYE47TP+BmdzjmMLY/M20ET/1hO43NMarGD+GiPrl4NYWAR+Wzpih3dMjE6p3rBhO85pEA0NT4iGyfLVu2VbbxPef6OBypWAmCIAhnPW6Pxt5IgsnP1nBl9XomP1tDY9g5riY1k8rt0eyKT+quvrljB2b0JLUY4PdoLJ45km17D9uxDVZCuoX1/Zb6Jn7x2zpiuoGmKny1b4Bn/vh3VtbuZs7SWts8n3r9jib1O5dvZkJpMVvqm5i1ZBMznnsXTGiOGbaoso6du6yWtrjBJ1+EHSNwUgNFfzV1+FHH9XQk0/geGYcjyeuCIAjCWY6mqRxKmGmRB3OWOcfVuBQFHyaqplAfjtviZNXcK+zzOlagrGvtPdTGxAUb7UrSJ/88xEuzy1AwWTC91BZFq2vrmT+9lDuWJef2Va2p4/FJw9gXbuPB6y9l9rcGEk3o+NwavXI9LFi/wzajH21wsvV9wjQxzcy+qYbmKJWvfUj1xKH06JOL0l6FsgJFI6p61HE9HcmUYC/jcERYCYIgCGc5bSg0Nrdl9VP528fVAOhARNEcFR9raPHugxG74tSx/bW/JWZf887lm3mloowfLKqxDesv3jqKQ5E4Dc1Rzsvz8EpFGXsORojrBl63yg9f2mK34n76n39z5Fg1RWK29+poeVRWG85UyHrs7oPJeYivVJTh7bBOx9Pa65hgf2zL+tmPtAIFQRCEs5qEadriKJVsoqFjdWjB+h12a2/B+h1ppvNHJwx15EJVlpegGyYv3DqK3/3wG0woLeaRNz6moTlK1Zo6EgkT1YT7Xv2AlpjOD1/akrXN+ODqrfzshhJyVdLabvOnl7K6tt7+3mrD5aowv8Oxqc+4+2AEw0hv10lr78SgmKeBez8e102JWzj9kfXrOrKGXUfWsOuczWuYZlDHpA2Fh9Z8xC1jBtg79I5mzI65NKa0V5uGF+czd+xAigr85PvdGIaJ16WSMEzqD0bol+/nf675iLfqGhhenM9Prg067mENTL776kEU5Lppixv0ciVrGgcSBqDwnf94G4AVFWVMWVST9pn+dP9YfIaR9tlyNGjVydiGc3s0WgzQDZMdjS08uW47W+qbgKRgerWiDFdCT1szn0tFN0ziRve39s7kn8PCwrxa4OuZ3pNWoCAIgnBWkLp7r+OOvXvHDeaJdduoLC+hd66HwjwvPV2KYxCyhVXx+dW6bWlibMmskbhUhYRh0hrTeW3zbu4eN5i6vc1p0QpWxamyvIQ7lm+mavwQ+vbwQruwisYNGpqjx2wzaqpCBBWfpqIYJlYBydBN3LqRsQ0Xj+l4SAqsvj28diCotSZeMzk0OtuaJQWnLq2940BagYIgCMIZi5UdlXBrRBSFSFynsryE4cX5tkG9VYd+fhcPlV/GpefncUEPH3kKGUUVJF8vDrj5+XcvcwilwoCXxuYokxYldxZWvvYhXx/Qi4BHZcmsUQTPz5ymbhneczwac5Ymd9m1kdxp+Mbf9vLMtBFZ24zVE4eyp6mNe195nx37Wux7T362c6Nn4jGdfr6kwfyd+8eycnaZo0pnPUdHU39CRtUcN1KxEgRBEM5INE3lQMJgXzhGYZ6Xf+xv5cl122kMR+3hxVvqm0iYJrph4NNUEi6VmGHSbIDHpTkynVKJx3T0DrvkHrguaAd0NkXiLFi/g/tXbWVlRRn7W2LsC8eymsZTzeNWgGZhwMvsKy+meu0nVJaXMKhvgC8Ot/HIjZfj1lSaInEeezPET6+/JGvMQ7bhz6kczWCeKeSzMOClIRxzDHY+Wp6V4ESElSAIgnDGkOoH8moqBw+18ZNXP3B4muatDdktuKo1dbgUxRZhjQcjLP7LTiaUFtstwXyfi5a4meZVSt0lN7w4n4DXxf2rNjvu9dqWPRhAjtfFwBy3HaXQ0WNlPZdlmHdpCg99rwRFUXirroG36hpYOKPUzq6ysARZtpiHbFEInVm/bCGp94wblJaZ1VkRJ4iwEgRBEM4QOvqBFs8caSeRg9PTNGdpLb1zPSycXoqiQsRU2BeOsfgvOzOa2FtjOq/+tZ7rL+/HRX1y8Lk0ctp34s1ZVsvcsQO5Y/lmx71e2LCTH149yI5VKCrw8/zMr7P89tHohonHpQImD1x3KZFYgnvGDaK4lx8fJgkUYgmDAy2ttrBZsH4HT00dzsGWuJ3G3ivXzUO/rbMN9F1JOc/mp1oyayQzF2+yX7uoT84JEXHnKtI0FQRBEM4IOvqBcjxaVk9TUYGf83r4eGLdNq545I9MWVRDYZ6XCaXFaQbzOctq0U2TGVdcSOVrH3LVvLeZtKiGPeE4RT08rJxdxiUZ/FPW3L/Ua9265K988nkzNz//Hocicb44HGXm4vf47lN/ofK1D4kmDNpUhbhh8uyfPuXJddvtKAeAeMKg8rUPmbKohsrXPkRTVQrzPBn9Vwunl5Kj0Wmy+aly3ZrDg+XT1E5HUwjpiLASBEEQzgg6+oE6jouBpABojek8PXUEVe0xCJAUEf/Yn6wOVZaXsKKijIUzSm2Te5+AJ60iNWdZLYfjJooCmqqk3at3rueoZvWGw1HufeV95zWX1vK3PYeZsqiGW8YMAGDe2hCV5SX8x+Rh/HjlB2mjaH7+3ct44gdfY3DfAMtvH82quVdQWV7CE+u2sScc77SxvLNDp72m5Fl1BWkFCoIgCKcFmTKoUs3SLkXhmpK+TCgtTmZKmSa/TBEjRQV+5k8bQTiaIMejMqG0mNu+ebFtNH/jb3u5ecxFto8p1QOlKUpm0aEb3PT8exQGvFRPHOoYUNwr13PUNPSjVdQ6ti3nLK11jM5JPT5hmOQYBtG4wrRfv+s4pm5vc6e9T51NVpdRNV1DhJUgCIJwyjl6nlLyD3quW+FnN5TQ2Bxlf0uM1bX13H/dJbxaUUbcMEkYJo+88TGNzTF+Mf6yNAGV69HSTNkPrt7K8ttH09SaeUffZ/tb2X0wwu6DER57M0TV+CEU9/Kzo7HFTmTvGAg6b20IgNaYnvGa8fbPs/tghN65Hvv1wjxvZuGjKmBkrzh11vtkJat3XGMfZlpelYyqOX5EWAmCIAinnGz+H6sao2kquw/HHKJg/rQRNLXE6dnLhWnC/3yjjgmlxQzuG2DG8+9lFFCZhIlumMQSRpqJe/HMr/PF4SgrKsrsqtesJZtYUVHGnKW1ADRFYrw8u8wWS4+88TFb6psoKvBT3MufVlGrnjjUvndRgZ+efrd9/ZdqdqUJn/nTS8lVIc7xzfJLRSpRJwcRVoIgCMIp51jVmEzCy0ozbwjHKGpPV5+zrJbHJw3LeC0tyyBjBfjxyg94paKMF28dxYGWGHHdoC1upA1EfmHDTlrbg0WLCvzcffUgWmJx/uOtbTxw3SX84ruX8W//UsKufS1EYjr/6/fJjKp8v9uRS2Vd74FVW+1RMwAzvzGAFRVlJAwTl6oQcCnE2hLAl6s4ZUMqUd2PCCtBEAThpNPRT+VWOGo1Rs8ivHLa23tWovjK2WUY2a6lKmk+qeqJQ/n8cBu7D0aIJQxWvPcZE7/+FXxujZuerclY9Wpor2K1xnT8Ho0evmSquw+TNhNmPJf0QS2cUUpjOGpXt6zn6F/gZ0VFGb/43UcOUVVU4Ec3ccQ3pLZDpeJ0ZiC7AgVBEISTiuWnmvxsDfe+8j6hhjBR3WT57aO5pqQv4IwTMD0ujPbXLIYX57N45kh6BzxUlpegqO3VGF0n0J4/lbqr7empIzgUifOVXjnMmzSMFRVlVI0fgt+j8dibyeBOVYEbhvVn1pJN/LMpklHINbXGmbRwI1MW1TBrySZmLt6Erpv2sOe4adojdSwPVupzzJ9eSkBNziO8e9zgtPeWbtiZ1g5t40irz/qM1g4+EVWnH1KxEgRBEE4KVpWq1TRpaI4y5uLejB/ePy2s8xffuwzTgBwN9oTjxHWDZ9b/3TaKFwa8PHBd0FF5sio7qqZwKGHSw++isryEvnleevrdPPLGx7xV10BRgZ9npo2gIMfN3xta+MVv6+wROF63xp3PvXfUgchx3eD/+/GVaKqCbpg8+86nRA2TA21O471lYp+31ml4/9W6bTxUfhluPTmPMLXt59YUFv5pl2PNJJjzzEMqVoIgCEK3k1ql+tEr7wNw97hBGcM6TQPcuk6rDr99fzc9c9y8VdfAvLUhHrnxcp68aXjGuXlRRWFPOM60X79L3d5mqtbU0dAc5ebn33PkWd25fDOf7W/lot45/OyGS1k8cyQvbNhJLGHY18xWberhdzFrySaufvxtZi3ZxPQrLsTrSvd/Pbh6K3PHDqQxHMXjUrn/1a3MWVrLW3UN9qzAeEzHk9DJMQw8CZ1EwpRgzrMAEVaCIAhCl9A0lbimEVGT/2YKrIwqSfFRGPDyk2uDVL72YdZ2myU8EqbJxK9/hV37Wm3B0RLTSehGxvPihmkLHEsYZQvx9Lk1tjWEmbhgI4cicWZ9YwD1B47cZ0t9k11tWvev32bJrFEUBjzcuuSvDgF15/LN6AYZ73HJ+XlUjR9iD4OGowsly5wuwZxnNtIKFARBEI6bbPlT/QNuWnVQVDBMSBhJ71EPn8uuNmVrt1nCw6UoJFSFJ9dt56mpw4nEdO5flQzVzHSeqig8PmmYHY0wb22Ix9rHwHQ8tleuh4df/5iiAj+9Ax7+dcUHAMyfNsJOYC/M8/DVvrnoBigK6IZJYcDruJYV15DpHh5VoW+el8I8DwtnlNpDn3M0iOtH1s828aPQP+AWc/oZjlSsBEEQhOMmUwyCNWrloTUf8em+VqYsquHb1eupWlNHwOuiMOAFMrfbFkwvxaUpmB4XumnidSVn5YXbErYgy9immzaCf1/zEVMW1VC1po6fXBsEoHrtJ2lVoAXTS2lui1OY56F64lDCbQkG9Q0wd+xAeuV6qBo/hN/98Bvcd02Q3QcjTH/uXb5dvZ4pi2r4f/7lEoYX59ufv6jAj9Yu6DpWmrymSf/2GIiqNXVMXLCRab9+1x5Dk9oevbJ6PZOfTc4n9GGKOf0MRjHNU19ijMd1s6mptdvvk5+fw8m4z9mKrF/XkTXsOrKGXedErmFEVbmyer3jtYUzSqlaU0dleYmdfm5RVOCnavwQZi3ZBCR3990zbhAXF+ZimCafH2pj8V92MusbA3jszRCN4Sjzp5fi0RR27W+186DW1X3BuJLzGNQ3gMel8u+/OzIX0LrPLyd/jb49vHg0Bd2EWMLgs/2tPLluO43hKM9MG8GyjZ/RFIlx11WDuOulzbYxvi2eFDSVr32Y9fkt39X6j7/gD6FG5o4dSO9cD/16+vCbyUpTXNOYnBLbYF1j5ewygKzvufWzP2HqTP5dLizMqwW+nuk9aQUKgiAIx407Q+im5WuyZuKlsvtghAt759jnNIaj+NwqDYejTFq40d5Rt/gvO5k7diBzltbyq3Xb7KpPx7DOCaXF9M71OEQVQGHAi9+j2bP1Fs8cmSaS7ly+mcryEgDuemmzY3RN9aRh7A9HMz7/gD65/OG+b+PRVMKxOCtqd7P7YISqNXUsnF5qiyo4evCp9XWm92QX4JmLCCtBEAThuNFSQjcLA17uGTeI83r47GHEmbxH/2yKZEwjB2cQp6Yq/Pe/XomiKDz6xseOduMLG3ZSWX4Z+8JRAl4X15T0pbE5xtyxA8n3u+kd8PLYm0fOOdpAZJ/b+d6W+iZ2NIbxaGrG5w99kdxxWDV+CE+u207V+CFc1CcXn6bgtXb8aRoJ00RTk4OjO1bTLB9ZV0bUCKcnIqwEQRCE40LTVFoNk4DPzcuzy1AUk+1ftPCrddupnpisOnUcUvz01BE8/cftaUKjKRK3vy8MeDkcidsmcqtC1dgcY0t9E8OL87nzqq/y94ZwUjC1RnjguktoiSa466UtGc+xRD4TAqkAACAASURBVF5hwGuLLys5vaffnSZwVtfWc981wbSk9scnDeO5P3/Ks+1m9Cd+8LUjJvOEDhnM/POnlwLYOVqpO/26OqJGOP0Qj5XQaWT9uo6sYdeRNew6J2INM+0GtNpzt4wZwGtb9nD95f0Inh+gJaoTjiZoaI6yru6LtFDQ6olDeezNI5EEmdp2RQV+KstLmLO0lpdnjwZIG03jUlUmLdyY8Zzhxfk89L0SWtt3FqYKmd++v5srg+elCcDfb93D9CsuQjfAaDfSqyqYOvQJeDh0yFkBA7J6qlZUlKEb6Tv9Oo72OZd2AZ7Jv8visRIEQRC6TKoI0BSFJ9ZtY/fBCMOL85k7diBel8r9115C9dpPmFBazKwlm/jzg1cxa8kmW2gML87Ho6m8PLsMwzRxayqtsQSN4SiQFCFf6Z2TsW3XO9cDwPk9fcxoT0i33rt/1VZenl3GiooyO25hS32TfU5jOEqvXC93veSc/zdnWS2V5SXMWxtytCcL8zxMGXUhB1pitMUNmiJxVtfW87MbSshTQMnSrsvmqdKN5E4/cA4+lqHIZx8irARBEIRjkq1Cle/3MLXsKxxsiaMbSVFx51VfRVOSpnZMk2emjeDO5Ud23P145fuOStN/bd7DLyd/jfN7+oglkuIjk/eopz85AkZBySheYgmDKYtqHNWznn43q+ZeQa9cD0YW0dM718OW+iZ7WLJV6apaU2ePprGqaRVXDsTdw0delnVyKelmfvFNnVtIjpUgCIKQFStVvVU5klc1vDifyvISvC6Vu8cNQiEZSzBlUQ2Vr31IJKZTkOumeuJQ7n75fZ76w3ZevHUUv5qaPorm/lVb+f6I/sR0g5uerWHcf7zNo298zDPTRjhyoR6dMJQHVm1lyqIadh88kpBuUVTgZ+8h50iZf7v+Uh5YtZWJCzZy8/Pv4WrfwdjxvN4BT9rA5gt6+qgsL+GFDcndidZ7+1ti9o6+TORo6QOgJT393EIqVoIgCEJGUqtU86eNoLK8hAt6+jDMI/EEVtVpzMW9GVdynm0K11SV/9q8x6701O1tZuWcMke7zWrXnd/Dx4znj7T2LGP7C7eO4mBLjPN7+vj3331kX+vxt7bxy8nD+PHKDxym8kfe+MR+9t0HI6DAA9cFURWFpkgct0tNM6NXTxxKjltj3qRh9OvpQzdMx8DmRycMpYfPZX/9TugLhlzQg/2tMXSXhmEk26KWcNoTjvPEum1UlpfYSes9XQrxmDT5zhVEWAmCIAgZsVLVCwNeDJOMoZ9W1enFW0dxc7s4stLNvz+iPytrdwPJnX4HW+IZs6j0DC26t+oa+On1l7K/Jcb/99Fe7h03mLq9zXb2lcel8siNl3NBvh/dMKle+4ktvCBZKdq1L2mMtsI8F0wv5b8270mLenjiB1+juMBPXDftz2B9tgdXb2VFRRkvzS4j3Bbnlm8MoOFwlDy/m3+khI0unF5KYcBjV/UscWgHfnb7fy3hdEGElSAIgpCRhJmcjffYxKG2AT1b6OeBlphDkMxdVsvSW0fZx9wzblDa6JsHVycF2T+bIhl9Sdsbwrbv6fsjilgyaxRuLelVcmsKcT2ZE9XQHOXB6y/lplEX2kLn6akjeOi3HznyseYuq3Wkvlv3URSFX/zuI/7tXy7N7N3STWY8967tEUuteFkerDnLanmlokwCPwXxWAmCIAhJLD9VRE3+m+vReOC6IIcicVswWHlQqRQV+Omdmxw0bM3R230wgmEeef/CDDv9CgNePC6VAX1y03xJj04YyoL1O+zvmyIJTNOgsTmKaULo8zArN9Xz+aE2fvLqB4x7/G0qX/uQfx9/GS/PHs3yms9oDEeJp0QXpKa+W9etnjiUzw+18VZdA3vaxVLHz7ZrX0tSmI0dmOYRe3D1VuaOHZj8vO3DmDueL8b1cwupWAmCIAgZd/0tv30096/aSmV5iV1RsgYgd8yh+teVH9AYjtoVnMZwFEWBP9z3bf7ZlBQiqVWp4cX5PHBdkB8sSsYfXFPSl6W3jiIc0wl4Nf737z9mS32Tff0L8n00tyX40YojOwqX3Taa6c+96xA6dyzfzCM3Xs6GT/dTPXEofo/G8OJ8+1puTaVq/BByPBqtMZ0+AQ8PrPobkPRudfxsC6aXUvmbDwGyVuvy2wNG3arCklkjqT8Qsa9f3MsvgZ/nGCKsBEEQBNtPlSpSGpujaWJqS30TL2zYyfLbR6MAOxpb7HDP4cX5xBIG1ZOGoSnwynuf8a3BfVEUhUfe+JjnZ36dPQfbyPFoaSNn3qproG5vM/MmDaN3rpubRl3Ibd+82PZB3TNukCM0tDDgzejN2n0wwgX5ybgEa4iz5QtbOL2UHm6FwecFiCYMdMN0ZGhtqW9i3toQVeOH8JVeObg0Bb9Ltd/PNqKnNaYnZwSqcCBu2M9p7QjEJc2hcwkRVoIgCOcAqeGeZiSOS1MdCd+Zgi33t8QoKvDbgsPa6davpw+/aRI2sf1Kw4vz+cm1QUe155lpIzBNk7te2kJhwEssYTpER+rIGUiKon49fbTFDWK6wZNvbLff6zjrb+7Ygfxjf+sxvVkAg/oGWFFRRq4Kuw/HHFW5xycN46mpw/lh+yicxnCUwjwvAa9GczTBw6/X2aJywfodabsK508bQWGeF49u0KqTJk7nLKsV8/o5hshoQRCEsxyrzTf52RqurF7PjfM3sDeSwO3R7GNcSnJY8MIZpayoKGPhjFI279pve5+21DdRtaYOn1vDrSr2OZanaO7YgbaogqSouHP5Znq0t8/mjh3I3AzmdSsjCpKi6NPGFq5+/G2q1tTxk2uDtmerNaY7/Ev5fjdPrtvOoxOGOjxT86eNsL1Z1muaquA3zYzC575XPyChm1SNH8I7949l+e2jeXLdNt7ffYiZizfxVl2DLSp/dsOl9C/w88iNl7OiIhkd8as/bMfQk2NosqWuHy33Sjj7kIqVIAjCWU6mNt+cZbUsv300ee2VqxwN7h43mDs6DA8u6uHh1Yoy2nSTXftaqPzNh3a8QP+A2x4inM1/ZCWwZ3vfGjljVbiWbfzMfu/B1VvtNt4F+T5HdlVrTKcxHHWMommN6fTJ8/KzG5IxDatr67l33GA7RyqhqhmfoVeuh/wcNz6Xyo0LNrL7YITbvnmxfWxqKvu6+77NT//zbxmHJrtVSV0XRFgJgiCc1WiaSmu2Sopu0qwpuDWNhIEtqqz371hWy6sVZRjA/nCUWHvrMLXF1c/vYuXsMgwl8xgaE3hp9mhiCTPrmBpr5MyK9z5j/PD+bG8IA8kqWPD8PF6eXUY0odMv38eLt47iUCROW1zn8UnDuO/VD5iztNYWgj9/7UM73HPJrJEEPBqHEyYuTcOnZRY+n+1v5ZLzArQljLTdjx2PbWyOsqKiDBNQTeyhyZqmciiup7UKU4WXcG4gwkoQBOEsxe3R2BOO09AcTduRd8+4QZhA/YFWvC6N/gW+jKnobe0ZTh1zm7bUNxE3TeKAR4U8l8KC6aV2u8869uHX6/gfN5Tw2Jsf2zMDU99/YNVWe8deZXkJD67eyiM3Xo6iKGk7Dy0zuvV1YZ7HFlp5PjePvfmxHcxZGPDS2BxlZorIWTSjlCWzRjJz8aa0z/PED77mmPOXbfdjn4AHv2mSl+ejqanVFkxtKMxcvInCgNdRQSsMeNBjiVPy3184NSjmadD7jcd1s6mptdvvk5+fw8m4z9mKrF/XkTXsOrKGnUPTVJpNePj1Om6+4iL65fv5x/5W3vjbXr4/on+HqsoITBSHKHp66gh+v3UPZQMLHYGa15T05f5rL+FQJM55PXzsPtjK4r/s5Gc3lBCOJuz4gbhukOdz0dPvweqEeV0Kf29oobhXDp983myLN4sVFWVMWVTDf//rlbb4sbCEl1WdWnrrKLY1hO1rWOdaLJxR6kiIt66x9LZR7NrXSo5HswVkYzjKytll+DAdkRPXlPTlZzeUoACqquBRFVy6ga4baT+HEVXlyur1af8d3rl/LH7DSHtdOLN/lwsL82qBr2d6TypWgiAIZyFtKLTFE9wyZoCj6rJweilPrNvmqKx43S5H9MHugxHuemkzy28fzYGWqJ0DNbw4n1vGDLBT2IsK/Pxy8jAqy0tIGCYeTWV1bT2NzTF+/r0SWmM6d730ruPYPJ+LhGFmFD1W+83ndu4AtJ4p3++2v97fEnPs/LPM7dZ52TxdTa1xPC6V+149MmdwgdWu0w27tZkwTVztMwB13YB2bZStpZda7Ur9TOKvOvcQYSUIgnAWkjBNcjwuHlz91zTTevXEoRgmDsGVKfqgsTlKc1uCn1wbZN7aEHPHDuSFDTsdLcNn//QpN4260J7H98y0EbTGdA62xB25U7sPRvjxyg+oGj8El6pmbAu+sGEn1ROHohuZ/Vhx3WDhjFJ653o4r4ePa0r62n6q4l5+nvjB17j3lfdtc3umazS1xnly3XZHu65vSrtO1w3cYMcjdNYb5cO0jfzirzq36ZZWYDAY1IBngSDJn8tZoVBoR7bjpRV4ZiDr13VkDbuOrGHnMD0uWuMGY+etd7w+vDifJ28azheH29jfErNbaamtNjjSesv3u7nv1Q9YPHMkhmmyLxxLE2Q9fC6++9Rf7POW3TaaLw63OVpzFisqyugT8GKYBj63C8M0URWFlmicvYei9Mp1s7zmH4wf3t9xn19OHobbpdp5U5aIU4B94Ri9ct306+njo382k+PRUBWFgly3IwW9T8CD0Z6rlSp++vldjkyvzpDp5zA1K8xR7RIycib/Lp+KVuB3AUKh0DeCweBY4D+A8d10L0EQhHOaTH/Qo4bJzn0tGcfI3PRsTUYzemr0gVVBmlBazO6DEQ5F4pzf08dtLzgrYA+u3srimSMZXpzP3LEDyfe7cWlK1opRa0zHpSlM+/VfHT4mr1tj8HkB4rrJ9Zf347Ute6gaP4QLe+fgc6sYpskPFjnH19y5fLPDd/VKRRnBvgESponPpbKvJeYIJH180jBW1+52JKvne1Ra4iYJVe2yGDreapdwdtEtwioUCv0mGAyuaf/2QuCL7riPIAjCuUSqgPK5VHTDJGGYGCY8/PpHdlts4fRSeuUmAzSfnjqCu15KttzuGTco4xBhKyvqvB4+Vs29gv0tMV7YsJNbxgxg3toQRQV+9rfE0tLPrWskDNORun5NSV9+cm2Qp6cO50BL3K4Y9c3z4HVrvFSzy9FO/OPHn1M6oA93LHvP4XtyqeBzqyR0k5ieOTIi1XdlGCZeIylu4rpCxdL0MNDK8hJmLdnEiooynvvzp9w7bnBa++54KliCYNFtyeuhUCgRDAZfAH4FrOqu+wiCIJwLpKan3/vK++zY18KkRTV8q3o90379LreMGcDw4nzbR2WY0BiOsrzmM168dRSr5l5BcS9/RnHSO9fD01NHEE3onN/Tx+DzAtw06kJ7mPKjE4ayYP0O3JrqSD+HZBUq4HU5Utffqmtg9V/rcakqla99yJRFNVS+9iGGCW5N4b1dTSxYv4OmSJx8v5urS/qlZWjNXVZLwOdm8sJkWnz9gdaM926KxO2vrUR4yDyixxJi1nkTSoszBqe2IYZz4fjplMcqGAyqgAKMAd4NhUKxzt4gGAyeD7wLlIRCoZZMxxiGYep698c+aB1mYwlfDlm/riNr2HXO1TU8GIlz4/wN7D4YyRolkOqR+vODV9EcSTB76V8pDHi5Z9wgvto3YLcBU89bPHOkI09q9dwriBsmnx9y+rBev+ebNLXG0zxWF/bO4e6XtjiiE7I9Y9X4IVxcmEtTa9yupP3hvm9z9eNvp33mt+8fy+eH2miKxFlX90VaTERqttWzM0q5uHcuh6IJYrqBqihMXrgx4/09LpV5a0P87IZLmbhgY9p9//zgVZwX8B71v0d3/hyapklTW/JzeDSVfJ8L5SzcXXgm/y673drxe6yCweCjwKckW3ojSLb1bjnGOTOAolAo9L+BVpIbVbO2m3XdPCkGtjPZKHc6IOvXdWQNu865uoZtKeNYskUJWG2xogI/qgnn+TR7HI1umCzbuNPRGuwY0mldpzma4LE3P+GWMQOoWlNHYcDL4pkjCXhdtEZ1HrnxctyaSlMkzgsbdnLTqAu5Z9wgR95V71xPxmfM8WjEdcN+BiDrLsBPG1vs3YaPThjKf23ewysVZRiGiVtV0FTFDvbM0eDv+1ocGVTzp5c6RvQsmF5KJKbzv37/sT1sOdN9VZNj/ox118+hVZk8F9qTZ/LvcmFhXtb3OuOx+mYoFHowGAz+MRQKXRUMBtd14pz/BBYHg8F3SPr4fhQKhdo697iCIAhCR1JzkrKNW7FeX5iSy2RqGjOee5f500Yw4qLeeF0KL88u40C7Z6p67SeOSlNRgR+vS6OxOca8tSGqJw4l4HVxR0o0QvXEoTzyxid2m3De2hD/MWWY/UxFBX5653qymtf7u1SHx+rNv+1Ni1+wqlFwxAtWNX4Iqgle40iulNUcbEVjzrJaRz5XW0xnZUUZCcO0xVer7naIsdMtIiHbXMeVs8tsU7xwetMZYaUFg8FRwK5gMOgBCo91QnvLb3JXH04QBEFIkpqTtGD9jrSZdE9PHYFLU1h++2h76DAkvUaFAS+Gid2as6IKcr0a//Yvl3LTqAt5ct12WyhVrfmIB64L8tibIQ63JdIM7/ev2monn1s+rC8OR3mloozPD7XRFteJ6jq/nDyMZ//0KRNKi+md66FXrgdFMTnQGnc8y6MThrJ5135enl1GXDdwayr3vOxsLe4+GOGiPrnkaBDPoHoSpsmYi3szd+xADrTE7CHM94wbzAV+F7quE9dx7NqL62QPBD1FZPOGJUxThNUZQmeE1YskDei3Ao8BT3TrEwmCIJyDHCsDSdcN+gfcrGivwPhcKq+2f62qCqoCppEUYJaogmSl655xgxytNyuqoGr8ELvVNn/aCMLRBI+9mYxeqNvbTNX4IfZOwNQ4haZInNa4bsccPDphKI++8QnVk4YxccFGFs4o5acv1DLm4t788OpBjkrUM9NG8NQftqftTFx62yiiCZ2ZizdRWV5CYzjqWJ+iAj+HWmN48rzoGaIRfC6V6VdcyM3Pv+cQbE+u28ZD5ZdlFSWnW0SCJLif+XRmV+CyUCg0OhQKfRQKhX4EfNLdDyUIgnAukbrj78rq9Ux+toa9kQSapjqO2ROOM2VRDd+uXs+EBRs50BrHpSkoJngNE7eup1VbfJgM6JOb1e9kfX3H8s30CXj56fWXsHBGKYUBLxcX5tK/wG/HJ1StqWPKohqq1tRhmvCnB8bySkUZr23Zw5b6Jj4/lBQ0lgdsXMl5tqiy7nPn8s1MKC1OexaAhG5QWV7CBT19PD11hL0L0MqgQoEpizKvkW6Yafd6cPVWJpQWkzgNZuJ2FqsymfrZrfakcGbQmYrVfwWDwRuABFAFXEvSxC4IgiCcADrjq8l2jJVBdTSDs6KQ1ZNlYYWATllUY3ucPC6FLw5H+en1l9qVIOvYuctqqRo/BL9HY1zJeays3c2LG3excHopzdGEQ2ClYsU7pFJU4McwkwnqVotwcmkRi2eORFMVXJrKwZaonZieaY3iRuYWWu9czxlV7TnqvELhjKAzFav/A/wG+AsQB0Z36xMJgiCcYxzNV3OsYyzxki1/qQ2Fl2p28cw0ZwWoemIym8rCCgEFKAx4aYsbxBImB1vitMT0rBUvBexsqFnfGMD5+V4G9M6heuJQO309laICv70bz/p+8cyvo7aLv6W3jWLOty5i/PD+zFqyiasff5upz9agKgqFHSIQUtfIaqFluteZVu3RdQO3ruM3jIxVSOH0JmvFKhgMDm7/MgS8DVwNLAMGANu6/9EEQRDODTrjq8l2jFV1ymZwTpgmIy7qzVN/ODJ4OK4b5Hg028eUOtpmeHG+I0W9qMDP8ttHZ93h5/doFBX4WTJrJE2tcQ60xDnUGuexN0M8cF2Q+dNGpO0o/O2WPbw8uwzDNFEUaDgc5Ucr3nfszHti3TZHdeqOFE9YpjXKNgQ51cgvCCeDo7UCF2Z4bUH7v1d3w7MIgiCck/gwWTJrpGNgcHEvv2PbfybhYIkhcIqMVCO8pir0zvXwVl0Db9U12PccXpzP0ltH0dAc5YJ8P1VrPmJLfRMLZ5Q6UtR3H4zw8Ot1aXEIz0wbQa9cNwoKummy6O1P2fDpfqonDkU3TBrDUW569l2GF+dTWV5C71wP/Xr6eOK/tzN+eH87qHTxzJH2PD/rflaLM/V5k7sCcxyRDqnRCNlaaCKqhJNNVmEVCoWuAggGgz7g0lAotCUYDP7fwOsn6+EEQRDORjruAHRrEI0YjoHBC6eXguuIW0PXDXrluqksL6FvnpeefjePvPGxnZa+ZNZIFCUZJJo6O/Cakr78j/LL0ipOjeEo2xrCVK2po3riUG4ZM4C6vc0ZfVFv1TVw99WDmDdpGBf0TDbWHn69jrfqGpjzrYuYfsUA7rr6q9xx1UBeefczxl5ynmOIc+9cD4V5XnI8Ktdf3s8h3LLNH8zkw9pzMELV+CFc1CcXn6bgNdN3Tp5OO/yEc5POmNeXAf8NbAEGk8ynmtqdDyUIgnC2ki1Zu2Pr64l12/j5dy9zRAvEjSNZVFb8wb3fGUyB301UN/jkizBv/G1vUrxcfyk3X3ERv33/nzRHYmm5V49PGsZzf/7UDuIszPOw/PbRaGrmluM/D7UxZ2ktf3rgKqa2V5smlxZxw7Aj1SerkuV3qzz7zk7uumqQI+V94fRSBp3n3KGYLew0NRXduu6yjZ+xsna33Z7UXCouEA+ScFpxzFmBwWBwYygUuiLl+z9a1awTRTyumzLS5vRH1q/ryBp2nTN9DeOaxuQM8/pS5/xl8jktnF5K/4CbPeG4Y2xLak5Ux++t4NCn/7idxuaYnUPVGtO5tF8eu/a3YpomqqLQFImzedd+Jo38Co3NUYcIs1qOoy7K5+YxA4gmDHTDxK0pTH/uvbTP8vLsMur2Hs44K3BFRRlTFh35/MOL83nguqDjfgunl/Lb93cz4qLedm7W6tr65NDk9jVaNfcKmtsS9M3znpJxL2f6z+HpwJm8hoWFecc/KxCSRvZQKLQtGAwOBLQT+XCCIAhnO5qmElUUYoYJWXb3pba+5o4dmOZzsqIF+vldrJ57Ba1xHZeqOoYqTygtTstyuuulzbZos0QJJAccK8ChtoQ9ZHnhjFJmLt5EYcDLIzdeTr98PwfCMaIJnYe/P4Rcr4tf/C7ZYrR28GX6LIZpcsn5eVnfS/WKWTP7VlaUETdMXO1hpwv/tAv+tMtx/m3fvBg4soMx3++WcS/CaUdnhNWPgJXBYPA8YA8wt3sfSRAE4cwm1UPlc6l83hKjYmmtbdY+Vusr2wBj3TRBgcZwjLnLanl80jDHcV8mN6rjgON5a0P2fXcfjDD9ufeYXFrEtLIL+fHK9x3Vq8bmGFvqm9i1rzXjZ4klDPv4ju8pikL/gJuVs8vQ2831rXGdyYuOtBOz7UK02oap/i0Z9yKcbhxTWIVCoXeBr52EZxEEQTjj6eih6rjr7cl129P8TtUThxLwaPaOtmw+JwMw3RqNDS08PmkYvXI9zPnWRXbLrFeuh2tK+jp20xUV+O3XU2f2WRlWhQEvmqrwyylfw6UpjvPHlZyXNgrnwdVbeeTGy2mJ6fQJeNJ2Ks6fXkprLEF+jpvlt4+2Te6Wr+tQJI4n14NLgwPhOI3NUXt9LN9YOJpIu+6C6aUoClSWl/DChp3cMmYA89aGOj3u5VgjgwThRHG0HKtVoVBoYjAY3At2upoCmKFQ6IKT8nSCIAhnGB0T0jvuettS38Rjb4bsqIOmSDLz6YkffC0ZCAm4XVrGaIWHX6/jZzeU2ELkmpK+3D1uMHd0EDaALWYenTCU1z/4Z5qR/OmpI5h95QBMYM/BNr443EZrTOf+a4P2+dkqZ/3y/dzSnsR+TUlflt02GhMTw0xuZJz26yPP88y0EfyP8hJ0IykY94ejNIRjtqCyqm4dfWXXlPTlxVtHcSgSp6E5yosbdnH95f245Pw8bhp1oT38OTVyIRtuj+bwplk+rlPhzRLOfo5pXj8ZiHn9zEDWr+vIGnad03kNNU0lpqlEYjq6afL5oTY0VbGrUxYdzepFBf6kT0jX7YqXS1PYtb/VNm9bPqhVc69g4oKNACycUZrRIL5k1ii0dq9Sw+EofQIeZjyfbjJffvto/tkUSaue9S/ws7epjd4BLzMXp5+XKaizsrwEj6Y6qnMdj7eGPf/qD9u57ZsXM2VRjf0ZrNE8RzvXMvC36nS68qRpKs0mTPv1u2nXttb8eDidfw7PFM7kNTwu83owGHwZMs8BCIVCErcgCIKQgqapHEgYNB50CpWnpg5n5Zwy/tnUxv6WGKtr67l73GDWvL8bcA7Z1UlWvJ5Yt42fXn9pRqFhjZ2B7J6qSFynJZrgvB5ewtGkSMt0nKo4Rd/u9mdfeusopiyqYXhxflrbcsH0Uip/82HatXrneijIUuHqOOy5srzE9kstWL+DRycMxetSM547sDCXd+4f6wj8/DJZVW0oNDa3Zby2eLOE7uBoHqsFR3lPEARBSKENhfoDkbQU8R++tMVRdXl66gjWvL+bW795MTPGDEA3TDyqAqaJpqm0miYTSot55I2PeXTCUEfkwoLppTy57shEsWwZUD18Lkd78MVbR2U8Tm33LHWsiuntnQyrbbnstuSI2J37Wujpd9mjcFKv1dPvZm9TZsN6x2HPvXM9PPz6kc83b22I6knDso71sapKx1NbSpgmbXH9mCODBOFEcbTk9beDwWAF8HwoFEoEg8FvAZeFQiERXIIgnFN0xvism2bWFPHUis1dL23mkRsvt3f2pXp+vG6V+gMRewRNY3PMIXx8bpW7rhpE3d5mdh+MsLq2nvnTSx0i6umpI3j49TqHuHvkjY95euoIh8fqqanDtCrATwAAIABJREFUOdASs6tiqbvtPj/UZj9/YzhK6Itmigr89Al4WLZxV9r8v0cnDOWBVVspzPOkjebpX+Dj1+/stK9n7YBsDEeZtzZkJ6nnulUWTC91rMn86aXkaBDvQoS6z6WS53OlVd4Wzji2N0sQjoejtQJ/DlxOMnk9AdQDPw4Gg4WhUKjqJD2fIAjCKcXt0TiUMGlsPtLKu3fcYIfxWdOSY2RaY5krIx0rNv16+rklxbtk5VRVjR/Ck+u28/jkZPVmS32Tw4f18uwymtvi/J8pX6Mg18M/9rficykO8aUqOHYFgnMkzfk9fBimSUNzlJ+8+kHajj9rJ591T0tsVZZfhqKYTBp5IblelRUVZbQlDP6xv9U2kv/8eyVEE87RPL+cPIxbxlzI9oawbTbv6VLSZvq16SZPrtvm+Cy/WreNh8ov61K7TjdM7nppC4UBr33t1phOYa4HPZbowpUFITPqUd77F2BSKBRqBQiFQruAKcD3TsJzCYIgnHI0TWVPOM60X7/LxAUbqVpTxy1jBvDEum20caSN1IbCw6/XUZDrpnriUIoK/AC2sLCiDazXPFn8RPk5brbUN7Fg/Q6enjrCvo61Q25fOEpTa4J+PX3c8vx7PLluO5Acsmy18v55qM0+L/We+8IxLu6TQ8IwURQoyvdTGPCmPUNLNMGE0mJWzb2CF28dxTuhL7hlzACWbdzJgZY4Mxe/x53LthCJG3aL7f/9bgmV5SW0xQ3mLK11iLUfr/yAhuYYv5o63A44jcd03Lqe3AWp6+i6QcI0k7MHl9YyZVENc5bW8lZdA4kubrCKG8lAVkukTllUw6wlm2hLyG5AoXs4mscqHAqFHD/RoVAoHgwGm7v5mQRBEE4LOkYnWFWdyvISh/FZUZOp55qicEG+n2W3jSZhGHY7zPIkWfEDLi1zTlWeL3nFlbW72d4Qpmr8EC45P0BjOMbN7bv6rLbhr28upS1hMGvJJkdL7p3QF2ntwYXTS+kVcNPQ7Gw/WnMCt9Q32c9QfzBiV8msAc77w1Emfv0rVK/9hMKAl59cG7R3C1r3XV1bz7/9y6VZW6GGYeI1jKytN5eSeU266oPqrusKQjaOJqwiwWDw4lAo9Kn1QjAYvJgsOwUFQRDONhJHGT9j/WHWNJWGlnhGr9JD5ZfRw+uiavwQcjwaTZE4P3/tIwrzPGmep0cnDMXnVm0R0BiO0jfPi26SNqZmzrJaXrx1FIoCj9x4OW5NpSkSt1t2yzbupLK8hPN7+MjPcfPw63VMKC127DK0dgCmGuutBHZIzvC7ZcwAe+CyFfBpmGbaTsIHV29l8cyRABlFTGtMP6aQ8WGmZXd1JqPqWHTXdQUhG0cTVg8CvwkGg+uAT4GvANcCt5yMBxMEQTjVZKt2FOZ5HfEImapay28fjQ+TloTpyHyyuPc7gx1+ohc27OSh717GyoqyZJhmu/eo2cgs7prbEigK/PQ//+YQZ4fb4vacvYUzSm3xdts3L854nYsLc/n9Pd8kz+emas1HdvUq07zC+179gGW3jc54HU1VaGqNpRnQqycOdaxXNnTdoJ/flea96mqAZ3ddVxCykdVjFQqFPgK+BWwBcoHNwDdCodCWk/RsgiAIpxSr2pHqmbLM19Yf5mxVLQUIm6C2j6dJpajAj9+tUbWmjimLaqhaU8dt37yYh373EZ8daCWqG/Yff0+W83M8Wlol68HVW/FoR/63fkH+EVFoRTN0vI5umDS3JVi2cSf3jhtsH5MtdR2FrNeZv34HPrfKq3Ou4O37x/JKRRkD++TSy6U6jP5xTSOiJv/VUp5X140079WJoLuuKwiZOOqswFAodAh48SQ9iyAIwmlFtmpHPHak9pKtqrWjfcjxnG9dxPLbR9PYHLV3Fc76xgAWrN9BZXkJF/T04fe4cGsK9197Cav++g/KBhaS0zeAG/Ca6a2sRycMJaYbGYVPa0xneHE+//P7Qwh4XfazWUGcqblYz0wbwYL1O9jw6X4qy0soyHWzZNYomlpjnNfDl9mbpCoZ4xaq137CLWMG8Nibn/BQ+WXkGAa06xdrtTrOUZTRMsLZiIy0ETqNrF/XkTXsOidiDU/kQN5MYuGZaSOSFatoAlVRuK891sAK+Xxxwy5W1u5Om49nnet3qwS8LkwjWRHL9WqEo7pDnP30+kttQ7tFUUHSON/Y3EY4qvPye59x2zcvtu9/TUlffnZDCYZpYppwKBIjljDtalbD4Sg5Ho0pi2p4eXYyFLTjuBuXqvK/fv8x1ZOG0dQaY39LzA4WtUbbXHp+Hn4jfT3jmsbkds9W6jN3ZbTMqUJ+l7vO/8/e28dHUZ77/++Z2cdkAwkhQYS0IoXFSEGIQMTW0tIfPtFyTgOKEiooBNRW26NYe9q0ejg9FdFa9YgB9IAiCgj9lpZW5fulom0xagPC0ehCebDBggkPgWyyjzPz+2Mzk32YTRaSAIH7/XrxCrs7O/c992TZi+v63J+rJ69hey1tRGAlyBixfp1HrGHn6ewadpQ1sTsUmjWIajo2WSJbJiFDZUX8exRZYtW2/Sz98wFWzBqT0jtvUnEhlZMvJxRVkSSJRa99nOA7NTDPzZqKUgCONYfJzbIjSxKqphPVdOyKhKaB0y5x8FiA5X/eR1lJEfnZDgpynGQ7FP5lyTYenzaSR177hJ9/O2aD0NfjQJElnDaZzR8eYshFvVNc3V/cdoCJxf1YuKmWAo+Tn3+7mOPNEXN3Y1EfN72cNoJRDR342uKtKWuxfv5VXNzLZRkoBWSZayze8/aCCZaB2LmM+Cx3np68hqfbK/Bn6V7z+Xz/0QXzEggEgm4nOTsVlUgRm897qYZ1c0vJcijU+SMJVgXPlpdQ5LGnDa7sDoXP/JGUUt17BxpTnNiNnXa3xO20W1Q2goamsCkaP3g8wGetQvGl5aM51BhMyHjF79z7z38Zzr0ThyaMXVVeQoHHSWMgwj0Th7Dkzb9z2/hBzFrRZsuwes44Zjz3boJpZkNTiGlXFvFff/zYLPU9/Lta7pk4hL45Tg41Bsh2KNhUDZskoUnWOwALcpxkKdCCkpIRPBvWB4oiE1Vkwpputg9y6kK8Lug+2jMI/bz1z1XARcBeoA9wxRmYl0AgEHQaIzt10/Jqrlm8lZuWVxNMo02K6jrNGmZQZTx/50s1tKT5DlYUmRNR3XJX4PwJg1ME41Y77YxjDQbmuYm0zrG+KWwGVcnHN/hDuB1KytjzX6rhnolDqNq6ly/kZ1FWUpQyZkNTyPSjMgT0lRs/xO1QKMhx4A9FeWzaSBZPG8El+VnUnwzy4jsHQMdcz++/vCPFDHVpeQm5jpipavyaHwpEURQ57WYAV6uLT3vC9tPBaIy990gz05dV87XFW5m2rG0+AkF30F6vwKUAXq/3Oz6f767Wp1d7vd7/e0ZmJhAIBJ1AUWQCUqoVwoEjLZZZE0WWsCuSZVPikKpjc9iwqVpCpiOIRENT0NpF3W3nkdc+SehRl26nXX62w5zH4qkjzNeseg8WeJwU9+/FytljUGSJAo8z4ZiDxwNc0jeLBn+IQ43WYx5tDnPPxCEpAdf8l2pYW1GKXZH4vClsZrkMbVaktRVOgcdpNmheOGU4gwuyzcxUcyQ10DQygnZVTWt90B3C9nSNsc35nNZZBYL2ySRkz/d6vYMBvF6vF+jVvVMSCASCzmF8SR86kRr0PLVlT0rW5PFpI3n49x/xeVNMGG5YINx/rZdJxYUcONLMR4eaUjIdUV3naHPY0n6gMRChwR+iT7aDNRWlvLVgAr3ddstje7vtrK0opXJyMY++7sPjtLF0ZgmFvZwJx48qyuWB67zcsryab/7qbWY89y4PXOdlVFFuwvlssszCKcMZ1Debghxnypgbauq4pG9WSpmycnIxUU0nouo8vWU3B48HzPLljOfe5ZpHt1K58UPuvzY25o66RtOjK741TbqMIKS3PrDyA5v3Uk1C66BTJdpOY+zOtsoRCNKRSWD1A+AVr9f7GbAamNWtMxIIBIJOYnxJWwU9Df4Qedl2Fk4ZztqKUhZOGU5ulp1ct4M7X6qhrKQISGxfY1ckvpifRX1TiGhcYGWTJDbU1LGorK0kNqm4kNVzxjHsohxemVvK7sMnONYc5tCJIIvf+CThWGMX4APrd5n98QpyHGg6LNxUy7+t3ZlQbrtn4pAU1/MF63dxz8Qh5vkWlY0AYqakUU3H41BSAsnbxg/iREtbmdLYnbhwUy1fW7yVm5dVc9v4QYwqyu2wfJmskTJ0VPFkoqPqKCA7HWySZDbGPtX5CASnS7s+VgA+n+8vwNgzMBeBQCDoEowvaSvvpqXlJTz0u49SduK9ePtY9tT7yXXHCkSjinK5b9JQM4Nz37qdNPhDVJWXMLBVzO5C596JQ3lyy24qJxczMM+NrsOM595NEJM/tWU3DU1hHrx+GM//ZR+Vk4vNXXySREIvwZ/cWGy+/+DxgFluK+oTCw6sgo+iPm7WVpSaDu4Lrh1mek5pwQgX9XLy4u1jOdYcs0d42/c55VddYrqkpwuejLJoulKnVXuY020h0x3Cdhc6RX3cPDn9Cu5d84E5n2UzRUsbQffRod2C1+v9LvAg4DKe8/l8l3blJITdQs9ArF/nEWvYeTJZw4ii8NCmjygrKeLi3i5c9phdQF+PA1mCqx55M+U96+dfRVMwSljVqNq6N8VfytiN1+APsXrOOHIkTG2QseswrOpmc2IDw9tp3qoaM1i7ONfNp0dbeGrLHgpyHDx4/WXIksThk0GcNpl/XbItZX5vLZiAqumW3lXx/f6WzBjNH3Z+xuQrBpq7GQ0Rd92xAH09DnRi/QcLPE7umTiESwuy01onHG0OJ/QYNMZcU1GKrGPpAXY6PmHdZR7qcNmoD0Q5eCxg2kYM7OOmwKl0aKPRHuKz3Hl68hqelt1CHD8Cvg3UdeWkBAKBoLvIUmDBdcM4eCzmRH7EH2ZgHzfZMrSo1jYBR5vDDO2Xwy//WNtuBmfeqhoamkLYe7mw06oZAqKyzFF/qF1x+o66RprDakpwBPDAdZfFgh49Vk5Mzqipmk5EVVN68f365isoyHHy5n1fQ1FkQpEoM8cPQpFi1+pSYu1k+thksgo9aBJMX1ZtZsRmr3yfFbPGWK5J/94uBuS6LDNQWa2WBVahibEmhjg8k/Clu3r6+aM6s1tF+PHXtraiFEenziwQWJNJYLXP5/P9vdtnIhAIBKdJcoZER+JIU8jcDWbstuvtzMaFZtki5oVt+7lrwpcoKyliSKHHMkAaXJDNpOJCervt2GwSUUlBl0DXAU03heJW3k7G88m79G4qGcj8CYPNMt2Gmjq+P3EoAJtr6835PfLax8z96qVkOWysNRo1yxIP/z61rBmfwUowPyVm0mkl6E8O2J4tLzHNUQd4YuL6UzFNPR1OJyDr8JxpmlirmhCvC7qHTAKrFq/X+xrwAcTMRnw+379366wEAoEgQ6xKSK/MLWXB+l0JBpgtYRWN2Jf3AI89oX/fC9v2c8/EoTQFYxYL900aahkgHfGH+d43hvDXPfV8ZWghx5sjuOyy2TdvUnEhz5aXJBiMLpkxGtBZW1FKKKphUyRWzBpDlkNB03WynTYzg2UEUU9v2U3l5MupuGYwR5vDbNzxGWUlRUiSRC+3HUWWkIk5vf/kxmIAGppiFgpfyM/iUGPA3LU376UaXq0oNf+xt9IyNfhDaLrOmtaALT54UhQ5xQC1J/X3U2Rr7ZYiS2YvQ4GgK8kksPpjt89CIBAIThOrbfqhqGYaYCa3bbnYbSMSVslRZBy9XeR7nNwy9otU/vZDGvwhFpWNIMshJ/hPGRkvXde5a/V2Xrx9LJ+fDGKTZY74wzw+baTpe/X0lt2smDWGE4EIBTlO/MEoh0+EkCWJfr2dnGiJmJm0FbPGsGD9dsuSY0TVmFr1Tko/wUnFhXx/4tCU4M1tl5m98m8pmrAddY0EVZ3erSVBFzrLZ17J3FVtxz5z62heeudTtu07GvN3iqpE2lnfnuQDJUukbGBYVDYCWWwKFHQTmdgt7Lf4IxAIBGcVw6U7outUTi5O8HJqbElvgGn4Iqmqhq7DzOffZfbK99lR12gGNjkuO4++7qNycnGCv5QsSRw8HkCRJVb8dT8uu0zlxg8TfK8amsIcaw4zteodZjz3LvVNIW5eVs0P132AIklmdgusDUCNcqGmxzIryXqvspKiFHf4u1Zv5+DxYEqANn/CYAbmuTlwpDnhui/Nz2L1nHGsn38VlZOLeebNPUwZNYACjzPF3qA7bBDOJLoGL2zbn3AvX9i2H11kqwTdRCYZqztbf0rA5cAB4O3umpBAIBB0hFX5Lz5Do+vwhfwsy4AgouugKLjQCcQFDYZnU67bjtuu0OAPMW9Vjflew/RzYJ4bWZJiAc7q1GzTwinDaQxEzOdys+wsnVlCrttOKJrYTsc4X3KZKj/bQUhVeeKmkUitwZxBYY7T8rpys+wpz32pwMN/3zqKh39Xy5PTrzAzTCdCUdPSwaD2UBMLpwxPsTc4G/39uhLDEuNU7R8EgtMlEx+rW4y/e71eB7CuW2ckEAgEHWBVnjJKaAs31dI3x8FnrV+iyQHBJ4eb2FBTx09uLEaRJSYVF1JxzWD65jjRdZ3DJ4K8uG1/ipjbELg/c+tojreE07anuaRvFp8dD7C2opSWsEqBx8H3X9nBweMB1lSUJsypauvelJLj0vISVF3neHMs6ApFdSYVF1JWUkSu206+x2m5azDHlRhYDcxz0+APIQEFOY6EQCicpl/iJX2zUwKO0/WlOlfort2GAkE6MslYJR/fpR5WAoFA0B4pO/50PW15athFOSycMpzPjgd48Z0DKdqalbPH4LIrePtdxr6GZj482MiCa70cPB5E1XRawip9su1cP+LiWJlvcjGFOU48ThvBiEpZSRF9cxw0BSL0dlvvAAR48Df/a475xE0jzX5+uq4nBFIN/hBZDoU1FaU0h6K47Aq/+EOtuRtw1R1jWfbWXr73jSGt5b54QXzirkGnrS2zZGjCXHaZJW/+nZ/cWJwQCDkU2XLuLkVCjSaGS+dDYNIduw0FgnR0GFh5vd5DxHYDSq3H/7q7JyUQCARgXfJbPvNKct02y8BgX0Mzs1e+bwq+DW1NfraDfr2cfH4yxA/Wvp8QoLSE1RRbBpssoztiPfXKSooIRzUaAxE21NTRJ2swTrvM/6k+wDO3jubulxMDnl/+8eOETNoP1+3kke98mfLn30OWJB557ZOERs+rq//BnV8fTLbTZvpLGe89cKSF67/c3wyqjOfvWr2dFbPGcMdXLjXd1h+8/jIWThlOlkOhMRDh0ddjZqaVk4uRISEQynXZLLNQTt06CyUCE4EgczIpBfY/ExMRCAQXHh05dFuV/Oau+hu/mX9VSmBQVV5C5W8/BGJGnI+94WP+hMFcdlEOexuaCUZUM5NknOuu1dtZOGV4wnML1u9i1e1jCaua5e67cFQzA533DjSagVtvt51gRE0o0Rnn7J/rZlRRrtmY2dBuGU2VZz7/Hi/ePtbSX+pXN4+0zM6dCES4eVm1mbFqDkXNhsjx5Gc7UJL0UJIk9fgslEBwrpJJxurLwP8AA4HDwO0+n29Hd09MIBCc32TSwiRdyS8YTSxPuWxyq6fTZRxtDlO1dS876hpZuKmWtfNKCasaX8y3Nv3Mcigpz2k6ZDts3LG8OiUQe2F2WwC0o67RDJKM9i9WmbR/HG1h/oTBbKipY8mM0WZg9u83XIY/FOXxaSOxK3KKdqrBH8KZpmzX223nrQUT2NfQzGNv+Lhn4pC05qRWeqiOslCn05ZGIBBkprF6Cpjj8/l2er3eK4BngKu7d1oCgeB8JzkbVeBxUt8UwuOyYVcUshQIa20BixEsGTvSVFXFpchEbTL1/nCC0PzxaSORJYmLejtpbI6wcFOt2SQ5OfBoSXIQH5jnxm6TiKZx7HbYrAOdfI+DZW/v5dkZo83dgvG7FR+/aSRlJUX8YednZsNkXYcfrvsgISMGbdqpqvISUzAfX3JcVDaCxW98wnevuoQh/Tw8Of0KXDbZsrzncSj4wyq21p2QmQRH6YLeAa29BwUCQXoyCaxkn8+3E8Dn833g9Xqj7R3s9XrtxDJclwBO4D99Pt/vOjtRgUBwfhFNsjpINvN8tryEp7fsThBov7BtPz/8phcXOrR++dfHta6BWPBz36s7WThlOJ8ebSv/VW3dmyJmX1pegtPeFigZwc3qdw5w09gvWgZQh08EU86zZMZoXHaZ279yKX1znAlaJ6Nxs6rp5LrtzBw/CFkCt11J6BmYrJ1qCasEwipL/3yA4y1RXrx9rNn25oVt+7lt/CBe2LafhyZfjlPTIJyYxbPLEs0RlSlLtqVkBDsinSno6jnjyGk1GhUIBNZkElhFvF7vZODPwDVAqIPjy4GjPp9vptfrzQd2ACKwEggucFJKS0rbLjarpsd3vlRD5eRiNtfWm3YKaytKKch2cOJEgIii8OSW3fz4+ssSnM8No8/cLDu93PaEst1jb8RMP739coioGh6nglsiob3Nf/9pD3O/eikRVU2xQlg5ewyHTwTJdtpYMWsMwYjKP0/ErDc/Ox7kRCDCzzd+yG3jB3HfqzsTnM0fWL+LBn+IdXNLY+1UWq8zHsN81LiWB68fBsC6moPsqfczf8JghvbzsODaYYRVjZ/cWEyWApHWJFJ8eS8iKcyKaz4c75ie08G9SleCjW8+LRAIrMkksLoDeAz4JfAxMLeD418F1sc9bjfDJRAIzn/SlZZWzh7DrBXvkxsXABkcPB4g121PeKxpOo3BKEFZxibDbeMHMTOpz56RIfI4bfzjaEtC1snQXb14+1jW/+0f3DZ+ECfUWG+8ojw3/XKcjPjW5ciyRFnVOwm9BuVWAXhE1QlHNQ62BMjLtps7ByEmFN9cW09DUzjBqsFll7ln4hAGF2ZjUyQa/GHqm0KWGbE99X4Wbqpl8dQR5pjxc189ZxyzV76XkoVKziJJMgm7D42gMxPH9HSmoEebwxTmOEVgJRC0Q4ctbXw+36fAQuBh4Getj9s73u/z+Zq8Xm8OsQDrp10yU4FA0GNJV1rKtiusm1vKgDy36QFlYDidxz/WgJ/+9n/5+HATqkZKlutHG3Zxz8QhLJ46gmBE5akte1hUNsI8t6Fb0nSdaWO+wEO//4hPDjdx6ESQ5rCKLsWa9gZbHdINcfojr31CYS8nDa1lx5uXVVO58UMCYZXKycVUbd3Lhpo6CnJi3lY76hqp2rqXlrDK7JXv89VHt1K58UNOBKLsO9rCvJdqLOe2qGwEVVv3mrsTjfMZry8tL+EXf6hNWUejXY2Bosgca9WWxbfbmVRcmJFjumEKmjy3DTV1PcZxXSA4W0h6B/978Xq9PwWuA94HxgHrfD5fu15WXq+3CPg/wBKfz/c/HU1C0zRdVbu/75QitAGdQqxf57lQ1/Bzf4ivLHoz5fm//Ojr9PPEHM/3HmlJaAxcVV7CU3Eaq6UzS/jdjoNc4+3Hjzbs4ulbRvGvS7alnPPtBROIqhqfHgtQufFDCjxOs1VNS1jFZZdZsH4XT9w0ErtN5nsv70jQSoUiGsdawizcFAtgDP3XxbkuZj7/XkoW56U7xlH+/LssKhvBnsMnuHJQX+a3ljGNc8Qfv3L2GL75q1hXsFFFudw3aShFfbLQNJ3DJ4M8+nqsLQ/Axruv5vDJIPnZDgpznDhsMqW//FPadTQ4HojwnWe3pYz98pxxXJTjxGZTOvw91DSdz/0h6ltLpBtq6vjhN70M7puFJIKrC/az3JX05DW025Ua4Eqr1zIpBd4AfMXn82ler9cG/IV2TEK9Xm8/YDPwPZ/PtyWTCaqqTmNjSyaHdorc3KwzMs75ili/znOhrqGsKJalJVnHXI/+2TbWVpQS1WKlObtN4oHrLuPB6y9D08Fhk/jq0EIzS5WulGaTJFxOGx6nzdyhN29VjZl1efR1n2ncGe9hVeBxctQf5tKCbEJRleduK+FQY4iiPm7qjgXQNGtNlCTBilljeGD9LnbUNTKpuNC8DksNVVKZTZIks29fcjmzr8dBXpbdtDsIqnqH6wgQlGXruQInTgQy/j30KDK2Xi4Kc5z855ThqJrO4aaQsF/gwv0sdyU9eQ0LCtIrFTMJrOqBLMAPOICGDo7/dyAPqPR6vZWtz13v8/kC7bxHIBCcx2QpiQLxDTV13DtxqOmvpCgyn/kjZrlwUnGhZRuXQX2zzdJbul1+LnT8UZ1pS99hVFEulZOLGVLoYU+932zSDIkeVqOKcvnJjZfxg7UfJGTMXnnvUzNj9tId4yyDmpgQXTfPu7m2noprBqf1tDp8sm1XoZVo32jkXJjjxK3rqJpmCv8lmYz69qXTSCUbhXaEIYZ3KTKH/OF2PccEAkGMtIGV1+t9h1grm0Jgj9fr3QkUA0fbO6HP57sXuLcrJykQCHouyUGT8aU8sJeD5ohOVJZRJIknt+w2A4GykiLLNi5Gec3I6jz2ho+FU4ZT1MeNy67gkaFFBR2dNRWl6LqOLEmomm5ZljM8rOKDKmO8+S/V8OubrzB3Jf7XH2sTzD0H5rl5dsZoDjUGycu2M6oo1/TZMny3kgM/w0KioSnMwinDubQg2zKzNLggG48UC2yShf+TigtZPWccMqCkyRx1dePkdBq5dXNLhZBdIEiivYzV9NafDiAc93xe901HIBCcb1h9KT+5ZTf3Thya8MW/qGwEDU1hdtQ1trtL0MjqGEGWwybz6Ouf8Mt//TInwmpCVmz21YN45LVPKMhx8Gx5SUJ7mqryEhytjYv7tjZJTh6vIMdpBkyba+upnFzMmopSwlGNT4+28LONH9HgD7F46gh+9q3L+P4rH5hBX7y9w7CLcrBLElkKPDT5ctNyQpJIW85UVRVFkQlIEoFIm0h+c209tYeaYkGNqqbt7deVLWtdvWx2AAAgAElEQVTS2S9EdV0EVgJBEu0FViGgF/AiMJNYE2YZWAaM7f6pCQSC8wGrL+WykqKUYMsIluatqqExELEMOIxdggePBxhS6KFycjEvbNvPA9cN4/DJUEqgtuKv+5k/YbDZdmZtRSmhqIbTJvPw7z8ybRFsinXpbF9DMw9ePwxN17ErMsGIhsMmJxh7AixYv4tX5payYf5VVG780CwLGhYJRhAUUTFLa0EAybq0l22XCCk2/pnkKB8ftHUU1HRl4+R0pUWxQ1AgSKU9u4VSYCngJRZMLSXWzuaNMzAvgUBwnmB8KceTn+2wzIB8qcDDqKJcNtTUUWWx3b9q617zsdMmc9lFOTw0+XKy7YploFZWUmR6YW2urefQiSDfePwtDp0Isrm23rRTUDWdxVNTrQ+e2rKH+17dSTCiMbXqHWavfB8tTfYmomo0h1V+fMNlrJg1hlFFuQklOAOjtPfQpo/Y9dlJbIrEmopSNt59NZWTi3lyy27+cTLMvqMtZlAVf03zJwzusqBGUWQiikJAjv1UFOuvBCv7heTrEggEMdJmrHw+32+B33q93ht8Pt8fz+CcBALBeYSV3qdPtsO6WfGxFhb+y3D693IS1nRWzxmHroOm6zzy2semhmlpeQluXQcJgoAuWZth5mc7CLbakhvaJyBFWP67HZ9x3Yj+rLpjLPUnQ2YrGiPzZIjcDx4PcOBIi+XcJUgwK60qL6HQ48CmagkluCAxPdlt4wcl6K+MwHFHXSO1h5pYOXuMZQCXn+3olF7KIJMm2AZdXVoUCM5nMtkVOM3r9U6Nf8Ln893eTfMRCATnGcaXslGG21PvtxR2x9sMrJ4zjhnPvWvqqAwvKqOHXoHHAarGoUCUJ7fs5u6vDzHF6fF9BftkOzgZjDCpuJDbxg/isTd8AOb4L2zbz+yrBzEwLwsdHUWSeP4v+9hcW2/OP9mo9Kkte3h2Rgl3rm4LSJ6dMZpfvvZxivh93dxSpKTgI6rrlJUUWe4GNEqhVrYMxlz693bFdgt2Mqg5VUF6V5YWBYLzmUwCqzWtPyVgNHBx901HIBCcb5g9AjXdbNdy8HiAPfV+Vt0+lvqm1AxRQ1OIg8cDXNzblZCJeuS1T9hR18jbCyYgy7HAoHJyMXe/vD0lSHnpjnEsefPvbNt3lA3zr2L/0RYevH6YmdHac/gED337co76w9yyvDph5x5g2iwsnhrzvjJo8IfIzbLxyHe+jF2RaQmr9M6ym8HYqKJc05BUk1JNEG2SlLYUapQtk20Z4jNKXRFUgRCkCwTdRYeBlc/ni9dUve71ejd343wEAsF5RHy5qXJyMRtq6sxgYUddIweOtlC58cOUrEwwojKqKBdNxzITtbehmSyHwsHjAQpzrHf0NYWirKs5yKiiXBr8Ye6Pa4r85PQr6O224zvsTxj/4PFY8+c1FaXc8ZVLiagabodCgz9kzu2ZW0fz9Ja/s67moDnenx/4OgPz3BR4nNx/rTclGIovr7nQzVY1VuJ8K1uGS/pm41IknF0UVIEQpAsE3UWHgZXX650U97A/0K/7piMQCM4n4stNVVv3cv+1Xl7Ytp/KycXkt+qsnrhpJD9c1xb0LJ46ApssM3/CYMtM1Iu3j+W+dTtNEbfHabMMEAxd1D0Th6SIwO9d8wELpww3g7N4Dh4PEIpo3NcaiBkmo/nZDi7q7eI/fv9RSqnQoUhUlZfQ0BRKKfEll9dUVSPXZbPcDdgn2866uaUptgwudNSotbVCOsxMYRpNVFd7XQkEghiZlAJvift7EBD6KoFAkBHx5aYddY1sP3CMn9xYTENTiIiqEYxouOwKL94+Fp3YNuXDJ4MMzHOR77Eul50IRMwmx4vKRiBJ8Myto80gzMhsORSJScWFfCE/y/I8WQ4lra3DoRMBsx2OYZmwqGwEuq5z19e/RO2hpoRgxInOxW4bOS5bh+U1RZE5eDLMk1t2mwFbQY6T3jaJSKthqWHLcLp6pkyE6UKQLhB0D5kEVv8BFAH/8Pl8B7p3OgKB4HzCKDcVeJzcN2koA/tksa+hmdf+9xBTRg2g/Pl3KfA4eeA6LwvWJ5bPwNo8MzfLztKZJVRt3cvGHZ/x3fGX8Mybe8wgpU+2g7d9n9Ovl4t/v6EYVdeZVFyYkmVqCavW7ugzRhOMaMiSlKDvemHbfm4Z+0W8F3kS2vMYZqf93Tbs6VrJyBIBZGyShK60ZfGMOQ3Mc3epi3mmwvRTFaR3lAUTCATtt7TxAK8A+cABYIjX660HbvH5fCfPzPQEAkFPxoXOytljaGgKJQROL94+1jTZrJxcbL4GbUHAqtvH8t+3juJ7L+9IKBP+29qdNPhDLCobgSJLZpnPCFImFRdyz8ShzFrRZn2wZMZooE2Q/sRNI3HZY9qpx97w8di0kfTr5eTAkTY39ZWzx9C7VUzuUGTuv9bLc2/vZ3DBl8ymyQaGE7pVee3Z8hIebi0fGjYMBUlO710tGu8OYfqp2DMIBBcy7WWsHgFe9fl8LxpPeL3eOcBiYF53T0wgEPRcjMxGQNdx25WUwOlYc9h8nK59zdHmMMHWVi65bjsX57r57faDzJ8wmItz3bFdd2lc3ZM1VXet3s7K2WP58Q2X8fnJEK/+7SC3ln7B1FkV5DiZ+Xybm/qootyUYPCJm0Yy7coiZFlKG7SoWmJ5TZElM6gyjpv/Ug0Lpwxn9sr3zfd3peFnEAld11kxawxPbdlj7rTs7BiiX6BAkBntOa+PjA+qAHw+33PAiO6dkkAgOBdoz5U7+TW7Q0F32AjZYs816fDQpo+4ZvFWDp0IpgQihkEnYOqc4jHMPLOdsf/7KbKEjs6EYYUs3FTLt57+C7csr0bV9Ixd3e2KhD8YZfqyaiYW92PJm38n3JppkYACj9M8fv6EwSnB4A/X7eSi3i4ccqqTfHzQoqoadlXFrWmomp5QgjTOdUnf7C53MTcySjctr+Zri7dSufFDHrjOm9YB/lRpLwsmEAjaaC9jFUnzfLQ7JiIQCM4d0pV9+mTbUSSJQ/5wwmsrZo+hsTmcsLvPaKqc7HIOsP3AUVOnFIyo/M+sK7l95d9SbBUevP4yvv/KDgo8ThZPG0koqpnNiHfUNfLIax+nCNfTWRmomo7LrjAwz83FvV3c8ZVLzZ1/Rkbqv/74SbtNoHVdx6YmlvsmFRfykxtjWi4UxdQdKYqc1uTToUisnjMORZZwyFKKO/vpYJVRWrB+F2sqSpF1Oq2HEvYMAkFmtBdYHfN6vVf6fL6/GU94vd4rgWPdPy2BQHA2CUnWZZ/KycU4FDnF++ngsUDKc4aT+JbazxOCn0nFhdw4coCpUzIE42sqxnH4RGy3oCRJZtlu/KX5TBk1IEEzZbq0N4XJzbKzes44NF2nsSVMIBJl8dQRCWW8qvISAuEoT27Zw6KyEXhcNu5cvT0lI/XYtJFMX1ZNS1hNCSImFReiyBJ+TadPlp3fzL8KVdc51hxJuJal5SUM8Nj5zB/hyS27U8XxSZorQ6fUWdJllFRNR+6C4EfYMwgEmdHep/l+4Hder3crsBcYBHwT+NYZmJdAIDhLKIqMX9XadQZPfi2dH1RhjpMpowYk7Nq7qLeL6cuqE005V2/n6VuuIN/jAODAkRZTpP7MraN55s09KUHb4qkxVUJ8ULNkxmh+tTlmrGlos4wWOGVV73DweICGpjBPTL/Ccr4X93bxzoNfx6bICTv/th84yuQrBnLzsuqEoCIvy24ZgK6tKDWfN+aSn+2gf29Xiuaqq3RK6TJKnxxuYuGm2k4LzYU9g0CQGWk1Vq3WCmOBtwAH8B4wzufz7T8zUxMIBGeDIJLZaDgewzagf66b9fOvYunMEkYV5TKqKJd8j9Py+HyPE6dNpqykiKqte5la9Q6HLTRXBR4nNllm5vPv8fXH3qJy44fcf62XAo+Tu1/eTllJUcLxB48HuKi3K0UHddfq2LE76hqZt6qGm5dVM3vl+wSjbYHijrpGdAtt1sA8N6qu0xxWqT8ZYsZz7zK16h0Wbqrl21cM5Oktu1MCqJaIdQAa1XQKPE6WzizhweuHAfCLP3xMNI3mqit0SkZGKV67ZTR2NuYbpHOZq3j9mF1VRVAlEFjQbv7Z5/MFgQ1naC4CgeAsoygyLbrOU60ls/gSVlV5CQ6bxK1xffUenzYSl13m0dc/tvCDKuE/N7WVvIzynZXm6p6JQ1JKc/FNifOzHQnzHJjnRpasd+dZHWuTE7M5h08GU8qFi6eO4PCJIMGIllLWNMqg8UHRweMBFMnaa8suSyneXIunjsBlk7tNpxSfUYroOp8cbkrov9jVlg4CgcCa9nYFCgSCCwhDsL6vodn0d6qcXMzailIWThlOvsdhCswh9kV936s7yXHZeeC6YXyxT8yfauPdV/Py3FKe/tPuhJLXjzbsYv6EwWyoqeOZW0cnZFbSuaMPKfSwYtYYLs51pWRibGl25xmtcozHS8tLyJZJyOas+Ot++uY4WThluHl9bofCo6/70pY1rQI2o1Fy8ng2WWLFX/eb61c5uZgVf92PpqVmlbpiR6CBkVGySxILN9WaQZUxlhCaCwTdT+cVkwKB4LzA2FVW4HGa2ad5q2rMzFQ4al32OtYcZmrVO2ZWxu1QkLAueeVnO7ht/CBWV3/KwinDGVyQjSLHvuytMjl76v0s3FTLk9OvYPHUEciSZLqgz/3qYB6fNjJhZ9/iqSMIqSqPfOfL2BWZwl5Osu0KkXA0RR+UpUBWPw+HTgQJqxoP/y4WiFgJ15N3GxpjPfq6DyBBQ+XWdUK6zm3jByVk8BaVjQCJM6JTEkJzgeDsITJWAoEAaNtVtqOuMSFbtWbuOCKqhpImQxSMxL6qje39x5sjSFLbsaOKclk6s4T186+iXy8XG3d8xrZ9R3HZZcKqhlvXcevt64PuXfMBwYjGI699gkOR+fENlxGKqrjsspl1qpxczKOv+5jzQg3NYZX7Xt3JZ8cDhDWdgBwzznShm/qgSFiNjW1XzOzOwDw3RX3cllml3jaJdXNLeXvBBF6tKKUgx0mDP2T2EnTbFdx6LEjSdFKaMf9owy40/czolOLLgm8vmMC6uaXCIV0gOENI+jlg7haJqHpjY0u3j5Obm8WZGOd8Raxf5zmX1zCiKNy0vDohUzOpuJC7vz6EZ97cw11f/xKBsJriRm5TJP51yTvme9ZWlJLltOEPRljx1/0pmZuq8hIiqsp//P5jGvyh2I44VcXuUGjWIKrF9EGGV5XB2wsm0BRM9NZ6dsZofrbxo4TjANbPvwqnTcZhk7jjhdQWLIDZ884uSyiyRDCqmRmk+NfTZZXa65sXlGW+unhryhr/ecEEXNrZD27O5d/DnoJYw87Tk9ewoCCnBrjS6jWRsRIILkCsXNWtdpX9+IbLzF1533t5B4++nqi7imo6vdwORhXlmu9pCavkuu1c0jebn3/r8pTMzfyXaujtdpiPo7qOosh85o9w87Jq0x4gWR8UVvUUa4M7V2/nnolDEq5tYJ6b3m47T/9pD/9sDJm78x6fNpL6phC6XTEdyq9ZvJVpy6pp8IfxSJgZpEyySu0do0jW2T1FaJwEgvMeEVgJBBcQiiITtSmc0HR89X7uXfMBNy2v5lAg1lChv9vGqxWlvLVgAi/PGWfuvDOcyJNtDOyKzD+OtjB/wmAG5rl55tZRDOqbzRF/iE8ONaFjbVqp6/DAdV5TUB3vGr6l9nOqLMqCgXDU8lyX9M1KOfaB9bvYXFtPX4+D+6/1snBTLTcvq6Zy44f4w6ql99SpWhG01/LHKkjtSpG6QCA4dxHidYHgAsGqTc3j00ai6TqBiEogy062DMeaI8xbVWO2kRmY5zb7+SULuvtkO/jFHz7m19Ov4NX5V3GkKUT584mGnZOKCxOE7APz3PzjWAt9PQ5Wzh6DCx2/HvOyWjx1BB6njUBYNRskNwYiPPaGj3smDrGcg1ORWVtRyqETQY42h02LgUnFheRmOVLa4DQ0hdL2vIvKckaC8nQtfwwdkzDTFAguXJSHHnrobM8BTdMfCgbTtSbsOlwuO2dinPMVsX6d52yuYViWuW3l+2ZQcTIYpXrfUa4ZUsCM595lc+3nfG1YP57cshuQuP9aL0ve3MP91w7jlfc+5f5rh/He/mOcDEZbs1OjWfGX/fg+b+KaIQU4FJk7Xvxbwvn/vOcIT986mhu+3J+Jl/UjHFVZ+C9fZkPNQare3seMsV9AUjVsdoXii3sRjGjc9+pOtn96nK8OLWDB+l28/O4/sCkSt43/ItcP78/bexrMOSwtLyHPJuNUJBS7gq7D5QN6M6C3k5njBzF75fs895f9fFDXyM+/dTn7G5q5fEBvPqhr5GSwre3pwDw3VxTl8S9LtvFG7edMKL6IXg6FdBpUq7V8e08D/1pShNL6Hl3XUXQde+vPc0HPaiA+y51HrGHn6clrmJ3tPAQss3pNZKwEgguEdL3kshyK+XfDCBPadrU1NIWZP2EwuVl21laUEtF09jc089DvPqLBH+LXN1/BL/7wMYunjbQ8/+ETQdOO4ZlbR/P7Dw4yZdQA9tT7iWg6NkDVdBas38Xjrec4eDxg7kzMddsZkOcmS9fBJvObO8cTjKgJQvPP/JGE7NHqOePMVjfGPAzD0Q01dSlWBPHWCZm0mUm3lsKAUyAQiMBKIDgPsdqxZsO6l1xjoO1/jIbXlKq1BQ6GrgrgD/d8hbwsO8P65/D0raMIRzWONYf59xsuw65IrJg1hqe27DGF5wPz3BxtDpvnvvvl7VROLuZHG3ax6o6xKLKEIskEWsezKjkqsmSqn1RVIy/HRWMoYl5jRNepb4qJ1I2gLF25Lz/bwb0ThzLAYzfLdLIs8f2XdySI5TsKktL15RMGnAKBQIjXBYLzDEP/Y+x6M8TpWQopgurFU2NeUQYD89z09ThNk8x4JhUXouvw0O8+Yl9DM9OXVfONx9/iB2s/IKpp/GDNB1Ru/JAHrvMyqig3wYvKIF4I39gS2wV4KBA1W71Ubd3LorIRTCouNEXnU6ve4eZl1fwzEEV32GIltrhr/NrirWZvQWN3otE2J56BeW7693bR320jElbNHX2yDg3+UMqx7QVJQpwuEAjSIXysBBkj1q/znIk1tPKjGpjnZt3cUlzoCf5NzRGVWSvejxNgj6aX24Gm6yiyxIlAhIPHA2yoqeMnNxYz47l3eeQ7X+bB3/xvyvmNvn4D89ysun0sqg6Pvv5xinC9cnIxCzfVsmLWGP6/J95mYJ6bVytKOdYSMZ3fF08byawV76WMsXDKcC7q5SLXbWPastRrNOYwqbiQeycOTSsujyedEL3A40jwtjoVH6tzHfFZ7jxiDTtPT17D9nysRClQIDjPSKf/UXWdoNQWVDlsMs2Rtt13siSh6XBLXJPlZ24dzSX5WfzsW5cjS7Bkxmh6ueyW5891282/1zeF2FBzkHsmDqX2UFNCW5cXtu1nUdmIBMf2iKZTkONgbUUpmqajtT6fPEaWQ2Huqr+xes64tHMYmOdOKfe1F/gk7+AzAs7vVL3TYVAmSaDroEnEdhS2nk8gEFy4iFKgQHCeYUtjTqkBD236iI8PN/HZiSAtEY1ZK95n9sr3uXlZNcdawty5enuC4Pvul7dz4GgL05dVs/9IC//9pz1oum55fkOrNTDPjSJLTLtyIE9t2U3l5GI23n01r8wtJT/bTllJES9s288/TwQZVZTLilljCKs6/pDKi9v2czIYxZGmfU5jawYtXXudwtbGygUeR0K5r6PWMfFmn7qOmcUz1iHZ58rIck1bFitFTl9Wzd4jzRyLagl+VgKB4MJD/AsgEPQg2jOlNEin/3m5+gC3jR9k6paONYcTsj6G9imeeE3UjzbsoqykiEde+5hnbh1tqdUamOfm2fISBuS5+eG6nWyurWfeqhqmPPNXbllezRF/mIWbapl99SC21H7OA9d5qdz4Id/81Vt893/e44YRA3hyy24UWUrbO3BgnhtHmtf/bd1OZq98n2BUy3i9kmlvx59BvKGp8fqC9buoOxY4ZaNRgUBwfiFKgQJBD6EjU0oDK3NKSYbRl+SbFgqjinLJcdkSdralMwE1MlFGkLW5tp7vf2OIaYWgAxfnunjw+mG0hFU0TePwiaBlcFLUJ4tXK0rRJbjz64OZ+fx7KRmyysnFBKOa6QIfVHUOHGnmsTd8NPhDLJ95JbbWa7QyBjWE55muVzKZ7Phrz7pCWC4IBBc2ImMlEPQQrLIk6VqxJPex0zXIz3aY750/YTCPvPYxi8pGmFmfDTV1PJsmS2Q8NoKvYKQ1IyRL9O/tYuP2z8w2N3e/vAOP02bdK6+14bHvsB9dxwzyls4sYW1FKZWTi80gRlU1bFGVPLvE0H4efj39CtZWlDKoTxZBJPw62GUJt10xewvG785Lt16hDiwRMtnxl67c2hJWheWCQHCBIzJWAkEPoTOmlFkKXNTbxca7rybLoeCyy1BSxMYdn5mZp8ZAhH45DtbNu4pIa0bnF39oC1gM4fnS8tGoOizcVGtmgqrKSwB4/P/t4eDxAMGIyqKyEWaGzCgXOmSJen+Yyo0fUjm5mEnFhdw2flDCcVXlJWQpEFExmzPHZ52qykt4astuNtfWMzDPzcrZY3i11bg0XqQelWXL9QqqOr0VGVXV0u7s66gdjRF8JZuMFuQ4Y8d2/nYLBIIeirBbEGSMWL/O05k1zNRGITkQsDuUlODkmVtHY1Ni2Z4/7PwnQ/v3Ij/bwUW9XCDp/Mfva/n5ty5n9+d++uY46e22I6ET1XScisxNFlYHL90xjh+u/YAGf8jszXfPxCF8IT+LfxxtoaiPmyyHgu+wn6e27AHg8ZtG8t3/SbVVeLWiFFtUTXvNhq1C/BrY1cRwJt17F04ZjrfQgwv9tEqFBooiE5IkIlrMZNQhS9ha+wSe64jPcucRa9h5evIatme3IEqBAkEPIV2JKkvB0hBUUWQUReZEVE8pid39cmz33yOvfcyEYf1MQfv05dUcb47w3asuIRDReGrLHk4GIty6vJqvPrqVmc+/R0jVLDNBR/wh7pk4xBSyN/hDuOwyLpvMpQXZPPr6J4x/5E3TzBMwfbKSzxVUYyag6bJ0hrWD8Thq8R9EFzpVFqXNp7bsIaqnLxVmKj43SpVuTcMZVZHC0R4RVAkEgu5FlAIFgh6CUaIyyl5GliSgtQVOo4pymT9hMIGISiDLjl2WaGht8xKPEZyUlRRx5+q24KLA4+SIP8ygvtkossQ9E4fwow27KPA4zZKhqsVc2JONP482h/lSoYf6k0EevH4YjYEIj77uY/G0ESn2BUbfvvqmkKVQ/MCRZryFHmwSHbbhSeeSrqoahR6H6dPVGIiYAnhbq5+X6PcnEAi6GhFYCQQ9DMOh3ChfrbpjrBlU3X+tN0WvFFG1tMFJvMVC8vsnFRfy4xsuo8DjTDnvs62aKkPnZOivbv/Kpdyy/N2EcRRZShvYPf+XfVSVlzA/7noWlY3gsTd8PDn9CjwSKVomQ2NlnN8QllvpmmyqRmGOM6Xc5yJmlir6/QkEgq5GaKwEGSPWr/MYa3i67VCsdEMrZo3hlfc+ZcG1wzgRiHC0OUzV1r2m6PyxaSNRNT0hMHrm1tE89LuPmD9hsClCXzqzxPy7wZqKUgJhlcqNH6YEIGsqSjncanWwoaaO2VcPoijPzfTl75rjPHHTSAbkublpaarWaf38q1A1HVXTCas6gXCUf54ImmXEtRWlRDUdt01G1XRTnJ6f7eBoczhh7YC065lurTOxY+jJbWvaQ3yWO49Yw87Tk9dQtLQRCM4hTtdfCax3Br72v4f4/sShzF75fkrWZ0ddI/16ufjlH2upnFxMfraDghwnL1cfYEddIxtq6lgyYzR3rd5uaRC66LVP+NXNIy0zTkf9YfpkO1BkibKSIh593ccT068wS28tYZW8bAfZipSSdVo5ewxH/eGUXXVGULVkxmge/v1HZkasbX1UZFnCrqpt5boO1lNVNexgHm9ktjra/deZ+yQQCC5cRMZKkDFi/TpPbm4WDU2htLv7kne2JRNRFB7a9BFlJUWmRUJvt537X91puXNu4aZa1laUEoho2GSJWJVLR5FjWaBYf0CNcFTHYZOZ8dy7KedZPWec5fPG+eObL6+cPZYFr+5kR11jwnUl71qUJCybKL8yt5RQVEtp3jypuJCff+tyVE3HZVewRdta1LS3W7Kj9exorTs6b0/NaInPcucRa9h5evIail2BAsE5RCYtU9KRpcD3Jw5l4aZabl5WzcJNtfTr5bQ8X362g2fLS3j49x/xzV+9Rfnz73K8JUz9yRDTW3vc3bK8mn82Bln+9j4aW8I8cdPIlFY1gUiUx6clPm8Yh8Y3Pl5UNoJHX/+Y+6/1MqooN+G6kg1LI5r1GkRUjaP+UEJQNaool9vGD+LmZbFdj995dpu567Gz69keHZ3XyGhZ7cYUCAQXLqIUKBCcYTJpmRJPfFYkrMHTW3Yn7LA7cKTF8nyFvVz856aPzCClwOPE47Qz6+X3Enb5tYRV7ps0lMMnQwxozTrJEqiazvK397Ft31EWTx3BilljTA1XfPuYwl6xcxnP1R5qSshixV+XcS1Kmt1+APkeJ+vnX2VqxeZPGGzqw4xrnvdSTSxzdBrr2VX3KZ1dgzEvgUBwYdJt/7Xyer3jvF7v1u46v0DQU8mkZYpBclbk5mXV3DZ+kJkRAnhqyx7LhsQnWsJmUGXs+GtsCZu7/IysV+XGD6lvCrG6+lOO+sPMWvEe33j8LWavfJ8powZQ4HFiV2QeWL+LiKoltI+pKi/h39buZN6qGrP8F5/Fir8u41oe2vQRDf4Qi6eOSJjzk9OvoDkUZdaK95ha9Q4LN9Vy/7VeLsnPsswcqa2Zo1NZz668T92VKRMIBD2bbtFYeb3eB4CZQLPP5yvt6HihseoZiPU7Naz0Nzk5rlPaFVbryLgAACAASURBVJip8/hv5l9FRNPNhsRbaj9n7jWXmhmmXi4bC9bHvKMcimy5y2/FrDGmAD7++YVThjO0nyemb0raoWdTJL5T9U7aHX+apqO0Xl8QiZuWV5varAKPk/kTBptZs+L+OZRZnGttRSk3W+ix1laU4oimap2S59gZ3VN796m7tF1nAvFZ7jxiDTtPT17Ds6Gx2gt8p5vOLRCc86TT3xj/kUnWHKX74k+XFcnPdgBtWRSbquGxSTjtChtq6pgyagCzV75vZn48ThsFHidVW/fyhTQZoHR+U5f0zcat67g1DSkcNd3G7aqKTdVSsjrGjr+bl1Xz1bhrl+S2bNbB4wF21DUyb1WN2bw5GLV2dFc1PaFZtJGRk+MqfcZ6eiRo8IeZtqxrdE/t3afuypQJBIKeTbdorHw+3wav13tJd5xbIDhbnMoOsHT6m9/cOT7Dhimx8RRJStAbGSW4/r1d/HnBBDMbBOCPxjJEP518ObfGZVIOHg9w5+rtLJwynNkr3+dQY8BSO6RquuXzLkVCjVpnYKzc4GVIcVqf91INaytKTWNSS+2SbK1pUmSJF7btT2gW/cK2/Tw0+fKM193QPXXlLr5MmjULBIILj3NCvK4oErm5WWdgHPmMjHO+ciGvn67r7D3SwtxVfzM9jZbPvJLBfbOQLETSn/tDaXe9FWawhlbjGe7ms68exBF/iBynnX65ToCEY9fPvypN5imLgXluHt+8m8VTR7BgfZth6OKpI1j+9r6U56vKS+iT5UCW04eDuq7zedz4G+++2nJ8XYflM6/kif/nY1HZiATD0uUzr6RvloPlM69MWeO+WQ5++E1v6vMeR8rap1t3TYLevd2ndA8zJee033n2uJA/y12FWMPOc76uYbf5WLVmrNYIjdX5w4W8fqeqp0l3/G/uHI8UiqQcn+n7V8wawwPrd9HgD7FwynC8hR6AhGOtHNQNB/b8bAfHmsPIrTveIqqGIkvYZIlQVOPzkyFCURW7ItMYiLChpo6HJl/ermYoea7/94fXWGq11laU4m5tfizJoOkkaLAMN/R0LummhirJxyrT+5S8TvGvneuaqK7mQv4sdxViDTtPT15D4WMlEHSSU90BZqW/qSovQZHJSO+TPN6oolwqJxejyBLzJwymwOOkr8eBLkFE16mcXGzuFKzaujdFk1RVXkJ+th2bLPH8X/aR5VBwahpuTcMRVZHDUeyKxLGWsBlUVW3dy+ba+g53uSXPNRhR02qiDM2SLaLiiKq4WrVLEAuK/K1DeSQSNE3xWqc8tz0lqFIUmYiioOo6q+eMY1JxoTn20vISshSxi08gEJwZuq0U6PP5DgAdZqsEgp7AqXolxWuPgqrOgSPNVP72Qxr8oYzaosSPZ9Vc+YmbRuK0y+ZuueQ2Ni9s288rc0v5/GRsl+BTW3Zz2/hBvLBtP/dOHMoAj51IuC1Loygy9c0RM9MVX3rsyA8qeW1OBCK8+M6BFE3Uw99K1UQZY3emdYzV+6vKS7j3m0M5eDzAk1t2c+/EoRR4HKLpskAg6HZESxtBxlzI63e6X/6nuyU/fjzDnsDKBmH2yvcTnjOOfebW0Tzz5p4EB/P415PHTzfP1XPGkdOaacp0bV6ddxVRTUvRcA3um40UjnZ6jZJ/DzO1pHi1opRjLRHR+48L+7PcVYg17Dw9eQ1FE2ZBj+JM91+zGg9IeE5BZ4DHztqKUqKajk2WyJYhElbbna9V+anA40STICDLaa8vfsdZJE0JK8uhpDw3pNDD+vmlRDV48PrLWHDtMJa/vY91NQcTrA6iup7gDp6uTOZQJIIaRDOca1TX0YEfrPmAysnFXNzbhcuu4A9FCWs6WYqc8v72SnRWDua6rhNRFHO91TTvz3XbEx5HNF3s4hMIBN2OCKwE5xSdLQt11XhOu2xaBhjeTKGAlnLcAI+dz/zpsyDJZbJRRbk8cJ2X6XElvHTXp6paLLBQFMsSVks4MZszMM9NVNNoaFK5c3XbfJbMGA3Atn1HTauD5PKXValzUnEhx5ozy/AYc7UTyyA1+ENUbd3L/dd6uXP19nbffyplVkWRU3b2rZ4zzvL9jYFIyvlUVTXnCXBhSdYFAsGZQIjXBecU6XyIghm7P3XNeHXHAgnP1R0LWB7XrNHufJNF7PdMHGKWyDK9Pish/LMzRtMn257SMDnbYTODKuP8d63eTsXXBrOobAQbauosTSytxvjJjcWndS+Mc90zcYhlj7/k95+K0WYQyQyqjHP+4g+1qetTXsKGmroOzycQCARdjchYCc4pTrUs1F3jJZfZshyK9by09uebXCYzXk93vBWWJpwS3L16R4JA/NHXffx6+hWW57crEoP6ZvHQ5MszKue1V2Lr6F4Y5/K4bBm9/1SMNq3u1+baeh7+9uUJ789S4KHJl/PTG4tFyU8gEJxRRGAlOCuk0yWd6u67zs5BSTNevsfJ2opS03agJayeklt4/Hzjy2Sa097h8YoiE1VkwpqOquk4ZAlF17FF1dgHVoOwLVZuM8TZHc1H10HXQdV1gpKEy0LrFD/P1omc9r1QVQ37Kbw/eWyrEl1790vXYvYMxvsjKqLkJxAIzgqiFCg446Tro6co8hnrv2bM4cVt+1kyY3RKGenV9z/l5mXVLNxUywPXeRlcmG05L49N4lmLMlSWYj1mczDK4qkj0l6fosgci2rsPdLM9GXVfG3xVqYtS+13ly2TMu7iqSP4Tc1Bnk2+nhmjkWS4+RT753X2XnTlvTTu18O//yjFI0uU+QQCwbmEsFsQZExXrV9H2+vPxK5AYw6Vk4vZUFNHWUmRWVIzHidv1Xe2uobHzyuIxEObPkp5v5VbuTFmgcfJ/AmDyXXbaQmrXN4/x7QhiCgKvno/lRs/7NB+wO5QaNYgqunsa2jmqS172FHXyMa7x5PttMcMOTWdlnCUu1/ecVqO4529F111L+N/Z0YV5TJ/wmDysx307+3CrYsy36ki/i3sPGINO09PXkNhtyA4p+hIR5VJWair5pDrtrO5tj7B7wngjq9cmjC3iKZj01LnFZVly/f/9MbiFB2SMebB44GEEt7bCybgjjsmrZ4rSZsUCas4AFWWE/ysghGNKc+8ZT5eW1F62rq1zt6LrrqX8b8zO+oazfV7e8EEVE0EVQKB4NxBBFZnkTPt13Su0N06KkOjFNF0opqOIks4ZAmbqpnra8zBsB/IZKt+/PmN+6a0apqSs1Aum4yiJnphuZT0xxKOzcsuS2n1XIosoUhySu88RZaYVFxoBnfJ15TuGtNd07n4u3gmtXcCgUDQGUQp8Cxxpv2auoKuWr/uvHZDo3S8OcwP1+1McP4uyHHSx9YWmBwKRHmytdVLfLuYJTNG899/irmWJ88tee6TigtZcN0wjjSFEpzGV84eQyiS6nvVyx3bKRd/rHF+gGNRDVXTCEV17orzfzLayxjtaJK9s54tL+HpLbvZXFvPpOJCvj9xKHfGzTH+cUfXdC7+LvaEOfYkzqV/C3sqYg07T09ew/ZKgSKwOkucbquTs0lXrl93ZUja0ygtnDIcb6HHXF9jDpIMmh7TI8myhNsmE45qsfJf0tys7tuailLuf3VnwnMrZo2x1knNu4qblr5jed8BblpezSPf+TIvvnOABdcO40QgwtHmMFVb97KjrpGBeW7WVpSaPQLjz7G2ohRVa7MbaFFJsB+If9zRNZ2Lv4vG/dIkkHXOuaxaT+Jc+rewpyLWsPP05DUUGqtzkDPt13Su0V06qvY0SlkOJWF9TWfz+ME10FptDYwPR/zLVvdNItWbKt0cIqqW9r4bf7crMd3WHV+5lJuXVacem8Y7S9V03K16o2S7gfbsB3rK76Jxv4x/jM+dkE8gEAjaEHYLZwlDMxKP0Ix0HpvUplGKx2gB09n1tbpvVuOlm4NdkdPe92Tdl/Ez5Vi5a393xO+iQCAQdB0isDpLnCm/pgsNFzpFfdw8cdPIFI+nwYXZSK3NjyOKgt2hxJr52hXCtrafwdbXDZ8nRYk9DsgykgQrZ49JOHe8x9WoolxWzBrDoL7ZrJ4zjknFheZxS8tLyHfbU+77spklKEqsJLmmopSiPDcv3j6W7QeOWno2eWxSxr878XOPv6bkNYs/36TiQlbPGYfa2uy4I7+r06WjuWUyd4FAIDjXEBqrs8i5vhMrmXNt/dIRvyswoumgQ3MoiqbrCQ2Bny0vYdMHB7nG248Xtu1PEbG312S5wOMgGNVw2WQa/GGe3LKb2VcPwuO0JYzxzK2jsSkSHqeN3jaJ7CwnTU1B877bZQl/RGXx659Yjt/LbQMkjjWHOXwyyIaaOlPAnk4zFb8OmQq+4/VmmTZe7uw9am9u7b2ek+PqEb+H5zI95bN8LiPWsPP05DVsT2Ml/gt4FlFVDbuq4tZiP8/loKonoaoaUVXn5mXVTFi8lQmPbeVgY8AMeCCmIbrzpRqmXvkFfrRhF2UlRZYNg9M1WY6qMT1TVNWZ91INm2vrORmMpoxx98uxxzOee5cWtW1+xn3XgNkr3k87fjCiccvyaqY881fmrYqNM++lGlpUOvzdOZWG1sac9A6aSncVHc3tTDfjFggEgq5CBFaC85JkQXau224p0FZkyTQKPdUmy8njpDuH8XzUIjtsnL+j+aUb/1TWIJP3ns57ToeOxjlT8xAIBIKuRgRWgvOSZEF2OiG4qumdEorHj5PuHMbzVmJw4/wdzS/d+KeyBpm890wJ2TsaRwjqBQJBT0UEVoLzkmRB9oaaOstmy+v/9g8WlY1gQ02dpVA8W6ZdoXj8OFVb96Y0WDbOnU5cbjRTthp/yYzR5vxOZ5PD6WyQOFObKjoaR2zuEAgEPRUhXhdkTE9bP0WRCUkSkTTGn4ZppmEQKkuxn5qmo8QJwjvaZBD/ussmo7a20pFlCVkCXWszs7RaQ6OZsiSBbmFUSpp5ZboGp7pB4kxtqjiVdY1/vaf9Hp6LiDXsPGINO09PXkNhECroFMYX3Of+ELKidMkXbXtfqlaBipULerpzGQFTQNexAR4J1KiKFlVxKjLIEmFNx69JOJTEHoKKIhO1yYQ1nSYN7DYFuwz2sIo9bixVlpFlCbsiEVB1tNb52VQNSdViHyytbYdiixZrlqwFItgVGVmRaNZiGiubFstcRcJq7PySRFTTCUW02PVGE69XTXPdVmtzKkasxvkCuo5Nal03VUXNcKxTpaO5Ga+7FJkg4NfBpiicC/8ZFAgEgnSIwErQLt3Ro629cwLmawUeJw9c57XsqxcfCCX37kvXFy/+3FY9BCHWq68hqZdfVXkJAz12NFVPGet73xiS0NMv2TLA6nzLZpZgt8nMXvF+gvXDF3o5OHgynLE9Qlfel0zvyZnu02c1r+Uzr6SfSxG7aAUCwTmJ0FgJ2qU7tr23d8741+ZPGGwGJOnGTj5XWUmRGVS1d27jtQXrd1F3LGC+XncskDLm/FbbBaux7kqyV0i2DLA6X8WqGg4eC6RYP/ijesZr3dX3JdN70hVjdXZec1f9TdguCASCcxYRWAnapTu2vbd3zkzsC+LHztRWIfnc8a8ZPQTb6zMY1VLf39H8OupbaDVGpmvd1fcl03vSFWN11bwEAoHgXEQEVoJ26Y5t7+2dMxP7gvixM7VVSD53/GtGD8H2+gza5NT3dzS/jvoWWo2R6Vp39X3J9J50xVhdNS+BQCA4FxGBlaBdumPbe3vn7Mi+IHlsK1uFZzM4t/Ha4qkjKOrjNl8v6uNOGbOq1XYhEwuHZMsAq/Mtm1nCwD7uFOuHU+kB2NX3JdN70hVjdXZey2deKWwXBALBOcv/397dR9lR13ccf997dze7McENEh4kETlp/R5pCZgNBcSH1IIiPQVs0oIlKBEkidqCngJSsac9B6WSYnmQ8AwBg5Q2qZY+iHjAFAsiZaMGpXyFlGpCEQIkkYXdzd6H/jEzN3dv7tPunbt3Z/fz+md3Zn7zm+/89mb3m5n5fUflFqSuaEZYPgXpAomZFVit79ISDF3pCrMCM8GswFw+eJffzHDGXumxcoVCcVbgSDgrsFIphNL+8vkCMzozdGZzo2cFplOjZwU2OPsu7pl6jf5MJvq9luXHPmBWF7t3D9bfUarS78LmaQybl+QxVLkFaUo07T36R1Bryv5Y+6w01X7Utj1B6YKOCu2q9TWSo2bfxf7ylbencnlmRCvyMFLtWHkgC12l2yvEVtpfb083u3aNkMsF+3WVHWMs5RHG0rYRDf9MYjhWM3GldBtQRCYx3QoUERERiYmuWMWgnbdJ4tLI7bSx9hHt0+htukr9RbfR0mFV8qg6ei5fIBPeiqMAuQLsyeXJhLf3AIay+VFxlN6S60in6MikyOYKpEr67EynmNmRYiBbKN6m68ykyGYLxdhzhQJdHelgpmC+QFc6RSadYjBb/fhRXaudgyMMpdOJ/ZyUK7912pVOMaOQ/PMSERkvJVZNakUBzYlW6RxuWN7HdQ/+nAeeeql4TrNmVU+uKvWxbsUxDI/k6/ZbrQBmVFzzjkee4+PvPpw7Hw2+XrJxb7HN289ZzOvDOf70nh+NKvq5X3cHl33rZ+wYGGbdimMA9inUecPyPv71x9t5nx00qs/yGNeetYjN//sKfYcfwOoqhUvXLFvIlfc7OwaGWbNsITO7MvzVfU+xY2CYm5b3ceisTp4fGGHl+h8m9nNSrloB1KSfl4hIM3QrsEntLJ4Yl0rnsHp9P0v75heXV67vZ9dQdkx9bHt1sKF+qxXAjIprLu2bzyUb934t7e/5nUPFpCpad9GGLbz02h5WLVlQjKNSoc7V6/tZtvht+/RZHuOn7t7MB444pFh4tFLh0os2bCke76INW3j19ZHi8sqwwGjSPyflqhVATfp5iYg0Q1esmlSrgGFnlX0mm2rn0NvTOWp5T+lD3Q30Ua04Znm/lcaqtLhmVIizUkHOWgU4Z5IptonWl7fLpFMNxZhvoHBptE/58esV/0zK56RczYKqCT4vEZFm6IpVk6ZCAcNq57BrcGTUclem+selUh/VimOW91utAGa0f1SIs1JBzloFOKPjvLEnV7VdLl9oKMZ0A4VLo33Kjz/W4p9JUbOgaoLPS0SkGUqsmtTO4olxqXQONyzvY2P/tuLyTcv76O2ufoGzUh/z9+9pqN9qBTCj4pob+7fxlaV7v5b2d+icbq776Lv2Kfp54Owubty0tRhHpUKdNyzvY8MTv9ynz/IY1561iIeeeqFYeLRS4dI1yxYWj7dm2UL2f1NncfmmsMBo0j8n5aoVQE36eYmINEMFQmMwXWYFzp7dXXP8WjkrMBPO3JtsswKjfTLpFEPZfLHoaPnxo1mB2Y4MQyO5xH5OypUXQO2cgFmBSS4qOFloDJunMWxeksdQBUJbrJ3FE+MyliKbjfYR7TPefvcp1lkuLNAJ7FP0EyC6QRUdo7zwJ1n2fQ4oD3uyo4t3Ru1Gxb4nv7cwaL7keDWOn8vlmTO7m13DI6PWJ1mlgqpT4bxERMZLtwJFREREYqLESkRERCQmSqxEREREYqLESkRERCQmSqxEREREYqLESkRERCQmSqxEREREYqLESkRERCQmLSkQamZpYC1wFDAMnOfuz7biWI2IKoK/ODBMOpNJXMXryVbZvV48tbY3ci6lbbo70uTyQRX0TDpFZ0ea4Wy+WOU7k05BCgoFGIkqoWfSQIFUgWJF9GqV4OvFVqv9eMaq/E0H1caj0TGMxmckPzk+GyIi012rKq+fDnS7+/FmdhxwFXBai45VUyaT5oXBLCvX97N952DxXWaH9HQk4g/QZIu/Xjy1tgN1z6V0/7mzZnDxycZFG7YU2689axFfe+gZHnjqJebN6WHdisUUCvDywJ5R7a4+42hufngrK044nCvvd3YMDLNuxTEMj+Qbjq1W+0bGvtJY3HL2Yg7qztQcq0NndfL8wEjdOCuNT5I+2yIiU1GrbgW+B7gfwN0fo8r7dCbCEKniHyiA7TsHWbm+nyFS7QppTCZb/PXiqbW9kXMpbbNqyYJi0hC1/9Tdm1naN7+4DGm27xzap92F9/6YpX3zuWjDFlYtWcD2nYNse3VwTLHVaj/esfrk15+oO1av52kozkrjk6TPtojIVNSqK1b7AbtLlnNm1uHu2UqNM5kUvb0zWxLIiwPDxT88ke07B8mnaNkx4zSZ4s9k0uRT1IynVrzR99X2hdHn29vTWbF9b8/eN/ylUzCzK1O1XWn7au2qxVarfSNjX+9nV217Nl9oKM5q45OUz/Z4ZTLpKX1+E0Fj2DyNYfOm6hi2KrH6NTC7ZDldLakCyOUKLXvDdTqTYd6cnlF/gObN6SFdIBFv1Z5M8ff2ziRdoGY8teKNvq91LqX77xocqdh+1+BIcTlfgDf25Kq2K21frV212Gq1b2Ts6/3sqm3vSKcairPa+CTlsz1evb0zp/T5TQSNYfM0hs1L8hjOnTu76rZW3Qp8BDgFIHzG6skWHaeubgrctLyPeXN6AIrPoUQPJk92ky3+evHU2t7IuZS2uXHTVtYsWziq/dqzFrGxf1txGfLMm9O9T7urzziajf3bWLNsITdu2sq8OT3M379nTLHVaj/esbrl7MV1x+pNaRqKs9L4JOmzLSIyFaXKZynFoWRW4EIgBaxw96ertR8ZyRVambVGs6jyKUgXSNzMqckyKzD638VknhWYzxfoyKRJUYBJOCvwgFld7N49WHW7ZgXWl+T/5U4WGsPmaQybl+QxnDt3dj9Vnh9vya1Ad88Dq1rR93jkcnk62ftDzLU7oDGK4o+eLGp3/PXiqbW9kXMZ1WZPng7CD2oeyOaYETUsyR9SULJ+dGLRU3asscbWzNiX95lKpWpuz9VZv8+20vEZR3wiIhIvFQgVERERiYkSKxEREZGYKLESERERiYkSKxEREZGYKLESERERiYkSKxEREZGYKLESERERiYkSKxEREZGYtKTy+jjsAH7R7iBEREREGnAYMLfShsmSWImIiIgknm4FioiIiMREiZWIiIhITJRYiYiIiMREiZWIiIhITJRYiYiIiMSko90BTBQzezOwHtgP6AI+5+4/aG9UyWRmHwH+yN3/pN2xJIWZpYG1wFHAMHCeuz/b3qiSx8yOBb7i7kvaHUvSmFkncDvwdmAGcLm739fWoBLGzDLALYABOWCFu29tb1TJZGYHAv3ASe7+dLvjidN0umL1OeBBd38/cA5wfXvDSSYzuwa4gun12YnD6UC3ux8PfB64qs3xJI6ZXQzcCnS3O5aEWg684u7vBT4MfK3N8STRHwC4+wnAXwJfbW84yRQm+TcBg+2OpRWm0x/HvyP4QUJwpW6ojbEk2aPA6nYHkUDvAe4HcPfHgMXtDSeRtgJ/2O4gEuwfgS+WLGfbFUhSufu3gPPDxcOAF9sYTpL9LXAj8H/tDqQVpuStQDM7F/hs2eoV7v5fZnYwwS3BCyc+suSoMYb3mtmSNoSUdPsBu0uWc2bW4e7649Ygd99oZm9vdxxJ5e4DAGY2G9gAXNbeiJLJ3bNmdifwEWBZu+NJGjM7B9jh7t8xs0vbHU8rTMnEyt1vA24rX29mRwJ/D/y5u//HhAeWINXGUMbt18DskuW0kiqZaGY2H/gmsNbdv9HueJLK3T9uZpcAPzSzI9z99XbHlCCfAApmdiJwNHCXmZ3q7r9qc1yxmZKJVSVmdgTBpfAz3P0n7Y5Hpp1HCJ7P+AczOw54ss3xyDRjZgcBDwCfcfcH2x1PEpnZ2cA8d78CeAPIEzzELg1y9/dF35vZJmDVVEqqYBolVgQPXHcD15gZwG53P629Ick08k3gJDN7FEgBK9ocj0w/fwHMAb5oZtGzVh929yn5AHGL/BNwh5k9DHQCF7q7nteVUfQSZhEREZGYTKdZgSIiIiItpcRKREREJCZKrERERERiosRKREREJCZKrERERERiMp3KLYhIk8KiiBcCh0/UNHMz2x84ubygpZn9BnANwe+xDuAJ4FJ3z8dwzLcBR7n7v1TYdg2wBjgP+JW731iy7THgTOCXBK/tOJKg1tEe4AJ3/5+wds9MgjpIncBz4bZXzGwV8IzqTIkkl65YichYnEXw9oIzJ/CYC4FTK6z/MnCdu38IOBF4BxBXbboPACeUrwyLu2bdfXud/U8G3uruJ4Xx3UbwvtLIx9x9Sfgy328DN4frbwUuM7NM02cgIm2hK1Yi0pDwHZFbCV6euh5YF159+Qnw28AA8H3gQ0Av8MFw3e3AAiADfDV83+QmgorLT4dXaQ4G1gH3ANvC9o+7+2rgC8BRZna+u0cJCMAvgHPM7DXgceCPgWwY5xcIrhQdDNzs7teHr7S6lqBA6ysEr9Z4F3AJwRWlw4F7gb8BPg/MNLNH3f2+kmP+GXBVA8O1DVhsZmcADwL/DPx7pYbufreZfcnMut19yMw2A78P3FepvYhMbrpiJSKNOg+41d0dGDazY8P1j7v77wEzgDfc/STgKeD9wErgZXd/N8FVpcvN7IAax3gHcC7wO8Ap4UvTvwQ8VJZUQfAS4ccI3qrwEnAH8OZw26EEV7mOAz5rZgcCtwCfdvclBEnOxWHbw4ClwPHAxe6eI0iuvlGWVBGe009rDxMFd38S+CRwOvAzgtuUx9fYZydBMgqwBVhS5xgiMkkpsRKRusxsDnAKcIGZ3U+QwHwm3Lw5/LqLIKGCIFHoBt4JPAzg7q+F2xeUdZ8q+f5Zd38tTG5eCPuo5nfd/erw3WPzCa6ORa9qedTdh8PXtfw0POY7gbXh1bJPAG8N2z7p7tnwRbr1Xu+Scffh8PtBgmSy1Cxg0MwWBqfsHyW4anYpwXsiU2XtCdcdTJAcEp73W+rEISKTlBIrEWnEcuA2d/+gu58MHEtwq28uUOu9WP8NvBfAzGYTPMz9HDAEHBK2WVTSvlJfeSr/rrrSzE4CcPcB4OdAlPQcbWYZM5sJ/BbwDOCEzzYRXK36t3EcYcdBMAAAAT9JREFUc7Dk+afNwKlm1hGe3wJghru/RHB17gozy7h7geCq1evh9+XOBR4seeh+DnuTLBFJGCVWItKI84CvRwvu/gawEfjNOvvdDLzFzP4T2AT8dZh4XAtcb2bfIXj2qpatwJFmdmHZ+jOAi83sifDl1osIbgtCMNvu2wTPfF3u7i8Dq4G7zOz7BLf6ttQ45pPAaWZW/pD+I+FxcPfvhv33h33eCXwsbHctwVW7H4Xnfg9wdkk/d5nZ98zsewS3/T5dsu1YgueyRCSB9BJmEZlSwofXV7l77DMXzex44Ex3vyDuvsP+O4DvAieGt0NFJGF0xUpEpEHu/gOgw8zmtegQ5wNXKKkSSS5dsRIRERGJia5YiYiIiMREiZWIiIhITJRYiYiIiMREiZWIiIhITJRYiYiIiMREiZWIiIhITP4fzH1WVJo3XpcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IyPB7WVicyY6adtp6BpwuR8QxClYics7Yts1/rD/IL1+v5OaFhfzF6jKnS5IIWjk4A/vGgy0OVyLiHAUrETknbNvm3nWV/ObNw9y6tISvXDpdS9XEmUx/EguLMtl+pJ2OXs3GLolJwUpExp1t2/zo1QPct6mamxcW8u3r5uJWqIpLy8tyCNs271QPO32hSFxSsBKRcRW2be5Zu5/fv32EWxcV8XeXTtf6f3EsOzWJGXlpbKluYyDk7ISfIk5QsBKRcTMQCvPNZywe2FLDbUuK+Zs103T5LwEsK82mZyDMztoOp0sROecUrERkXHT2BfnCIzt5dk8Dn19dxhcvnqpQlSAmBfwUZPjYVNWKbdtOlyNyTilYiUjE1Xf08Zk/bGNLdRvfuspw+/JShaoE4nK5WFoa4GhXP5XN8b9mnMhQClYiElG76jr41O+3UNvey49vmsfVc/KdLkkcMLsgnbRkD5sOaRC7JBYFKxGJCNu2eWR7LZ/5w1bcLhe/uHUhywfnNZLE43W7WTwpiwNHu2nq1OLMkjgUrERkzHoHQnzruXLuemEfSyYF+N3HF2Py0p0uSxy2qCQLj9vF5sM6ayWJY9hFmEUktvXZ0D0QimibqUkefINDpiqauvjG03upaOziMytL+fSKyXg0nYIAacle5hVksKOmnYunTyAlyeN0SSLjTsFKJM51D4RYu7chom2umZWHx+vmd5sO858bDpHh8/LDD8xj1ZSciH4fiX1LSgNsq2lnR00750/WpWGJfwpWInLWDjV388OXKthd18FlM3P5yqXTyE5NdrosiUL5GT6KsvxsqW5jWWlAd4dK3FOwEpER6wuG2VDZzA9eqiA12cP3rp3N5SbX6bIkyi0qyeKpXfVUtfQwOSfV6XJExpWClYgMy7ZtdtR28Mq+Jrr6Q1w+K4+/ed9UJqTpLJUMb3Z+Oi9ZjWypblOwkrinYCUip2XbNpXN3bxacZS69j6Ksvx88LwiPrq8lOxkDUSWkUnyuJlXlMk7h1vp6g+SlqyPHolf+ukWkfewbZuDzT2s23+UI229ZPq9XDs3n3mFGRojI6OyqDiLzVWt7KhpZ0WZbnKQ+KVgJSLvsm2bisYu3jzUwuHWXjJ8Xq6YlcuC4ky8bk17J6M3MT2ZSYEUtlS3s3xytgK6xC0FKxGhPxhme007m6taaekZINPv5XKTy3nFmXg9ClQSGYtKMnl8Zz0Hm7uZMiHN6XJExoWClUgCa+8dYHNVG9uOtNEbDFOU5eei6ROYlZeOW5N8SoSZ/HRSrCa2VLcpWEncUrASSUBH2nrZdKiFvQ2dAMzKS2dZaYDiQIrDlUk887rdLCjK5K2qFjr7gqT79BEk8Uc/1SIJIhy2sRo6eauqlZq2XnxeN+eXBlgyKUBWSpLT5UmCWFicyZuHWthZq0HsEp8UrETiXEdvkDcOtvD24Vbae4MEUpK43OQyvygTn1fjp+TcmpCWTHGWn+01GsQu8UnBSiROHWru5oEtNTyxq47egTCTs1N4v8llWm4abn2YiYMWFGXyzJ4Gatp6dflZ4o6ClUic2V3XwX9tPMTrB5rxelysmZlLSZaf/AxfxL6Hy+WipT806uN72nrpPen4kD3WqiRWzC5I5wWrkR017QpWEneGDVbGGDfwM2Ah0AfcYVlWxZD9XwI+PLj5tGVZ3zLGuIBqYN/g4xsty/paRCsXkRNYDZ3854ZDvLb/KFl+L59eUcrN5xXhSfKwdm9DRL9XTzDMxn2Noz4+NSWZ7p7+Ex5bOUNrDiYKn9fDrPx0dtd3cqnJJUlTekgcGckZqxsBv2VZK40xK4B7gBsAjDFTgY8CywEbWGeMeRToBt6xLOu68SlbRI6raevlJ68d4MXyJjJ8Xu5cNZlbFxW/e8fVWM4siYyX+UWZ7KztoLyhk7mFmU6XIxIxIwlWq4FnASzLesMYs3TIvsPAlZZlhQCMMUlAL7AEKDbGrAV6gC9ZlmVFtHKRBNcXDPO7TYf577cO43bBp1eU8tElJWT4dYVfot/k7BSy/F6213QoWElcGck7cCbQNmQ7ZIzxWpYVtCxrAGgavPR3N7DFsqxyY0wBcJdlWQ8ZY1YD9wPLzvRNPB4XgUDqkG33CdsyeurLyDnel+29A3T1RfZMUJrPQ6Z/ZNMevFLeyHee2kNVczdXzyvgq1fOojDLf8rn9rT1kpqSHMlS8XrcY2rT7Xa95/ixtnk649FuNLV5qr4ca5vDiVS7i0uzeaW8kX4b/L4kAqf5GT5X9F4ZGYnejyMJVu1AxpBtt2VZweMbxhg/8GugA/j84MObgSCAZVmvG2OKjTEuy7JOOzw1FLJpbe1+dzsQSD1hW0ZPfRk5x/uypT8U8XFLa2blEe4dOONzegdC/Nsr+3l0ex1lOSnc+8H5LJ+cDXb4tP/Gvf2h94xnGqtgKDymNk81xmqsbZ7OeLQbTW2eqi/H2uZwItXurLw01pY3sqmymStm59HaGo5AdaOn98rISJR+zM3NOOXjIwlW64HrgAcHx1jtOL5j8EzVY8DLlmX965BjvgkcBb5vjFkIVJ0pVInI8PY1dvIPT+6lsrmbP1tWwp2ryjToV2JaICWJ0uwUtte0Y9v6iJD4MJJg9ShwuTFmA+ACbjfGfBmoADzAxYDPGHPV4PO/BvwLcL8x5hqOnbn6ZKQLF0kUtm3z0NZafvzqfjL8SX86SyUSBxYUZfLkrnp21rRz0RTNxC6xb9hgZVlWGLjzpIf3Dvn6dBfFrxltUSJyTDBs84OXK3h4Wy2rpuTwzStnkp0a+TEzIk4x+ek8v7eB5/c0KFhJXNDtQyJR4uRJN3sGQtz1nMUblS3curiY2y+YDKOYmFMTb0o0S/a4mZWfwasVTXT3h0hN9jhdksiYKFiJRImhk2529Qd5aEsNde19vH9WLlMnpPKqNboJOTXxpkS7BUWZbK9p5+V9jVw7t8DpckTGRCNfRaJMR2+Q+96qprGznw8sLGTJpIDTJYmMq5KAn6IsP0/srHe6FJExU7ASiSLd/UH+951quvtDfGRJMTPz0p0uSWTcuVwu3j87j3eq26hu7XG6HJExUbASiRJdfUH+8E4NbT1BbllURIkWp5UEctmsPFzAk7t01kpim4KVSBQYCIX5ztN7aOzs46YFhZRmK1RJYsnL8LF8cjZP7aonrDmtJIYpWIk4LBy2eWRbLXvrOrh+XgHTc9OcLknEEdfNy6euo4/NVa1OlyIyagpWIg57eV8TB45287mLpzG74NRLJIgkgoumTSDd5+EJXQ6UGKZgJeKgXbXtbKpqZcmkLK6Yk+90OSKO8id5uGJWHmv3NdHZFxz+AJEopGAl4pD6jj6e3t3ApICfS2dqrikRgGvn5tMXDPPiKOdtE3GagpWIA7r7QzyyrYaUJA83LSjE43Y5XZJIVJhbkEFZTgpP7dblQIlNClYi55ht2zy+s46O3hA3LSwkzacFEESOc7lcXDMnn61H2jncojmtJPYoWImcY5uqWqk82s3ls3IpzjrdGuYiieuqOfm4QGetJCYpWImcQ42dfbxScZQZuWmcV5zpdDkiUSk/w8f5kwM8vVtzWknsUbASOUdCYZsndtbj87i5ak4eLpfGVYmczjVz86lt72NLdZvTpYicFQUrkXPk9QNHqe/o46o5eaQla1yVyJmsmT6RtGSPlriRmKNgJXIOHGntYWNlC/OLMrSwssgI+JM8XDYzl5fKG+nuDzldjsiIKViJjLOBUJgndtWT6fdyudF8VSIjdc3cfHoGwqzd1+R0KSIjpmAlMs42VDbT0j3A1XPz8Xk9TpcjEjPOK86kOMvPk7o7UGKIgpXIOGrq7OeNgy3MK8ygLCfV6XJEYsrxOa3ermqlrr3X6XJERkTBSmSc2LbNc3sbSPa4uWTmRKfLEYlJV8/Nwwae3t3gdCkiI6JgJTJOdtZ2UNXSw5oZE3UXoMgoFWelsKgki6d212NrTiuJAQpWIuOgZyDES+VNFGf5WaiJQEXG5Nq5+VS19LC9pt3pUkSGpWAlMg5e2ddEbzDElbM1EajIWF06cyJ+r1tL3EhMULASibDa9l62HmlnWWmAvAyf0+WIxLy0ZC9rZkzkBauR3gHNaSXRTcFKJIJs22ZteRMpSR5WTclxuhyRuHHN3Hw6+0K8tv+o06WInJGClUgE7W/q5lBLD6un5uBP0pxVIpGydFKAvPRkLXEjUW/YW5WMMW7gZ8BCoA+4w7KsiiH7vwR8eHDzacuyvmWMSQHuB/KADuATlmU1Rrp4kWgSDtus3ddEdmoSi0qynC5HJK543C6unpPPfZsO09jZR266LrNLdBrJGasbAb9lWSuBrwL3HN9hjJkKfBS4AFgJvN8YswD4HLDDsqwLgfuAr0e6cJFos72mnaauftZMn4jHrQHrIpF2zdx8wjY8u0dzWkn0GkmwWg08C2BZ1hvA0iH7DgNXWpYVsiwrDCQBvUOPAZ4BLotYxSJRqD8Y5rX9RykJ+JmZl+Z0OSJxqSwnlfmFGTy5S3NaSfQaSbDKBNqGbIeMMV4Ay7IGLMtqMsa4jDE/ALZYllV+0jEdgK6LSFx781ALXf0h1syYqOkVRMbRNXPzOXC0m931nU6XInJKI5kOuh3IGLLttiwreHzDGOMHfs2xAPX5UxyTAbQO9008HheBQOqQbfcJ2zJ66svIOd6XPW29pKYkA9DRO8Cbh1qYW5TJzMLR/w3h9bjfbTOSxqPdsbbpdrvec3wivf5Itnmqvhxrm8MZj3b9viQCWf5hn3fL+ZP54SsHeH5fE6tm5Ue0Br1XRkai9+NIgtV64DrgQWPMCmDH8R3GGBfwGPCyZVn/etIxVwNvAVcB64b7JqGQTWtr97vbgUDqCdsyeurLyDnel739Ibp7+gF4fnc9obDNhVOy331sNIKh8JiOP5ftjrXN1JTk9xyfSK8/km2eqi/H2uZwxqPd3r4BWlvDI3rumhkTeWJbLZ9bURrRu2/1XhkZidKPubkZp3x8JMHqUeByY8wGwAXcboz5MlABeICLAZ8x5qrB538N+A/gt8aY14F+4LaxlS8SnRo7+9h2pJ0lpQGyUyN/ZkBE3uv6efk8u6eBVyuOcsXsPKfLETnBsMFqcFD6nSc9vHfI16c7d3vLaIsSiRVr9zWR7HVrMlCRc2jJpABFmT4e31mnYCVRRxOEiozSoeZu9jd1c8GUbFKTNRmoyLnidrm4dl4Bm6paqWnrdbockRMoWImMQti2ebm8iUy/l6WTAk6XI5Jwrp17bOD6U5qJXaKMgpXIKKwtb6Suo4+Lp0/A69Gvkci5Vpjp5/zJAZ7YVUdYc1pJFNEngshZ6guG+c3GKgoyfMwtOPVdISIy/q6fV0Btex+bq4ad0UfknFGwEjlLD7xzhIaOPtbM1GSgIk66ePpEMnxeHt9Z53QpIu9SsBI5Cy3d/fzmrSqWl2VTlpO4E+CJRAOf182Vs/NYu6+J9t4Bp8sRARSsRM7KT1/ZT3d/iDtWlTldiogAN8wroD9ka2FmiRoKViIjVN3aw+/fquL6eQVM1tkqkahg8tOZnZ/Oo9vrtDCzRAUFK5ER+um6SpI8bv78gslOlyIiQ9w4v4CKpi521XU4XYqIgpXISOyoaefF8iY+vaqMiek+p8sRkSHePyuPlCQ3/7ddg9jFeQpWIsOwbZsfv3qACWnJfHrVFKfLEZGTpPu8vN/k8bzVQGdf0OlyJMGNZBFmkYT2SsVRttW087XLZ5Dm89La0+90SSJxx+Vy0dIfGvXxl8zO47GddTy6q55r5xUAkJrkwacZUeQcU7ASOYNgKMy96yqZkpPK9YNv1iISeT3BMBv3NY76eNu2yUtP5sHN1aR5j12MWTMrD5/W8ZRzTJcCRc7gke21VLX08FcXTcHr1p++ItHK5XKxsDiLuo4+6tq1MLM4R8FK5DQ6+4L8cmMVSydlsXpqjtPliMgw5hZm4HW72Hqk3elSJIEpWImcxm/fOkxrzwBfuHiqlq4RiQEpSR5m5aezq7aD/mDY6XIkQSlYiZxCXXsv//vOEa6cncfsfC20LBIrFpVk0R8Ks1tzWolDFKxETuHnGw5h2zafX13mdCkichaKs/zkpifzTnWbZmIXRyhYiZxkT30HT0PkdA8AACAASURBVO+q59ZFxRRm+p0uR0TOgsvlYnFJFvUdfeyt73S6HElAClYiQ9i2zT0v7yeQksSnVpQ6XY6IjMLcwkySPS6e2FHrdCmSgBSsRIZ4wWpkW007n19dRrpP07yJxCKf1828wkxe3ddEa8+A0+VIglGwEhnUOxDi31+rxOSlc50mAxWJaYsnZTEQsnlip9YPlHNLwUpk0O82VVPf0cffrJmGR5OBisS03HQf8wozeWR7LWENYpdzSMFKhGPTK/x202Eum5nLopIsp8sRkQi4bkEB1a29vHmoxelSJIEoWIkA966rBOALF09xuBIRiZRV0yaQnZLEw1s1iF3OHQUrSXibq1p5bm8jH1taoukVROJIssfNDfMLWHfgqNYPlHNGwUoSWn8wzF0v7qM4y88nz5/kdDkiEmE3LywE4CGdtZJzRMFKEtpv3zpMVUsPX71sOv4kj9PliEiEFWT6uXj6RB7bUUvvQMjpciQBDDtRjzHGDfwMWAj0AXdYllVx0nNygQ3AfMuyeo0xLqAa2Df4lI2WZX0topWLjNGh5m5+81YV7ze5rCjLcbocERknty4qYu2+Jp7b28AN8wudLkfi3EhmQLwR8FuWtdIYswK4B7jh+E5jzBXAvwD5Q46ZBrxjWdZ1kSxWJFJs2+ZfXqrA53XzpTXTnC5HRMbR4pIsZuSm8cCWGq6fV4DLpelUZPyM5FLgauBZAMuy3gCWnrQ/DFwGNA95bAlQbIxZa4x52hhjIlGsSKQ8s6eBzVWt/MXqKUxMS3a6HBEZRy6Xi1sXFbGvsYt3qtucLkfi3EjOWGUCQ38SQ8YYr2VZQQDLsl4AOCk71QJ3WZb1kDFmNXA/sOxM38TjcREIpA7Zdp+wLaOnvjzR0a5+fvxaJQtLsvjURdNwn8VkoMf7sqetl9SUyAYyr8cd8TbHq92xtul2u95zfCK9/ki2eaq+HGubw4mm138mfl8Sgaxjd/reuqKMe9cd5JGd9Vw6v+iUz9d7ZWQkej+OJFi1AxlDtt3HQ9UZbAaOB6/XjTHFxhiXZVmnnf42FLJpbe1+dzsQSD1hW0ZPffkntm3z1cd309E7wFcvmU97e89ZHX+8L3v7Q3T39Ee0tmAoHPE2x6vdsbaZmpL8nuMT6fVHss1T9eVY2xxONL3+M+ntG6C1Nfzu9vXzCrh/82H2VjVTcIqpVfReGRmJ0o+5uRmnfHwklwLXA1cDDI6x2jGCY74JfHHwmIVA1ZlClci58syeBl6pOMqdF5QxPTfN6XJE5By65TxNvSDjbyRnrB4FLjfGbABcwO3GmC8DFZZlPX6aY/4FuN8Ycw3Hzlx9MhLFSvTos6F7HG5dTk3y4BuncaV17b3c/XIFC4sy+ejSkvH5JiIStQoy/bxvcOqFz6ws1RQrMi6GDVaWZYWBO096eO8pnlc25OsW4JqxFifRq3sgxNq9DRFvd82sPHzJkX+zC9s233munFDY5p+uMlpkWSRBfXhxMS/va+Kp3fXcvPDUY61ExmIkZ6xEYlqfDX94+whvVbXyhfdNJS01mZb+0Z1t62nrpbc/REgXtkVi0nnFmczOT+f3bx/hpgWFuDX1gkSYgpXEvV117fx8XSVTJqSS6nWP6Uzb8YHCK2fkRrBCETlXXC4XH11Swtef3svrB5q5aNoEp0uSOKMlbSSudfYF+c7Te/F53Vw7N18TA4oIl86cSH6Gj//ZXO10KRKHFKwkbtm2zXefL6emrZcb5xeQ7tMJWhE5NmfWhxcX8051G3vqO5wuR+KMgpXErT9sqeHF8iY+tXIypTmJO1mdiLzXjfMLSEv26KyVRJyClcSl7TXt/PjVA1w0bQK3LC52uhwRiTLpPi83zC/gxfIm6tp7nS5H4oiClcSdxs4+vvbEbvIzfPzTlUbjqkTklD68uBjbtnlwS43TpUgcUbCSuNLVH+SLj+yksy/E3dfPIcOvcVUicmqFmX4umZHLoztq6eofbqU2kZFRsJK4EQzb/P2Te9jf1MX3rpvNzLx0p0sSkSj3sWUldPaFeHR7ndOlSJzQn/MSF2zb5gcvV7ChsoWvXT6DVVNynC5JRBzmcrmGnQy4KCeVhSVZ3L+5musWlRAODT958HguvSWxT8FK4sLvNlXz8LZaPnH+JD6woNDpckQkCvQEw2zc1zjs82blpbGtuo17X6lg9ggWZx+vpbckPuhSoMS8R7bV8JN1lVxucvn86jKnyxGRGDMlJ5X8DB+vVzRh21qvSsZGwUpi2mM7arnrxQpWT83hW1cZrfslImfN5XKxoiybps5+yhu7nC5HYpyClcSsJ3fV8d3n97GyLJt/vW4OSR79OIvI6MzKSycnNZmNlc06ayVjok8iiUnP7Knn28+Ws6w0wPevn0OyVz/KIjJ6breLVdMnUNveR1VLj9PlSAzTp5HEnEe21fDNpy2WTMrinhvn4k/SIFIRGbtFkwKkJXvYeLDF6VIkhilYScywbZtfvXGIu16sYNXUHH540zyFKhGJmCSPm6WlASqPdmuZGxk1BSuJCWHb5p61+/n5+kNcPSePu6+fo1AlIhG3uCQLv9fN+spmp0uRGKVgJVGvLxjmH5/aywNbarhtSTHfvNLg1UB1ERkH/iQPS0oDlDd00djZ53Q5EoP06SRRrbGzjz9/YBvPW4385YVT+OLFUzWlgoiMq2WlAZI9LtYf0FkrOXsKVhK1dta282f3b+HA0S6+f/0cPnH+JFwKVSIyzlKSPCyeFGBPfSdHu/qdLkdijIKVRKWndtXz5w9sI9nr5tcfWcSaGROdLklEEsj5kwN43S42aqyVnCUFK4kqobDND1/Zzz89a7GgKJPffnQR00ewdpeISCSlJXtZVJLFzroOWroHnC5HYoiClUSNnoEQ//jEbn7/9hE+dF4RP7l5PoGUJKfLEpEEtXxyNm6XizcO6qyVjJzX6QJEAI529fPQ1ho6eoP8w+UzuHFBodMliUiCy/B7WViUydYjbVwwJYcs/aEnI6AzVuK4isYufvvWYfqCYb5/0zyFKhGJGiunZOPCxQaNtZIRUrASx9i2zcbKZh7aWkMgJYlPnj+JeUWZTpclIvKuTH8SC0sy2V7TTmuPxlrJ8Ia9FGiMcQM/AxYCfcAdlmVVnPScXGADMN+yrF5jTApwP5AHdACfsCyrMdLFS+waCIV5encDu+s6mJ2fzjVz80nSpJ8iEoUuKMth25F21h9o5pq5+U6XI1FuJJ9kNwJ+y7JWAl8F7hm60xhzBfA8MPSn7XPADsuyLgTuA74emXIlHrT3DnD/pmp213Vw8fQJ3DC/QKFKRKJWhv/YHYI7attp1rxWMoyRfJqtBp4FsCzrDWDpSfvDwGVA86mOAZ4Z3C9CdWsP//3mYZq7B/jgeYVcMCVHk36KSNRbWZaNx+XSGoIyrJHcFZgJtA3ZDhljvJZlBQEsy3oBwBhzumM6gKzhvonH4yIQSB2y7T5hW0ZvPPqyp62X1JTkszrmnaoWHt9eS5Y/iU+tmkRehv89z/H7kghkvffxsRhNrafjdrtITUnG63FHrM3jxqPN8Wp3rG0e78dItnk60fj6I9nmqfpyrG0OJ5pefyTbPFNfpqYks3xKDhv2H6W+s58pUydEqsy4k+if3yMJVu1AxpBt9/FQNcJjMoDW4b5JKGTT2tr97nYgkHrCtozeePRlb3+I7p6RnRIP2zYvlzexqaqVspwUblxQSIrXfcrje/sGaG0NO1brcFJTkunu6ScYCkeszePGo83xanesbR7vx0i2eTrR+Poj2eap+nKsbQ4nml5/JNs8U18CLC3J5K2Dzfx6fSWzclIiUWJcSpTP79zcjFM+PpJLgeuBqwGMMSuAHWdzDHAVsG4Ex0gc6g+GeXhrLZuqWllaGuDWRcWkJHmcLktE5KylJntZOinAK+VNVDR2OV2ORKmRBKtHgV5jzAbgh8CXjDFfNsZcf4Zj/gOYa4x5Hfgs8K2xlyqxpqM3yP2bq9l/tIsrZuVyucnF7dZ4KhGJXcvLsklN9vDT1yudLkWi1LCXAi3LCgN3nvTw3lM8r2zI193ALWMtTmJXfUcfD22poS8Y5pbzipg2Uev9iUjsS0ny8KElJfxm4yG2VrdxXsmwQ4glweged4m4yqPd3L/pMAAfX1aiUCUiceXGhYVMSEvm3nWV2LbtdDkSZRSsJKJ213Xw4JYjZKUk8YnzJ5GX4XO6JBGRiEpJ8vCZlaVsq2nn9QOafkFOpGAlEbO5qpXHdtRRnOXnY0tLyPBrjW8RiU83zCtgUsDPT1+vJBTWWSv5EwUrGTPbtnm1ookXrEZm5qZx6+Ji/LrzT0TimNfj5s5VZexv6ua5vQ1OlyNRRMFKxsS2bV60mthQ2cLC4kxuWlCo5WlEJCFcZnIxeen8fP1B+oORnX9PYpc+AWXUwrbNM3sa2Hy4lfNLA1w1O0/TKYhIwnC7XPzVhVOobe/jgS1HnC5HooSClYxKMBTmiZ31bDvSzqopOVwyc6LW/BORhLO8LJtVU3L41RtVtHRrgWYZ2ZI2IicYCIX53nPl7K7r4H3TJ7BySk7E2na5XLT0hyLWHkBI40pFZBx94eIp3Pbbt/nlxiq+cul0p8sRhylYyVkJhsL8/ZN7eH3/US4zE1lWmh3R9nuCYTbua4xomytn5Ea0PRGRoaZOSOOmBYU8sq2GW84rYsqExF2AWHQpUM5CMBTmH57ayysVR/ncRVMiHqpERGLVZy+YjD/Jw7+/dsDpUsRhClYyIsFQmK8/vZeX9zXxpfdN5aaFRU6XJCISNbJTk/n0ilJeP9DMmwdbnC5HHKRgJcMKhm3+8WmLl8qPharblpQ4XZKISNT50KJiirL8/OjVA5o0NIEpWMkZhW2bf36+nBfLG/nCRVMUqkRETsPndfOFi6ZQ0dTFw9tqnS5HHKJgJadl2zZ3v1TBU7vq+ewFk/n4sklOlyQiEtUumTGRZaUBfr7+IM2afiEhKVjJKdm2zU9eq+SP22r5+NIS7lhR6nRJIiJRz+Vy8ZVLptMzEOLe1yqdLkccoGAlp/SrN6r43eZqbl5YyF9dNEWTf4qIjFDZhFRuW1LME7vq2V7T7nQ5co4pWMl7PLS1hl9sOMQ1c/L4yqXTFapERM7Sp1dMJi89mX99cZ8GsicYBSs5wQtWI3e/VMGFU3P4+hUGt0KViMhZS0328KX3TaO8UQPZE41mXpd3vXWohW88vZcFRZl879rZeLWgsojIe4x06a3FZdksKsniP9ZXsqQsm5y05NM+NzXJg09vuXFBwUoA2FPfwd8+tpvJOSn8201z8Sd5nC5JRCQqnc3SW8tKA2yvaeefntrDTQsKT/u8NbPy8CXrfTce6FKgUNXSw18/vJOsFC///oH5ZPqTnC5JRCQuTEhLZvXUHPbWd1Le0Ol0OXIO6IxVAmjvHTjtaeujXf188Y/bj00Eev0cknzeEZ3iDmkspojIiCyfnM2eug6e29NAaXaKrgjEOQWrBNDVF2Lt3ob3PN47EOJ/NlfT0jPAbUtKqKjvpKJ+ZH9RrZyRG+kyRUTiksft4uo5+fz2rcOs3dfEVXPynS5JxpEuBSaogVCYP26tpamrnw8sLKQoy+90SSIicaswy8/5kwNsPdLOoeZup8uRcaRglYDCYZvHd9RxuLWHa+cWMHVCmtMliYjEvQunTSCQksTTuxvoD4WdLkfGiYJVgrFtm2f3NlDe2MVlJpe5hRlOlyQikhCSPG6unpNHa88AL5c3OV2OjBMFqwTz2v6jbDvSzgVTsllWGnC6HBGRhDI5J5XlkwNsqW5jX6PuEoxHww5eN8a4gZ8BC4E+4A7LsiqG7P8M8OdAEPhny7KeNMbkAOXAzsGnPWpZ1o8jXbycnc1VrWyobGFhcSYXTZvgdDkiIgnpoukTqDzazdO7GrhjpZ80n+4jiycjOWN1I+C3LGsl8FXgnuM7jDEFwBeAVcAVwF3GGB+wGPhfy7LeN/ifQpXDdtd18ILVyMzcNK6claf1/0REHOJ1u7l+fgF9oTBP727AtjV/TTwZSbBaDTwLYFnWG8DSIfvOB9ZbltVnWVYbUAEsAJYAi40xrxpjHjLGnH66WRl3mw4288TOOiYFUrhhfgFuLVUjIuKo3HQfa2ZMoKKpi61H2p0uRyJoJOcfM4G2IdshY4zXsqzgKfZ1AFnAXuBty7JeNMZ8FPgJ8MEzfROPx0UgkDpk233CtozO9uo2vv7YLnIzfHx85WRSIjQxndfjJjXl9OteRVO7kWzT7XaRmpIc9XWOd7tjbfN4P0ayzdOJxtcfyTZP1ZdjbXM40fT6I9nmmfpyLO2ezoUz86hs7uGl8kY+fH4pU6ZPHHOb0SDRP79HEqzagaG3jrkHQ9Wp9mUArcCbwPGJOh4Fvj3cNwmFbFpb/zS3RyCQesK2nL2Dzd185g/bCKQm8cGFhdjBEN3B4WdVH4lgKEx3T39E2hrvdiPZZmpKMt09/VFf53i3O9Y2j/djJNs8nWh8/ZFs81R9OdY2hxNNrz+SbZ6pL8fS7plcPTuPX79Rxdcf28nvPraY9DgYb5Uon9+5uae+q34klwLXA1cDGGNWADuG7HsLuNAY4zfGZAGzOTZg/b+Amwefcynw9ujKltFq7OzjCw/vwAX84IML4uKXVUQk3qT7vNy4oJCatl6+/Vy5xlvFgZEEq0eBXmPMBuCHwJeMMV82xlxvWVYd8O/AOuBl4B8sy+rl2CD3zxljXgHuBP56XKqXU2rrGeCvHt5BW0+QH988j0nZiXtKVkQk2pVmp3DHBWWs3dfE/ZurnS5HxmjY0xiWZYU5Fo6G2jtk/y+BX550TCWwJhIFytnp6g/y14/spKqlhx/dNI/Z+Rn0OF2UiIic0c2Litjf2MlP11UypyCDJZM0z2Cs0gShcaQvGOb/PbabvfUdfO+a2Zw/OdvpkkREZARcLhf/eMVMSgIp/P2Te6ht73W6JBklBas4EQzb/MOTe9hc1co3rjS8b0Z83F0iIpIo0pK93H3DXPpDYb74yE46+4LDHyRRR8EqDoRtm+88Z/Hq/qP87SXTuHpOvtMliYjIKEyZkMr3r5/DoZYevvL4bga0WHPMUbCKcbZt829r9/P07gbuXDWZDy0qdrokEREZg2Wl2Xz9/TPYVNXKXS/s052CMUb34Me4X2w4xANbarhtSTGfWl7qdDkiIhIB184toKatl19urKIoy88dKyc7XZKMkIJVDPufzdX86o0qbphXwBcvnqr1/0RE4shnVk6mpq2XX2w4RKbfqysSMULBKkY9tqOWH716gMtmTuRrl89QqBIRiTMul4uvv38mnX0h7n55P163iw8sLHK6LBmGxljFoCd21vHd5/exoiybb189C48WVRYRiUtej5vvXTub1VNzuOvFCh7bUet0STIMBasY8/jOOr7zXDnnTw5w9/VzSPLon1BEJJ4le938y3VzWFGWzXef38eTu+qcLknOQJ/KMeTxHXX883PlLJ+czQ9umIs/yeN0SSIicg74vG7uvn4Oy0oDfPvZch7ccsTpkuQ0FKxixP9tr+U7z5ezvCybH9yoUCUikmj8SR7uuXEuF06bwN0v7+dnr1dqKoYopGAVA3636TDffWEfK8uOnanyefXPJiKSiPxJHv71+jnctKCA37x5mG8/V05Qk4hGFd0VGMVs2+bedZXct6may2bm8q2rDMkKVSIiCc3rdvG1y2aQm+7jPzcc4mhXP9+9ZjYZfn2kRwP9K0SpYNjmrhfKeXxnPTcvLORvL5muu/9EROKUy+WipT90Vsd8cEkJaX4v//7KAT52/zt84+pZTJ2Y9u7+1CQPPn1snHMKVlGouz/EPz69l9f2H+WOFaV89oLJmqdKRCSO9QTDbNzXeNbH+T1ubltSzKPba/nLB7Zx1Zw85hVmArBmVh6+ZI3HPdd0XSnK1Lb3cscftvL6gWMLKv/5qjKFKhEROa2SQAq3Ly+lKMvPEzvreW5PgxZvdpDOWEWRrdVtx1YzD4f50QfmsbIsx+mSREQkBqT7vHxkcTGvVDTx5qFWDjZ3M2lCGheUBpwuLeHojFUUsG2bR7fX8rmHtpPh9/Kb2xYpVImIyFlxu11cMjOXDy8uJhi2+dIft3Pvukr6gzp7dS7pjJXDOnqD3PXiPl6wGlk+OcD3rp1Npj/J6bJERCRGTZmQyh0rS9lT38Vv3zrMa/uPDS1ZVprtdGkJQWesHLTtSBu33fc2L5c38vnVZfz4A/MVqkREZMx8Xg9funQ6P/rAPPoGQnz+oR387WO7ONLW43RpcU/BygF9wTA/X3+Qzz6wDY/bxX995DxuX16q6RRERCSiVk3J4cHbl/H51WW8cbCFD/1mMz9dV0lbz4DTpcUtXQo8xzZUNnP3yxVUt/Zy9Zw8/vaS6aT79M8gIiLjw+d1c/vyUq6Zk89P1lXy328d5qGtNXxoURG3LSkhkKIrJZGkT/RzpK69lx+9eoCXypsozU7h3g/OZ/lkXe8WEZFzIy/Dx3eunsUnlk3iV28c4r/fPMwD79Rw88JCPrSoiIJMv9MlxgUFq3HW0NHHfZsO8+j2WlwuF59bVcbHlpZoaRoREXHE9Nw07rpuDvubuvj1G1X8z9vV/M/b1Vw4dQK3nFfEsskB3Jo/cdQUrMZJXXsv922q5v921BK24do5+XxqxbEJ3ERERJw2bWIa3712Nn/ZPoVHttXy2I46Xt1/lEkBP1fMyuOKWXmUTUh1usyYo2AVQQOhMOsONPP4jjo2HmzG5XJx3dx8Prl8EsVZKU6XJyIi8h6FmX7+4sIpfGblZF7a18jjO+r41RtV/NcbVczMTeNyk8vqqROYNjFVK4GMgILVGA2EwmypbmPdgWae39tAc/cAeenJfPL8Sdy0oFDXrEVEJCYke91cNTufq2bn09jZx4vlTTy/t4Gfvn6Qn75+kLz0ZFZOyWHF5GzOK85kYrrP6ZKjkoLVWQqGbQ40dbGzroM3D7bw5qEWuvpDJHtcXDAlhxvnF7KiLFtTJ4iISMzKTffxkcXFfGRxMQ0dfWw82MyGyhZetBp5bEcdAEVZfhYUZTK/MIMZuelMn5hGhl+xYtgeMMa4gZ8BC4E+4A7LsiqG7P8M8OdAEPhny7KeNMZMBH4PpAA1wO2WZXWPQ/3jxrZtGjr7qWrppqqlh0PNPext6GRPXQe9g8sD5KUn8/5ZuayaMoHzJwdISdIq4iIiEl/yMnzcML+QG+YXEgyF2VPfyfaadrbXtLOpqpVn9zS8+9z8DB+zCjLIT0umJDuFkiw/RVl+ctOTyfB5E+JS4kii5Y2A37KslcaYFcA9wA0AxpgC4AvAUsAPvG6MeQH4BvB7y7L+2xjzVY4Frx+OxwsYqa7+IBWNXXQPhOjuD9HVF6JrIER3f5CuvhDdAyFaugdo7OznaFcfjV39DITsd4/3e91Mz03jhvkFzCvMZG5BBiUBf0L8kIiIiAB4PW7mF2UyvyiTj3LsJER9Rx/7m7rZ19hJRVMXVa29bB68mjOUz+tmYloyOanJpPs8ZPi8pPu8pPs8g/8/9nVqkpdkr4skt5skj4skz+D/3W6SvC48w3zuBlKS8Dt4omMkwWo18CyAZVlvGGOWDtl3PrDesqw+oM8YUwEsGDzme4PPeWbwa0eD1T89Y/FKxdFT7kv2uEhN9pKdksSE9GQWFmeRm55MQaafydkpTM5JJTc9WbefioiIDOFyuSjI9FOQ6WfV1BwAAoFUWlq6aO0ZoLq1l9r2Xpq6+mns7Kepq5/mrn7aeoMcaeulsy9IR1/whBMZYzUrL53ffXxxxNo7Wy7bPvOLMcb8F/CwZVnPDG5XAVMtywoaYz4GzLcs6+8G990H3Af8fPDxHmPMVOA+y7JWD1NLI3BobC9HRERE5JyYDOSe/OBIzli1AxlDtt2WZQVPsy8DaB3yeM+Qx4bznuJEREREYslIpv9eD1wNMDjGaseQfW8BFxpj/MaYLGA2sHPoMcBVwLqIVSwiIiISpUZyKfD4XYELABdwO8dCU4VlWY8P3hX4WY6FtO9ZlvWwMSYf+C3HzlY1AbdZltU1fi9DRERExHnDBisRERERGRmtBCwiIiISIQpWIiIiIhES9XPPG2NuAm6xLOs2p2uJNcPNmi9nxxizHPhXy7Le53QtscoYkwT8GigDfBxbreFxR4uKUcYYD/BLwAAhjq1wsd/ZqmKXMSYPeBu43LKsvU7XE6uMMVuAtsHNSsuybneyHidEdbAyxvwYuALY6nQtMeq0s+bL2THGfAX4OKCbMMbmY8BRy7I+boyZAGwBFKxG5zoAy7JWGWPeB/wb+v0elcHA/wuOTREko2SM8QMk+h+f0X4pcAPwOaeLiGEnzJrPsaWHZHT2Ax9wuog48BDwj0O2g6d7opyZZVn/x7E7suHYRIX1DpYT637AsYmta5wuJMYtBFKNMc8bY14e/IM+4URFsDLGfNoYs/Ok/5ZZlvUAoNsWRy+TP52SBQgZY6L6LGW0sizrYWDA6TpinWVZnZZldRhjMoA/Al93uqZYNrgCxm+Bn3CsP+UsGWM+yf9v7+5CpayiMI7/u1AqhMqoTLPUsAezSIOysrSoSEsNu9LSRCu0TysKIyrELiIv+rpQqCwVKgtRiowMlQwVLQglSh4jo6SSouiLEEPtYr9Dh8McRXl19JzndzMz+7x7z5pzcc5iv3vWgl9sr2x1LJ3AP5Qk9QZgBvBGV/yfc1R8YNsLgAWtjqMT2l/V/IiWkNQXWA7Ms/1mq+M51tmeImkWsEnS+akZeNCmAfskXQcMARZLGmd7Z4vjOhZto9S43Adsk/QrcCawo7VhHVlHRWIVh816yjmMd5pUzY844qriwR8B99le3ep4jmWSJgNn2X6GslOwl3KIPQ6C7RGN55I+BmYkqTpk04ALgXsk9abcNfmptSEdeUmsOrflwPWSNvB/1fyIVnocOAV4UlLj7agfwgAAA3pJREFUrNVo2zk0fPCWAa9L+gToBjxoe1eLY4qubQGwUNI6yjGeaV3xLkkqr0dERETU5Kg4vB4RERHRGSSxioiIiKhJEquIiIiImiSxioiIiKhJEquIiIiImqTcQkTUSlJ/SvXlUyllALYAs2z/tZ8544FNQHdgie3D2gpD0gygl+3Z7cYHA3OBE4EewAfAbGAkpb7RBEnLbDdtb9SmDlKa+EZ0UdmxiojaSDqB0lR5ru2rbQ+nJExvHWDqTEoxwZaRdDKwhFIP6hrgMkqxw+ltr+soqYqIgOxYRUS9bgLW2t7UGLC9SNLdkgYAT1F2pD6UNAqYQGnMPARYDEwCTpP0HnA6sML205L6UYoPdqMUHnzA9hZJO233ApC0hNJItx9wI2XX6VzgWdsLJV0JvAj8RqlQvrFd7DcDa2x/XcW9R9LtwG7gisZFjfeUNKxa7zjgB+C2NteMBR4GxgO3AlMoldHX2X70EH+3EXEMyI5VRNRpAPBNk/FvgbObTbC9AtgMNJKYHsBkYDgwWtJFlFuLL1XtR2Zy4N6iJ9keA4wDHqvGngcm2r6+iqe93sD2drH9bXt3B+/xMjDV9jBgFTCoGr8FuA8YY/t3SseDmbYvB7Z3xaa0EV1JEquIqNMPlB2j9gYC37cbO66DNbbY/sP2HuBT4DxK0vIJgO3NQN8m89qut7l63AEcXz3vY3tb9Xx9k/nftV9XUn9JI5pcC3CG7a1VTPNsf16NXwv0BP6tXk8FZkhaC5xDx587IjqBJFYRUad3Kf0pL20MSLoT+MX2dmAXpds9wMVt5u3l/79HgyT1qHZ2hgFfAluBq6r1hgCNJrndqmu7A4PbrNesV9dOSY1dpUua/Px9YJSkc6v36QY8B1zQwWf9UdLA6tpZ1QF8gHuBlcCc6vVdlAPtI4GhtLmtGBGdTxKriKiN7b+BscATktZL2kRJjiZWl7wKPCRpFdCnzdQNlDNWPSlnoN6uxpba/gp4BLi/ajg8H7ijmvcC5azUUsqO0/5MAhZJWk3ZOWof+5+Us1CvVN/u20j5RuP8DtabDrxW7UQNpXyDsGEOJUm7CvgC+EzSGuBnymH+iOik0oQ5IiIioibZsYqIiIioSRKriIiIiJoksYqIiIioSRKriIiIiJoksYqIiIioSRKriIiIiJoksYqIiIioSRKriIiIiJr8BwgPBjjAbSRBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(legacy_conversion, 'Amount Spent (USD)', 'Outbound Clicks')\n",
    "distribution_plot(legacy_conversion, 'Outbound Clicks')\n",
    "distribution_plot(legacy_conversion, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x149cb5150>"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "legacy_conversion = legacy_conversion[np.log10(legacy_conversion['Amount Spent (USD)']) > 1]\n",
    "legacy_conversion_y = np.log10(np.array(legacy_conversion['Outbound Clicks']))\n",
    "legacy_conversion_x = np.log10(np.array(legacy_conversion['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "legacy_conversion_model = SVR('linear')\n",
    "legacy_conversion_model.fit(legacy_conversion_x, legacy_conversion_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(legacy_conversion['Amount Spent (USD)']), np.log10(legacy_conversion['Outbound Clicks']))\n",
    "sns.lineplot(np.log10(legacy_conversion['Amount Spent (USD)']), legacy_conversion_model.predict(legacy_conversion_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legacy Engagement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Post Engagement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.744592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Post Engagement</th>\n",
       "      <td>0.744592</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Post Engagement\n",
       "Amount Spent (USD)            1.000000         0.744592\n",
       "Post Engagement               0.744592         1.000000"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_engagement = legacy_data[legacy_data.Objective == 'Engagement']\n",
    "legacy_engagement = legacy_engagement[legacy_engagement['Amount Spent (USD)'] != 0]\n",
    "legacy_engagement = legacy_engagement.dropna(subset = ['Post Engagement'])\n",
    "legacy_engagement[['Amount Spent (USD)', 'Post Engagement']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "217"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(legacy_engagement)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Starts</th>\n",
       "      <th>Reporting Ends</th>\n",
       "      <th>Ad Name</th>\n",
       "      <th>Ad Delivery</th>\n",
       "      <th>Ad Set Name</th>\n",
       "      <th>Bid</th>\n",
       "      <th>Bid Type</th>\n",
       "      <th>Ad Set Budget</th>\n",
       "      <th>Ad Set Budget Type</th>\n",
       "      <th>Last Significant Edit</th>\n",
       "      <th>Results</th>\n",
       "      <th>Result Indicator</th>\n",
       "      <th>Reach</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Cost per Results</th>\n",
       "      <th>Quality Ranking</th>\n",
       "      <th>Engagement Rate Ranking</th>\n",
       "      <th>Conversion Rate Ranking</th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Ends</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Unique Link Clicks</th>\n",
       "      <th>Link Clicks</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <th>Page Engagement</th>\n",
       "      <th>Post Engagement</th>\n",
       "      <th>ThruPlays</th>\n",
       "      <th>Video Plays</th>\n",
       "      <th>Objective</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>IICD_Post Malone_Photo_Apple</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Post Malone Fans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13945.0</td>\n",
       "      <td>actions:post_engagement</td>\n",
       "      <td>55234</td>\n",
       "      <td>55234</td>\n",
       "      <td>0.014446</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>201.45</td>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13945.0</td>\n",
       "      <td>13945.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Engagement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>IICD_Blake Shelton_Photo_Apple</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Blake Shelton Fans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16609.0</td>\n",
       "      <td>actions:post_engagement</td>\n",
       "      <td>93018</td>\n",
       "      <td>111783</td>\n",
       "      <td>0.030673</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>509.44</td>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>1.201735</td>\n",
       "      <td>1515.0</td>\n",
       "      <td>1552.0</td>\n",
       "      <td>1552.0</td>\n",
       "      <td>16609.0</td>\n",
       "      <td>16609.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Engagement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>IICD_Darius Rucker_Photo_Apple</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Darius Rucker Fans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4465.0</td>\n",
       "      <td>actions:post_engagement</td>\n",
       "      <td>28884</td>\n",
       "      <td>34699</td>\n",
       "      <td>0.032296</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>144.20</td>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>1.201323</td>\n",
       "      <td>156.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>4465.0</td>\n",
       "      <td>4465.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Engagement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>IICD_Carrie Underwood_Photo_Apple</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Carrie Underwood Fans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33801.0</td>\n",
       "      <td>actions:post_engagement</td>\n",
       "      <td>276010</td>\n",
       "      <td>333744</td>\n",
       "      <td>0.027878</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>942.30</td>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>1.209174</td>\n",
       "      <td>1480.0</td>\n",
       "      <td>1494.0</td>\n",
       "      <td>1494.0</td>\n",
       "      <td>33801.0</td>\n",
       "      <td>33801.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Engagement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>IICD Elvis_Keith Urban_Video_Spotify</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Keith Urban Fans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>285073.0</td>\n",
       "      <td>actions:post_engagement</td>\n",
       "      <td>562074</td>\n",
       "      <td>602684</td>\n",
       "      <td>0.005011</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1428.56</td>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>1.072250</td>\n",
       "      <td>1730.0</td>\n",
       "      <td>1759.0</td>\n",
       "      <td>1759.0</td>\n",
       "      <td>285073.0</td>\n",
       "      <td>285073.0</td>\n",
       "      <td>72921.0</td>\n",
       "      <td>583811.0</td>\n",
       "      <td>Engagement</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Reporting Starts Reporting Ends                               Ad Name  \\\n",
       "172       2019-01-01     2020-08-31          IICD_Post Malone_Photo_Apple   \n",
       "173       2019-01-01     2020-08-31        IICD_Blake Shelton_Photo_Apple   \n",
       "174       2019-01-01     2020-08-31        IICD_Darius Rucker_Photo_Apple   \n",
       "175       2019-01-01     2020-08-31     IICD_Carrie Underwood_Photo_Apple   \n",
       "197       2019-01-01     2020-08-31  IICD Elvis_Keith Urban_Video_Spotify   \n",
       "\n",
       "        Ad Delivery            Ad Set Name  Bid       Bid Type  \\\n",
       "172  not_delivering       Post Malone Fans  0.0  ABSOLUTE_OCPM   \n",
       "173  not_delivering     Blake Shelton Fans  0.0  ABSOLUTE_OCPM   \n",
       "174  not_delivering     Darius Rucker Fans  0.0  ABSOLUTE_OCPM   \n",
       "175  not_delivering  Carrie Underwood Fans  0.0  ABSOLUTE_OCPM   \n",
       "197  not_delivering       Keith Urban Fans  0.0  ABSOLUTE_OCPM   \n",
       "\n",
       "             Ad Set Budget Ad Set Budget Type Last Significant Edit   Results  \\\n",
       "172  Using campaign budget                  0                     0   13945.0   \n",
       "173  Using campaign budget                  0                     0   16609.0   \n",
       "174  Using campaign budget                  0                     0    4465.0   \n",
       "175  Using campaign budget                  0                     0   33801.0   \n",
       "197  Using campaign budget                  0                     0  285073.0   \n",
       "\n",
       "            Result Indicator   Reach  Impressions  Cost per Results  \\\n",
       "172  actions:post_engagement   55234        55234          0.014446   \n",
       "173  actions:post_engagement   93018       111783          0.030673   \n",
       "174  actions:post_engagement   28884        34699          0.032296   \n",
       "175  actions:post_engagement  276010       333744          0.027878   \n",
       "197  actions:post_engagement  562074       602684          0.005011   \n",
       "\n",
       "    Quality Ranking Engagement Rate Ranking Conversion Rate Ranking  \\\n",
       "172               -                       -                       -   \n",
       "173               -                       -                       -   \n",
       "174               -                       -                       -   \n",
       "175               -                       -                       -   \n",
       "197               -                       -                       -   \n",
       "\n",
       "     Amount Spent (USD)        Ends  Frequency  Unique Link Clicks  \\\n",
       "172              201.45  2019-02-18   1.000000                 NaN   \n",
       "173              509.44  2019-02-18   1.201735              1515.0   \n",
       "174              144.20  2019-02-18   1.201323               156.0   \n",
       "175              942.30  2019-02-18   1.209174              1480.0   \n",
       "197             1428.56  2019-02-18   1.072250              1730.0   \n",
       "\n",
       "     Link Clicks  Outbound Clicks  Page Engagement  Post Engagement  \\\n",
       "172          NaN              NaN          13945.0          13945.0   \n",
       "173       1552.0           1552.0          16609.0          16609.0   \n",
       "174        157.0            157.0           4465.0           4465.0   \n",
       "175       1494.0           1494.0          33801.0          33801.0   \n",
       "197       1759.0           1759.0         285073.0         285073.0   \n",
       "\n",
       "     ThruPlays  Video Plays   Objective  \n",
       "172        NaN          NaN  Engagement  \n",
       "173        NaN          NaN  Engagement  \n",
       "174        NaN          NaN  Engagement  \n",
       "175        NaN          NaN  Engagement  \n",
       "197    72921.0     583811.0  Engagement  "
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_engagement.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zMx+v28Wr6o2SDDSSELUReBzAWrsNWD/4oDHm3UAceGzCqxMRcUB3X5SnDjZz7dJyAj6P0+WktWyfh1WVeeyt7yIU0VYwklmGHc4D8oHB96jGjDFea23UGLMSeD/wbuBvRnJBj8dFYWFw9JWOgcfjnrJrZSq14fipDcdvqtvw8VdO0heN8/4Nc8d93d6OMMFs/wRVdnZej/uc13C7XeOuYbhrnMuli8vYUdPJ3sZurlhcNuTzAlk+CgtSc0FTvY7HLxPbcCQhqhPIG/TYba2NDnz+IWAmsAWYB0SMMdXW2seHOlkslqC9PTTGckensDA4ZdfKVGrD8VMbjt9ktWFfAkJn2Sj3Jy8dZ25xkDyfm2ONXeO6RiwBod7IuM4xnGgsfs5rBLP9465huGucS57PzbzibF462sp5VflD7j8Y7uunvT01F+fU63j80rUNy8ryhjw2khC1FbgBuMcYczGw+/QBa+1fnP7cGPN3QP25ApSISCoJ9cd4+kDjGV9r6u7jQEM3Vy8p5RnbNO5rbDhHz8t0sn5OIfftrONgYzfLZgz9S0kknYxkTtQDQNgY8wLwb8BnjTGfM8bcOLmliYhMvddrO3G7YEWlftFPpEWlORRm+9h+UiuYS+YYtifKWhsHPvmWLx84y/P+boJqEhFxRCyeYE9tF4vKcsjxj6SjXkbK5XKxdmY+zxxuoaUnQknO5M4TE5kKWmxTRGTAkeYeQv0xVlflO11KRlpVlY/LleztE8kEClEiIgN21XSS4/ewsCTH6VIyUm6Wl0WlOeyu7SQW1356kv4UokRESK4NdaSlh1VV+biHuHtMxm/NzHx6IjGONGs/PUl/ClEiIsDu2k4SCTSUN8kWluSQm+VhZ40mmEv6U4gSkWkvkUiwq7aT2YUBTXieZG63i9VV+RxtDtEZ7ne6HJFxUYgSkWnvZHuYtlA/q2cWOF3KtLC6Kp8EsLt2fAuZijhNIUpEpr1dNR34PW6WVuQ6Xcq0UBT0M7c4m101HSQSmmAu6UshSkSmtb5ojAMN3SyfkYvfo7fEqbKmqoCOcJTq1l6nSxEZM71jiMi0tq++m2g8oaG8KWbKcwh43ezSBHNJYwpRIjKt7arpoDTHT1V+ltOlTCtej5tlM/I41NRDX/T3N4EWSQcKUSIybR1r6aGus481M/NxubQ21FRbWZlHNJ7ANmrNKElPClEiMm09vq8BtwtWVmptKCfMLAhQmO1lb522gZH0pBAlItNSJBrnqQNNLCnLJej3OF3OtORyuVgxI5/q1l66wlGnyxEZNYUoEZmWnjvaQmc4yuqZ6oVy0orKPAD21WvNKEk/ClEiMi39anc9pbl+5pcEnS5lWivJ8VOZn8VehShJQwpRIjLt1HeG2VbdxjXLynFrQrnjVlTm09DVx7EWTTCX9KIQJSLTzq/3NpAArl1W4XQpAiyvyMXlgi22yelSREZFIUpEppV4IsHDe+pZP6eQyoKA0+UIkJPlZX5xkC22ibi2gZE0ohAlItPKqyfaqe3s46aVM5wuRQZZWZlHU3eEHae0grmkD4UoEZlWHtpTT16Wl02LSpwuRQZZXJ5LwOfmsf2NTpciMmIKUSIybXSG+3n6UDNvX1ZOwKe1oVKJ3+Nmw/xinjnUTDQWd7ockRFRiBKRaePx/U1EYgluXKkJ5alo0+JSOsJRXjrR7nQpIiOiECUi00IikeDB3XUsKcthaUWe0+XIWZw/t4jcLA9P6i49SRMKUSIyLeyp6+JQUw+3rql0uhQZgt/j5opFpTxzuJlIVEN6kvoUokRkWvjl63UEfR6uXVbudClyDptNGd19MbYdb3O6FJFhKUSJSMbr6O3nSdvEdcvLyfF7nS5HzuHCOYXkB7z8VkN6kgYUokQk4z2yr4G+aJxbVmsoL9X5PG6uXFTKs4dbCPfHnC5H5JwUokQkoyUSCe7fVceqyjyWlOc6XY6MwGZTRqg/xovVGtKT1KYQJSIZ7bVTHRxv6+UWTShPG+fPKaQw26chPUl5ClEiktF+uauOvCwvb1tS5nQpMkJet4urFpfy3JEWejWkJylMIUpEMlZrKMLTh5p554oKrVCeZjabMsLROFuPtjpdisiQFKJEJGM9tLueaDyhCeVpaN2sAkpy/BrSk5SmECUiGSkaT/DLXXWcP7uAeSVBp8uRUfK4XVy5qIQXjrVqSE9SlkKUiGSk5460UN/Vxx+sm+l0KTJGVy9JDum9eExDepKaFKJEJCP9YkcNlflZXLawxOlSZIzWziqgKNvHUwebnS5F5KwUokQk4xxu6mH7yQ5uW1uF1+1yuhwZI6/bxabFJTx/tFULb0pKUogSkYzzix01ZHnd3LhyhtOlyDhdvTi58OZL2ktPUtCwm0gZY9zA3cAaoA+4w1p7eNDxTwEfARLAl6y1v56cUkVEhtfR289j+xu5blk5Bdk+p8uRcTp/dgEFAS9PHWzmikWlTpcjcoaR9ETdDASstRuAzwN3nT5gjCkF7gQuAa4GvmmMUd+5iDjmoT319EXjmlCeIbweN1csKuHZIy1EonGnyxE5w0hC1EbgcQBr7TZg/ekD1tpmYI21th+YAbRbaxOTUaiIyHCi8QT37Kjl/NkFLCrLcbocmSBXLSmjJxLj5RMa0pPUMuxwHpAPdAx6HDPGeK21UQBrbdQY82ng74GvD3cyj8dFYeHUrNni8bin7FqZSm04fmrD8RtpGz6xr4H6rj7++p3LR/T83o4wwWz/RJQ4JK/H7fg13G7XuGuYip8jkOWjsCDwe1/fvCpA3qMHeK66nXeeN3tSaxiKXsfjl4ltOJIQ1QnkDXrsPh2gTrPW/ocx5tvAY8aYK621Tw91slgsQXt7aGzVjlJhYXDKrpWp1IbjpzYcv5G24XefO0plfhbnzcgd0fPDkRih3shElDikaCzu+DWC2f5x1zAVP0e4r5/29rMP2V2+oJjf7mvgf18xH59n6u+J0ut4/NK1DcvK8oY8NpIQtRW4AbjHGHMxsPv0AWOMAf4ZuBXoJznxXIPWIjIufQkIDbqlvbcjTDhy7lvcD9R3seNUB3+0cR5dI5w7E9Pkg7Rx1ZIyHtnXyKsn29kwr9jpckSAkYWoB4DNxpgXABfwUWPM54DD1tqHjDG7gBdJ3p33mLX2d5NXrohMB6H+GE8faHzj8Uh6Uh7YVUeW102Oz3PG957LhsVl46pTps5Fc4vI8Xt46mCzQpSkjGFDlLU2DnzyLV8+MOj435OcDyUi4oi2UATb2M3F84rI8mr5u0yU5XWzcUExzxxq5vNvW6xFVCUl6N1GRNLeyyfacbng/NmFTpcik+jqJWV0hKO8drLd6VJEAIUoEUlzoUiM12s6WVmZT15gJDMUJF1tmFdEts/NlkPaS09Sg0KUiKS11062E40nuHCueqEyXcDn4dL5JTx9qJlYXHcFiPMUokQkbfXH4mw/2cHC0iBluVlOlyNT4OolpbSG+tlZ0zH8k0UmmUKUiKStPXVdhPpjXDS3yOlSZIpcMr+YLK+bLQc1pCfOU4gSkbQUjyfYVt3GjPws5hRlO12OTJGg38Ml84vZcqiZeEJDeuIshSgRSUt767to7+3n0vnFuFy63X06uXpxKc09EXbXdjpdikxzClEiknbiiQQvVrdSlutnsTYannYuXVCM3+PiKQ3picMUokQk7diGblp61As1XeVmeblobhFPHWzSkJ44SiFKRNJKIpFg67FWioM+TEWu0+WIQ65eUkZjd4R99V1OlyLTmEKUiKSVQ009NHVHuGR+MW71Qk1bly0sxuvWkJ44SyFKRNLG6V6owmwfK2bkOV2OOCg/4OPCuYVsOdhEQkN64hCFKBFJG0dbQtR39rFhXhFubUA77V29uIzazj4ONHY7XYpMUwpRIpIWEokEzx9tJT/gZVVVvtPlSAq4fFEJHhca0hPHKESJSFo43NxDbUeYS+cX41EvlACF2T7Wz9GQnjhHIUpEUl48keDZwy0UZvvUCyVnuGpJGSfbwxxq6nG6FJmGFKJEJOXtre2ksTvCZQvVCyVn2rSoBLcLnjqkIT2ZegpRIpLS4vEEW2wjpTl+luuOPHmL4qCf82YV8LTmRYkDFKJEJKXtqe+iuTvC5YtKtC6UnNVVS8o41hriaIuG9GRqKUSJSMqKxRM8f6SFmYUBlmiPPBnClYtKcKG79GTqKUSJSMraWdNBRzjK1UsrtEeeDKk0N4u1M/PZohAlU0whSkRSUl80ztajrcwuDLBIvVAyjKuWlHG4uYfq1pDTpcg0ohAlIinppeo2eiIxrlxSpl4oGdaVi0sB1BslU0ohSkRSTnN3Hy8db2NZRS4zCwJOlyNpoCIvi9VV+Tx5sMnpUmQaUYgSkZTzg5dOkEjApoHeBZGRuMaUcaipR3fpyZRRiBKRlHKoqZsn9jVy/uwCCrN9TpcjaeRqU4bbBU8cUG+UTA2FKBFJKV9/9hg5WR4uWVDsdCmSZkpz/Jw/u5AnDjRqLz2ZEgpRIpIytlW3sq26jfdfMJtsn8fpciQNXWOSe+kdaOx2uhSZBhSiRCQlROMJvva7o1QVBLhxdaXT5UiaunJxKV63i9/s15CeTD6FKBFJCffvquVIc4jPXLEAv0dvTTI2Bdk+Lp5XxG9tI3EN6ckk8zpdgIhIe6ifb209zgVzCtm0qIT2/rjTJYkDXC4XbZHYuM+zcVEpzx9t5fnqNlbNLPi940GfhywtPSYTQCFKRBz3rReqCUWi/NmVC7Ww5jTWG43z4qHxD8P1R+N43S5+8vJJrl3W93vHr1xaTpZfc+5k/NRnLiKOsg3d3L+rjtvWzWRhqbZ3kfHze90sKsvhQEM38biG9GTyKESJiGMSiQRfefowBdk+PrFhrtPlSAZZPiOPUH+M6jbtpSeTRyFKRBzzW9vEzppO7tw4j7yAZhfIxFlYEiTL62ZfXZfTpUgGU4gSEUd090X5t2eOsrQ8lxtXznC6HMkwXo8bU56LbewmEtONCjI5FKJExBHf2lpNS0+Ez29ejMetyeQy8VZV5ROJJTiohTdlkgzbf26McQN3A2uAPuAOa+3hQcc/C7x34OGj1tq/n4xCRSRz7Kvv4t6dtbx7bRUrZuQ5XY5kqNmFAQoCXnbXdrGyMt/pciQDjaQn6mYgYK3dAHweuOv0AWPMAuADwCXABuAaY8zqyShURDJDLJ7gy08eoijo586N85wuRzKYy+ViZVU+1a0hOsP9TpcjGWgkIWoj8DiAtXYbsH7QsZPA2621MWttHPAB4QmvUkQyxi931bK/oZvPbVpAbpYmk8vkWlmZ7OncqwnmMglG8g6WD3QMehwzxnittVFrbT/QbIxxAf8K7LDWHjzXyTweF4WFwbFXPAoej3vKrpWp1IbjpzZ8U0NnmLu3VrNxUQm3XTR3yIU1ezvCBLP9bzx2u11nPJ4oXo97Us6bateYiPZLhZ9jLILZfuYUB9lb381VyypwuVwEsnwUFgRGdR69jscvE9twJCGqExg8acFtrY2efmCMCQD/A3QBdw53slgsQXv71KzbUVgYnLJrZSq14fipDd/0tw/voz8a53OXL6Cjo3fI54UjMUK9kTceB7P9ZzyeKNFYfFLOm2rXmIj2S4WfY6yWV+Ty+P5GjjZ0UVkQINzXT3v76O7Y0+t4/NK1DcvKhp63OZLhvK3A9QDGmIuB3acPDPRA/QrYZa39I2vt+Dc9EpGMtOVQM08dbOaODXOZXZTtdDkyjSyryMXjdrG7rtPpUiTDjKQn6gFgszHmBcAFfNQY8zngMOABrgCyjDHXDTz/C9baFyelWhFJSx29/fy/Jw+xpCyH29fPcrocmWYCPg9LynLYV9/F1UvKnC5HMsiwIWpgwvgn3/LlA4M+H93Asoiktb4EhPpH1+n8r1uO0N7bzz/euJyuWAJi5/7+mLY7kwm2sjKf/Q3dHGnu4W1OFyMZQ7fGiMiohPpjPH2gccTPP9Lcw28PNHLJ/CJOtoQ42TL8nIgNi9VbIBNrQUmQHL+H12s1pCcTRyuWi8ik6YvGeXx/IyU5Pi6dX+x0OTKNud0uVlXlc7iph6buPqfLkQyhECUik+bpQ810hqNcv7wCr0dvN+KstTPzSQCP721wuhTJEHpXE5FJcaS5hzO3GjwAABzlSURBVB2nOrhwTiGzCnU3njivKOhnXnGQx/Y1EItr4p2Mn0KUiEy4UCTGo3sbKM3xc8WiEqfLEXnDuln5NHdHeOFYq9OlSAZQiBKRCffEgUZC/TFuWKlhPEkti8tyKQ76uP/1OqdLkQygdzcRmVB767rY39DNZQtLmJGvFVAktXjcLq5dXsELx1qp79RWrzI+ClEiMmE6w/08caCRmQUBLp5b5HQ5Imd13YoKEgn41e56p0uRNKcQJSITIp5I8Ou9DcQSCd65sgK3++ybC4s4bUZ+gIvnFfGrPfVENcFcxkEhSkQmxIvH2jje2stmU0Zx0O90OSLndMvqSpq6I2w9qgnmMnYKUSIybifbennuSAvLZ+Sxuirf6XJEhrVxYQlluX7u3VnjdCmSxhSiRGRcQpEYv9pdT2G2j7cvK8fl0jCepD6v28Vta6t46Xg7h5t7nC5H0pRClIiMWSKR4JG9DfREoty8egZZXr2lSPp41+pKsrxufrb9lNOlSJrSO56IjNkrJ5J/xV+1pFTLGUjaKcz28c4VFTy+v5GWnojT5UgaUogSkTE50Rpiy6FmlpTlsH52odPliIzJ+86bSSSW4Je7ap0uRdKQQpSIjFpnuJ8HXq+nKNvHO1dWaB6UpK25xUE2Lijmvp11hPtjTpcjaUYhSkRGJRKNc/+uOqLxBO9eW0WW1+N0SSLj8oHzZ9HW28/j+xudLkXSjEKUiIxYIpHgG787Ql1nHzesrKAkR+tBSfo7f3YBS8py+OlrNSQSWnxTRk4hSkRG7L5ddfxmXyOXzC9mSXmu0+WITAiXy8UH1s/iWEuIbcfbnC5H0ohClIiMyPNHW/jKlsNcNK+IyxYWO12OyITabMooy/Xzg5dPOl2KpBGFKBEZ1v6GLr746/0sKcvli9ca3JpILhnG53HzwfWz2H6ygx2nOpwuR9KEQpSInFNdZ5jPPrCXgoCPf3vXCrL9mkgumemW1ZUUB31858XjTpciaUIhSkSG1BWO8qf376EvGuNrt6ykNDfL6ZJEJk3A5+FDF8zmlRPt7KpRb5QMTyFKRM6qtz/Gnz24h5NtvfzrjStYWJrjdEkik+7WNeqNkpFTiBKR3xPuj/G5B/eyq7aTL12/lPVztCK5TA8Bn4cPrp/FS8fbeb220+lyJMUpRInIGSLROH/x0D62n2jnb99u2GzKnC5JZEq9e20VhdnqjZLhKUSJyBv6Y3E+//A+Xqxu44ubF3P98gqnSxKZctkDvVHbqtvYU6feKBmaQpSIAMkhvM8/vJ/njrby51ct4ubVlU6XJOKY29ZWURDwcvfz1VrFXIakECUidIb7+V+/3M1zR1r486sW8Z51VU6XJOKooN/DHRvm8sqJdl44plXM5ewUokSmuabuPj7xi13sqeviH9+xVAFKZMCtayqZU5TNv//uKNFY3OlyJAUpRIlMY9UtIf7wZzup6+jja7es5Jql5U6XJJIyfB43n75sPsdaQ9z72imny5EUpBAlMk397nAzH/npDsL9cb75ntVcNLfI6ZJEUs6mRSWsm5nPvz91mO6+qNPlSIpRiBKZZmLxBN/cWs3//tU+5hRl84MPrmP5jDynyxJJSS6Xiz/dtJCWngg/fEWbE8uZFKJEppH23n4+88Ae/mfbCW5cWcF33ruWyvyA02WJpLQVM/K4YXUlP91eQ31n2OlyJIUoRIlME88daeF9P9jO9pPtfGHzYv7qmiVkefUWIDISf7Z5CYlEgm88e8zpUiSF6B1UJMN1haP83eOWzz24l8JsH//zvrXcsroSl8vldGkiaWNmYTYfuXAOT9gmXqxudbocSREKUSIZKpFIsOVQM3/wg1d5fF8DH7t4Dj/84DqWVmj+k8hYfPjC2cwpyubLTx4m3B9zuhxJAd7hnmCMcQN3A2uAPuAOa+3htzynDHgBWGWt1YCxiMP21Xfxtd8dZcepDhaV5nDXzStYpvAkMi5+r5svbl7MJ+95nf/edoJPXTbf6ZLEYcOGKOBmIGCt3WCMuRi4C7jp9EFjzLXAlwFtsiVyDn0JCE3yX68doX7+54VqHtvfSFG2jy+8bRE3rqrE69bQnchpLpeLtsjoXou9HWHCkRgLKvK4Zlk5P3r1FBsWlTC/JOeszw/6PGTpZZfxRhKiNgKPA1hrtxlj1r/leBx4G7B9gmsTySih/hhPH2iclHM3dPWxrbqNAw1deN0uPnLhbD584Wxys0byEheZXnqjcV481DSq7wlm+wn1RgBYVp7Lc4eb+dIjB7j9gllnnV945dJysvyeCalXUtdI3mHzgY5Bj2PGGK+1Ngpgrf0tgDFmRBf0eFwUFgZHW+eYeDzuKbtWplIbjt/pNuztCBPM9k/YeeOJBEeaunnxaCuHGrvxe9y8+7xZfPrKRVQWTN6yBRP9c5yN1+M+4xput2tSrvnW60yGVLjGRLRfKvwcTl5ncBsGs+G6lZXcv6OGvY09XDiv+PeeH8jyUTiJr8N0lIm/T0YSojqBwZMp3KcD1FjEYgna20Nj/fZRKSwMTtm1MpXacPxOt2E4EnvjL9nxaA1F2F3bye7aLrr6ogT9Hq5YVMK6WQVcv6qS7ER8Uv+bTdTPcS7RWPyMawzuBZjM60yGVLjGRLRfKvwcTl7nrW24pCSbecXZPL63nqo8P8XBM0NZuK+f9nbttzdYuv4+KSsbej7pSELUVuAG4J6BOVG7J6guERmBRCJBS08/B5u6OdjYTV1nHy5gQWmQt5lSFpXl4HXrRluRqeRyuXjHigr++8UTPLyngdvXz8KtuYfTzkhC1APAZmPMC4AL+Kgx5nPAYWvtQ5Nancg0Fe6PcbKtl+NtvRxp7qE11A9AZX4WmxaVsLIyn7yA5juJOCk/4OPaZeX8anc9W4+1ctnCEqdLkik27LuwtTYOfPItXz5wlufNm6CaRKaVRCJBe28/tR191HWGOdXeS31nHwnA63YxuyibC+YUsrgsV8FJJMUsn5HH4eYeth5rZUFpDjM1D2pa0TuypLypWBpgKm5HTiQS9ESiNHdHaO5J/mvpidDY1Udvf3LuhNftojI/i0sXFDO3KJuqwoCG6kRS3DWmjJNtvTy8u56PXTwHv7ZTmjYUoiTlTebSAKdN5O3IXeEotR1hajrD1LT30hDq52BdJ0daQnSG37wnw+9xU5rrZ0lZLpUFAaoKApTm+PFoXoVIWgn4PNywooKfbK/hiQONvGOFlk2cLhSiREYpnkjQ2NXHyfZeTraHOdXWS21nmJr2MLWd4TOCEkBhto95xdlsXFhCJBqjJMdPaY6fvCyv9q8TyRBzioNcOr+YrcdamVmYzVXLFKSmA4UokSGEIjEONXVztCXEybZeTrb3cqKtl5qOMH3RN29d9nlcVOUne5JWVuZRVRBgZkGAmQXZVBUEmD0jn/b2EG2Rye9RExHnbFxYTG1nmN8eaOL6lTPYMKfQ6ZJkkilEiQCRWJxdNd28XtvJ3vouDjX1cLKtl8TAcZ/HxayCbGYXZbNhXjFzigLMKsxmTlE25XlZuNWjJDLtuV0ublo1g+9tO8GXHjvAT28/j6Lg5C8eKs5RiJJpKZ5IUNfZx9HmHqpbQ3xly2H6Y8nIVFUQwJTnct2ycpaU57KoNIeKvCzNVRKRYWX7PNyyppIfv3qKLz5ygG/cukp7V2YwhSiZNvpjcY4093CwsYejLT1v3BFXmZ/FjasquWhOIaur8inJ0V+OIjJ2M/ID/Mmmhdz11GG+8exRPrtpodMlySRRiJKMFo8nONYaYl99Fwcbe4jE4mT7PCwszWFBSQ7zS4IE/R6uWlZBIpHsiRrt7u7DOb37eywx/HPHayy704/WVPwcIunu2uUVnGwJ8dPtNcwqzOa2tVVOlySTQCFKMlJnuJ9dNZ3srOmguy9GltfN0opcls/IY25R9u9tzzCWXd1H6vSeWxsWl03K+QebzJ/jtKn4OUQywWevXEhtZ5ivbDnMjLwsrWiegRSiJGMkEglOtPXyyol2Djf1kAAWlAS5ZmkBC0uDWrRSRKaU1+3i/75zGX/0i1188df7+fZ717CsYujNbCX9KERJ2osnEhxs7GZbdRt1nX1k+zxcNK+ItTMLKAr6nC5PRKaxbJ+Hr968go/+dCeffWAv33v/WirztTVMptCf5pK2YvEEu2o6+PbW4zzwej3h/jhvX1bOpy6bx5WLSxWgRCQllOZm8bVbVtIXjfGpe1+nubvP6ZJkgihESdqJxxO8XtvJt184zqP7GsnyunnX6hl84tK5rJtVgM+j/61FJLUsLM3ha+9aSXNPhDvv201bKOJ0STIB9NtG0kYikWBvXRfffuE4j+xtIMvr5t1rK/nIRbNZWpGnBS9FJKWtmVnAv71rJbUdYT513246evudLknGSSFK0sKxlh6+99JJHtpTj8/j4tY1lXz0otksLsvV/nMikjbOn13IV25aTnVriD+5fw/dfdHhv0lSlkKUpLT9DV38nwf38PPXagn3x7hhZQUfu3gOS8oVnkQkPV08r5gv37Ac29jNp+7bTbt6pNKWQpSkpFPtvfzlr/fzoR/v4EhTD1cvKeUTl85lZWW+wpOIpL3LF5bwLzcu53BTN5/4xS4auzTZPB0pRElKaemJ8K9PHebd33uVZ4+08LGL5/CDD53PhXOLtM6TiGSUyxeW8PVbV9HY1cfHf76Tk229Tpcko6TfSpISOsP9/Odzx7j5uy/zy1213LxqBg/84QX88aXzyMnScmYikpnOn13I3betpicS446f78Q2djtdkoyCfjuJo3oiUX7+Wg0/fvUUPX0xrllaxsc3zGVucdDp0kREpsTyGXl8571r+fR9r/Pxn+/kH65fyhWLSp0uS0ZAIUocEe6P8ctddXz/5ZO09/Zz+cISPnnpXBaX5TpdmojIlJtfEuT7H1jH//7VPv78V/u4c+M8PnzhbM0BTXEKUTKl+mNxHt5Tz39vO0Fjd4QL5xTyxxvnsbIy3+nSREQcVZabxX+9ZzX/8JuD/Ofz1RxrDfHFzUvI8mrmTapSiJIpEYrEeHB3HT959RSN3RFWVebz99ctZf2cQqdLExFJGQGfh398x1IWlAb51tbjHG0O8U/vXMacomynS5OzUIiSSdXSE+HenbXcu7OWznCUdbMK+OI1S7hkXpG6qUVEzsLlcvGHFyenN3zpccvtP3qNL2xezNuXlTtdmryFQpRMuEQiwc6aTu7bWcuWQ81E4wk2LSrhQxfMZlWVhu1EREbi8oUl/Pj28/jrRw/w148e4OXjbfz51YvI9nmcLk0GKETJhGkNRfjNgSYe2l3P4eYecrM83La2ilvXVOpuOxGRMZiRH+Cb71nDd148zve2nWD7qQ7+cvNiLpxb5HRpgkKUjFNvf4znjrTw6L5GtlW3EkvA0vJc/nLzYq5dVq6/mERExsnrdvHHl87jormF/NMTh/jUfbu5YUUFn9m0gPyAz+nypjWFqAzVl4BQf2zc5+ntCBOOnHmetlCEbcfaeKm6lVePtxGJJSjP9fPBC2Zz3bJyFpbmjPu6IiLpzOVy0RYZ/3vwYPPL8/jP967hxy+f5N7Xath6rJXPbFrAtUvLcWuOqSMUojJUqD/G0wcax32eYLafzu4wpzrCVLeEqG4NUdeZ3OOpIi+LW9ZUsWlRCetmFehFLCIyoDca58VDTZNy7gXFQT584WyeP9bK3zxq+flrtXz2igWsnVUwKdeToSlEye/p7Y9R0x7mVHsvdV19nGrrJRpP4HZBVUGAyxYUs7g8lz9YP4tibckiIjLlZuQH+MZ71vDi4Wa++Xw1H//FLq5cXMqdG+cxT3NQp4x+A05zoUiMhq4w9Z19NHT1Ud/ZR1tvPwBuF1QWZLNuVgHzioPMLso+Y9E3LVEgIuIct8vFO1fM4G1Lyvjxq6f44SsneeZQM1cvKeUjF87BVGgHiMmmEDVNJBIJOsJRmrr7aOyKUN8VpqGzj45w9I3nFAS8zMjPYvXMfGYWBKgsCFCYGyDUG3GwchEROZeAz8MdG+Zy65pKfvZaDffsqOXJg81smFfEB86fxQVzCzXdYpIoRGWgrnCUPfVdbD/ZTlN3hMauPpp7IvRF4288pyjoo6ogwHmzs5iRF6AiP0t30omIpLGioJ87N87nQxfM5t6dtfxsew2f/uVuZhUGuHlVJTesrKA46He6zIyiEJXGorE41W29HGnq4VBzD0eaezjU1ENDV98bz8nyuinP9bNiRh7leVmU5fopy/WT5R1/YJqMu0/OJpaY9EuIiGSM3CwvH71oDu8/fxZPH2rm/tfr+I/njvGtrdVcOr+Yq00ply0oIVdzWsdNLZgGEokETd2RZFAaFJiOtYSIxpMJw+N2Ma84m7Uz81lUmsOMwmzqO3rJy/JO2tylybz7ZLANi8sm/RoiIpkmy+vm7cvKefuyco61hHhwdx1P2iZ+d6QFv8fFJfOLuWxhCRfNLaIiL8vpctOSQlQKiScSNHT1cWxgKYFjLQP/WkN0Dpq7VJ7rZ1FZDhvmFbGoLIdFpTnMKw7i87w56bstMjFLHIiISPqbXxLks5sW8qdXLGB3bSdPHmxmy8Emnjnc8sbxi+cWsW5WAauq8inN0bDfSChETbF4IkFzd4SajjA1Hb3UdoQ52f7mGkzhQfOWCgJe5pcEuXpJKYtKc1hUlsPCkhwKsrVCrYiIjJ7b5WLNzALWzCzgc5sWcKQ5xLbjbbxU3cb9r9fxs9dqAKjMz2JlZT6mPJdFpTksLA1SkZelu7LfYtgQZYxxA3cDa4A+4A5r7eFBxz8O/BEQBf7RWvvrSao15UWicVpDEVpC/bT2RGjpidASitDUHaG2I0xtR5i6zjCRQZN8XEBZrp/5JUFuWjWDBSVB5pUEmV8cpEgTAEVEZJK4XK7kaEZZDh9cP4u+aBzb2M2euk5213axu7aT39o3p2zkZnmYUxRkVkGAmYUBZhVkU5bnpzjopyToozDox+ueXiFrJD1RNwMBa+0GY8zFwF3ATQDGmBnAnwDrgQDwvDHmt9baviHPNgVi8QSxeIJwf4xQJEY8kUj+i0OcBPF4gniCga8nnx+JxZP/oqc/Jt543BeN0x2J0hOJ0d2X/NjTF6V74GNXX5TWUP8ZQ26DFQS8VBUEWFSWw+ULS5hZGKCqIEBVfoDK/AD+QWsviYiIOCHL62Z1VT6rq/Lh/OTXOsP9HGkOcXhgLu7Jtl721nfx1MGm37vpxwUUZPsoDvoozkkGq9wsL0Gfh2y/h5L8AMTiycc+D0G/G7/Hjcftwut2DXx86+M3P3rdLlwuFy6S6xi6XMljThpJiNoIPA5grd1mjFk/6NiFwNaB0NRnjDkMrAZemfBKR+h4a4jbf/wavf3x4Z88BgGvm9wsLzl+zxsfy/OyuCDopyTHR0nQn/yfZ+B/oOKgXyFJRETSUn7Ax7pZBax7y5Yy0Vic+q4+mrsjZ4zAtIb6k497+tlb30VPX4xQf+yMJXYmisft4t/ftZKL5hVN+LlHypVInPv+cWPMd4FfWmsfG3h8AlhgrY0aYz4IrLLW/p+BYz8EfmitffIcp2wCjk9I9SIiIiKTay5w1tvER9IT1QnkDXrsttZGhziWB7QPcz7dry4iIiJpbyTjTFuB6wEG5kTtHnTsZeAyY0zAGFMALAP2THiVIiIiIilmJMN5p+/OW01y3thHSYaqw9bahwbuzvsEyUD2f621v5zckkVEREScN2yIEhEREZHfp9vGRERERMZAIUpERERkDDJy25fhVlmXkTHGXAT8P2vtJqdrSTfGGB/wP8A8IIvkav4POVpUmjHGeIDvAAaIAR+11h5xtqr0ZIwpB7YDm621B5yuJ90YY3YAHQMPj1lrP+pkPenIGPMF4EbAD9xtrf1vh0uaEJnaE/XGKuvA50musi6jYIz5C+C7JFeil9H7INBirb0MuA74D4frSUc3AFhrLwX+Bviqs+Wkp4FA/19Ar9O1pCNjTADAWrtp4J8C1CgZYzYBlwCXAlcAsx0taAJlaog6Y5V1ktvSyOgcAW5xuog0di/w14Men31PIBmStfZBknf+QnKxuwYHy0lnXwG+BdQ6XUiaWgMEjTFPGGO2DCz1I6NzLcnlkR4AHgYyZo/dTA1R+bzZ9QoQM8Zk5NDlZBlYqqLf6TrSlbW221rbZYzJA+4D/srpmtLRwM4IPwC+QbIdZRSMMR8Bmqy1v3G6ljQWIhlErwU+CfxEv09GrZRkZ8ZtvNmGGbFTcaaGqHOtsi4yJYwxs4GngR9Za3/qdD3pylr7YWAJ8B1jTI7T9aSZjwGbjTHPAGuBHw5sHC8jdxD4sbU2Ya09CLQAlQ7XlG5agN9YayPWWguEyZDdSzI1TW8lOZ/inrOssi4y6YwxFcATwKettU85XU86MsbcDsyy1v4zyd6AOMkJ5jJC1trLT38+EKQ+aa2td66itPQxYBVwpzGmiuRIR52zJaWd54E/NcZ8lWQAzSEZrNJepoaoB0j+9fUCb66yLjKVvggUAX9tjDk9N+o6a60m947c/cD3jDHPAj7gM9basMM1yfTz38D3jTHPAwngYxrZGB1r7a+NMZeT3CrODXzKWpsRfxBpxXIRERGRMcjUOVEiIiIik0ohSkRERGQMFKJERERExkAhSkRERGQMFKJERERExiBTlzgQkQk2sP/VPcA+krd6ZwM/sdZ+Y5TneRfwkrW2dtDXBp/7tCZr7W3jLNtxxphPW2u1d6JIBlKIEpHR2GKtfS+AMSYLsMaYH1lr20dxjj8lufXDW/dye+PcGeav0AbUIhlJIUpExiqP5AriUWPMOpL728VIbunwcaCRZO9SAcleq78guVLx6e1HNlprI8NdZGCl7Z3ASpKrRd9mrT0+sIjpu4AmIEhyw+fDwDeBAFACfMla+6Ax5p3Al0juqdkGvG6t/TtjzD8Dl5Oc2vBVa+29A9fbNXC9buA5kvumFQLXDHztW8Dige/7K2vtM8aY14HfAatJ9tTdBHwaKDbG3G2tvXN0zSsiqU5zokRkNK4yxjxjjNkC/AT4X9babuA7JLe4uQK4G/gqsBCYQXILpvcDQWvtIyQD0YfOEqBOn/v0vz8fdOxla+3bgN8C7zPGrAGuAy4AbubNvcyWAndZazeTDDCfMsZ4gK+TXDH+SqAXwBhzHTDfWnspcCXwl8aYwkHXuxrIAkID59sHXAHcATQPbKlyE/CfA9+TD/xsoA1qBq73T0CrApRIZlJPlIiMxlBDblXW2p0Dnz8LfNlau9cY85/Az0hu2/L1MZ4bYMfAx5Mkg9kykkEnBvQaY14dOF4H/JUx5g9J9gb5SG502mmtbRh4znMD51gFnD/Q88TAc+cOfP7awMd23pyn1Uayh2sVcJkx5qKBr3uNMSVnqTMwzM8rImlOPVEiMhFqjTGrBz6/AjhojFkF5Flr3wF8mORwHyQ3Eh7te89b96faC1xgjHEPzM1aN/D1fwB+aK29HXia5N6ZjUCeMeb0rvEXD3w8ADxtrd0EXEVy6PHoENcb7ADJHqdNJHvD7iUZsIb6PtewP52IpCWFKBGZCB8H/sMY8xzJieOfBQ4Bm4wxL5MMGn8z8NwXSM6JKn7LOd46nPeMMSb7bBez1u4GHgW2kdxwvH/g373A1wfq2AyUWmvjJIf2HjXGPAnMGXjuw0D3wHO3AwlrbdcIftb/ApYaY3438LMcH7jGUPYZY348gvOKSJrRBsQiknaMMeXAu621dw/0RO0FrrLWnhji+V8gOXG8byDQPGGt/eEUliwiGUhzokQkHTWTHM57heQQ2neHClADuoBtxpgQUA38YvJLFJFMp54oERERkTHQnCgRERGRMVCIEhERERkDhSgRERGRMVCIEhERERkDhSgRERGRMVCIEhERERmD/w8XIE+s+HzDRwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(legacy_engagement, 'Amount Spent (USD)', 'Post Engagement')\n",
    "distribution_plot(legacy_engagement, 'Post Engagement')\n",
    "distribution_plot(legacy_engagement, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14d3baf10>"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "legacy_engagement = legacy_engagement[np.log10(legacy_engagement['Amount Spent (USD)']) > 1]\n",
    "legacy_engagement_y = np.log10(np.array(legacy_engagement['Post Engagement']))\n",
    "legacy_engagement_x = np.log10(np.array(legacy_engagement['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "legacy_engagement_model = SVR('linear')\n",
    "legacy_engagement_model.fit(legacy_engagement_x, legacy_engagement_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(legacy_engagement['Amount Spent (USD)']), np.log10(legacy_engagement['Post Engagement']))\n",
    "sns.lineplot(np.log10(legacy_engagement['Amount Spent (USD)']), legacy_engagement_model.predict(legacy_engagement_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legacy Video Views"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>ThruPlays</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.847825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ThruPlays</th>\n",
       "      <td>0.847825</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  ThruPlays\n",
       "Amount Spent (USD)            1.000000   0.847825\n",
       "ThruPlays                     0.847825   1.000000"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_video_view = legacy_data[legacy_data.Objective == 'Video Views']\n",
    "legacy_video_view = legacy_video_view[legacy_video_view['Amount Spent (USD)'] != 0]\n",
    "metric = 'ThruPlays'\n",
    "legacy_video_view = legacy_video_view.dropna(subset = [metric])\n",
    "legacy_video_view[['Amount Spent (USD)',  metric]].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Video Plays vs ThruPlays? which is better"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "557"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(legacy_video_view)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(legacy_video_view, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(legacy_video_view, metric)\n",
    "distribution_plot(legacy_video_view, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14b4a1a50>"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "legacy_video_view = legacy_video_view[np.log10(legacy_video_view['Amount Spent (USD)']) > 1]\n",
    "legacy_video_view_y = np.log10(np.array(legacy_video_view[metric]))\n",
    "legacy_video_view_x = np.log10(np.array(legacy_video_view['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "legacy_video_view_model = SVR('linear')\n",
    "legacy_video_view_model.fit(legacy_video_view_x, legacy_video_view_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(legacy_video_view['Amount Spent (USD)']), np.log10(legacy_video_view[metric]))\n",
    "sns.lineplot(np.log10(legacy_video_view['Amount Spent (USD)']), legacy_video_view_model.predict(legacy_video_view_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legacy Reach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Reach</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.878406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reach</th>\n",
       "      <td>0.878406</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)     Reach\n",
       "Amount Spent (USD)            1.000000  0.878406\n",
       "Reach                         0.878406  1.000000"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_reach = legacy_data[legacy_data.Objective == 'Reach']\n",
    "legacy_reach = legacy_reach[legacy_reach['Amount Spent (USD)'] != 0]\n",
    "metric = 'Reach'\n",
    "legacy_reach = legacy_reach.dropna(subset = [metric])\n",
    "legacy_reach[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "155"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(legacy_reach)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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H89yYWrveHEm9klKeV3ZJbGwiNePzJYv65Qaa9W/hVnj9r56eLOwazGefbrx0uT7wpR9q976xwnXF73lKnzerT9NTT80M2sKWnwelfT01lYr0XsX4uW7c8PDCis9FtRT4dkkfkyRjzG9IeoakAxHdCwDQRJ7nKuV5mnCzHz3PVbLHK+zGq7XrrdyS2I2XLtfmnXu1ZFF/YRmv0jJZudffsnaFbvuPx2btGhxe2KtD41OF60rfsxM7piNeThDBFktjTI+kz0r6TUmBpI3W2ocqXZ9K+QEZq87BPMeHuY4H81xZuazUlstWKJlw9dSxlC7d/K1Zr3nwmpXqz2Rmvc+U4ygVBPIcp+quwErjKG60md8lWNp4M+6GnK2Mn+vGDQ8vHJV0drnnIlkKtNZOS3pTFO8NAIhevQFIucLx9XeM6rpLXqBpP1P3rjffzygh6aSiP/Z9kjzH1WSQHcek46ivQl1QaUfwlK+yHcLpHI6o0SAUADBDPgu1ZusuvfzGnVqzdZcOTKTlebP/ZFTqxTQ0kCzsxpvrrrf80uKk6+pIIH3wqz+aMY500issOQKthiNtAAAz1Hvsiee5hZ13pVmpE3I7+vK9oE5c0KPFJ/SpP6i+JBcEwaylxetXL9ehI9PavW9MG7aNatOqZbruq3siP/4FaAThPgBghnqOPclntT70lR/Nykpdv3q5/vZr/6V3n396YTdeb9LTAleFoKpSRmxsMj0rqNu4I9vTKv91vvVC1Me/AI0gYwUAKKiWhSqujSrOah06Ml3ISp3Qn9S1d2fbG3zg4mX65jUrlXAdDSYcHU0FSrvZ9//y9/Zr06plGupPamwipZsfeFQfXHWmMn6mak+r4jYMUR//AjSCwAoAIOl4FurmBx4t9H+qdOxJ6fEvG+4YlSTdtX5Eu/eNFQKxpO8rmfC0/+npGct7n3zzS/SJf/2x7t9zsJDlclypx3Ur9rRasqhf//Cml8h1pFsvW6Edo/s44w4th8AKACCpchaquDYqr9I5d/kAqFCk7rl6Kh3MWt57150Pa9OqZbp/z8HCct9d60d0Yl+i7Fl2z1yQ1J3vPEcf+ec9hWDslrUrNOBldwACrYLACgAgqXIW6sFrVsov6TtV6TDfZy5Iavu6kUIxesrzdOjIZNXlvfzXmUwgx3EKZ9kVF7ZPZqQ3f+rbs84DLC2oB5qNwAoAOthcGmJWykJV6jtVLgBSJtCkHI0HUsLz5LjSk0enqx5Zk//ay92nXK+ptOtWLKgnsEIrYVcgAHQoz3P163RG9uC4Djw1KXtwXL9OZyr2fyp3NEy1vlOlx79ImrXb79dHU3r4Z0/O2jl4y9psjVQ995GOB33FKgV9QDNFcqTNXHGkTWdhnuPDXMejVec52ePpaEZKZwIlXEcLXCk1fbzgKOhJaO8TR3XN3dki9AuWnaz3XvR8JTxHnlP+qJi5HvlSfL3nOnrDll2zMlP52qjVK5bqxAU9Gl7Yq6EeN7tLsOQ+lea61oHOmLtW/bluB7EfaQMAiFayx9O+8ZSuLAo0blm7QksHk4XgajoTFIKqs5YO6a3nPVdv+cx3ZjTevP2hx3TV+WcUApR6j3zJn+037mf0syeO6uMP/Fjvv/j5ZZfrXEkfXHXmjCBqejI9p6NlKi09ElSh1bAUCABt6GhGhaBKOl7MfbQozvAzx4vRr1h5WqF9Qv76jTse0eoVS6s22swfLzPhuoVjZPLZo9dv2aVX3vRNbbr3h7r61UaTKb/scp2Xa7uQXzJsNBgqXXokqEIrIrACgDaUzlTojp45Xt7R4x6vS8p3Ky+9Pv94ukxZSKUO6WnPLdsd3XOdhs4GBDoJgRUAtKGEW6GY2z2eeeoNjhej5/tLlV6ff7xcEfiUU/7MwFSFoM51HN3+0GO6a/2IHrxmpbavG6EGCl2HwAoA2tACV7qlZAffLWtXaEHRb/XiuqTlz37GrB1/169erh2j+2ZklYqX/qYrBFB+JigbpB2b9nXV+WeoPwhYrkPXongdAFrAXHfjpaZ9LR1M6q71IxV3BUrHe0LJVyHI8oNArpvdFfg3rzlTPa4jFR2OnM9SfePqV5TtP+W6zqzmoJvXrtDJgz1K5ArggW5FYAUATdZoK4HUtK8eST2SlJFSFa/M8v2M+jxXU66jST+jJ45Mayrtqy/paXhhr/oTM2unfvXUpG68dHlhZ+GSRf268dLl6nHLd0f3p9M1d/cBnY7ACgCarPiMPul4LVPYx7UUB3DDg7269kKj997zgxnB3PBgb2EcN9xn9b9eu0zXXfICDfR4Ojbta3hhbyErNZd2CUC3oMYKAJqs+Iy+vEo79eajOIC7YuVphUxU/n4bto1q40XPK1y/e9+YPvmNn+iMUwa1+IQ+mZMH9cyEy1IfUAWBFQBErFwvqGKVjmvxXKfiaxrhFwVwldovLD6hb0aB+1yL0Wt9r0CnYykQACJUrX5KymaRHFezisFvWbtCH/rKj3T/noPzPr7F81ylPVeZdKZQjJ5vs1AcXF2w7GQlXEd3vvMcea6jHteZUzE6x84cN9fNCOgcnBWI0DHP8WGu4zHXeS49Py8fIOUtWdSvL64f0a+PpQpByAXLTtb7L14mV5LrOvrcQ4/pJaeeqKH+pMYmUtoxuk8fXHVm4bDjuYzlwERaB49M6Qvf+bneet5ztXHHI4Uaq+JzBP/s90/Xu+58uOGgKOV5WrN19lmB29eN1D3uTviZbpcAsxPmulk4KxAAQlBPFqLcH9XrVy/XoSPT2r1vTFJ2yS2VCXTzA49q06plheDpI/+8Rx9cdaYcR3q5OaVwBE3+PRxXZavEq40rX1f1sde/SPfvOahDR6a1adUynbywVycN9uim179IjqQTB3v1ttu+M68C+mq1YmEW4be6uDYjoDURWAFAHerNQuT/qA4P9haCpmPTvq690OhPtn5b0vH6qXz2qDR4ygQqe67fXetH5jyufLCTX/rbvW9MG+4YlZRd+rv2wufLcx15juYdFOVrxUozVuW6unea4uA2IMDsalQVAkAdKmUhSg8vTgeBhgd79d6LnqfrvrpHb9iyS5vu/aEG+5I6a+lQIfBJuE7Z4CkTSJkKHc8zmdmlG7XGlQ92Nu/cO+scv3eff4ae0evpBLdyAX25oKhSgXqfglnd3bvhrMDSMxV/euho3XOJzkPGCgDqUO8yV8JxtPGi5+mvvvj9GcHOldtGddf6ETlBNgA5ms5UDJ68Cpkfx3WUcjwNeNIxX3VlR/LBzoZto7rp61bXXfICnXrSAvV5jnqD4009+zx3VgF9PigqXn2slSEr2zi0heqKolAa3H78gR/Paqxabi7RmQisAKAOpctcZy0d0rvPP12BpKAnIT8TKJUJlHSk33xmf9lgx89k2xb4kjzPKxs8eblgpDTIufHS5frzz+/W8MIe/fn5Z+jK3HO3ve2lVZffKgY7aX/GH/l6g6Ja9UPd2Di0NOjevW9MN9xn9Y/rR5TJdE+AiSyWAgGggvyS1+PjU3Ic6bOXZ4OYs5YO6doLjTbd+0O95x+/p71PHNXrt2SXgV6/ZZcOH03pgmUnz3iv/Bl7edWWzYqDnAevWanrLnmBbrjPave+Ma1esbQQVEnHsyPVlt98P9uDqlYvqnqui6uZaTspt4x6aHxKbiAOo+5CZKwAoIxKS173XHGupjOB3rgl21Zg06plZTuYf+7tv6M9B47MOmMvr1aGKJ/5SbuuLv/sfxZeV9rYM+7sSDcXqFdSLsPI0l/3IrACgDKqLXll6uhg7rpO+TP2iq6rZ9msNJAp19gznx3pzWQqvk9YCCJm69baMpRHYAUAOfVumS8OdsoFOksW9avXdWROHpz3H9rSQGbH6D7dsnZFYTkw7sCGIKK8bqwtQ3mRBVbGmJMljUp6lbX2v6O6DwCEoXTpr1pReHGws3nn3rI7wHqDoPDHVjr+h3auR52UC2QGPDU1sCGIACqLJLAyxiQl3Sppota1ANBM+UDnWBDo4JEpDQ/2av/hiepb5kuCnb6Eqy+uH1GqRo1To0edlAYyKV81AxvOqgOaI6qM1U2SNkt6X0TvDwDzVun4mZu+bmcUhUuSm+s/VVpcnpSk6YwSOv4LtVIGJ66jTtrlrDqgE4UeWBlj3ibpkLX268aYugIrz3M0NDQQ9lDK3MeN5T7djnmOD3M9P4cnUtqw7duzup9vWrVMG+4Y1aHxKfV4rk4a7A0lIHl8fKp8obvnKEgkNe1n1OO5GupLyJnHLrty39eGbaO658rztGhh37y+h6jxMx0f5joaUWSs3i4pMMb8gaQXS/qcMea11tpfVXqB7wexnLDNSd7xYJ7jw1zPz6Trlg10hvqTx4+eSWd7EJXOcyNLbW6ZpqAXLDtZT45Ph5pdqvR9TaZ8jU2lGnrPuPAzHR/munHDwwsrPhd6g1Br7cutta+w1q6U9D1Jb6kWVAFAGCqdX1dNpfPxnr2oX9vXjVQMbkrPhluzdZcOTKSVTnpV712uKej7L15W1xmEczGXc//aXSP/7kCU+AkE0PYqBTq1/shW6n4+EARVu2VXqpV65BdPV713aUf17etG5OZeX2y+ncy75TDkRv/dgShF2scql7UCgEg1WhTeaE+mdBBoeLBXm1Yt01B/UmMTKW3eubfQLLTavUt3+KnCmYHzyS51S6+puDYDAHNBg1AAba/a+XW1/sDOtSeT57nq9Vxde6GZ0YrhxkuXK5PLMtV7bym6Tubd0GtqPv/uQFQIrAC0peLicc+N5/y6/NLTkan0rPMBr7n7Ef3t614453t3S3YpCpxbiFbEQjSAtlNaW/Ohr/xIt5SrlfLCvW9+6clR+bqopOc2VM/k+xklfV/9mUzV2i7M1C21ZGgvdWesjDEnSSo0vLDW/k8kIwKAGkpra+7fc1DPPXFAd77zHB06MqUnj07r5gce1VXnnxFqU8z80lOl8wHzuwnJOMWDbB9aUV2BlTFmi6TzJT0uyZEUSDovwnEBQEXlamtecuqJevOnvj3j8T0HjoRayJxfetq8c6+uX71cG3fMPO5mIHc+YCfWM7WqbqglQ3upN2O1XNJvW2vJrwJounK1NScu6Im8kLm40Pymr1tdd8kLdOpJC9TnOYVDlwF0t3oDq19KWijp6QjHAqCLzOeQ4HI76YYX9kZeyFxx6SntkykBIKlGYGWM+Zayy34nS/qxMeanuacCay1LgQAaUu8hwZWCr3IBzoCnSNoWlGLpCUA1tTJWbyz6PF9b1StpKrIRAeh49TR2rBV8lQY4KV8UMgNouqrtFqy1P7fW/lzSBZKuyn3+CUkvj2NwADpTtcaOeZWCr2pn6NG2AECz1dvH6kpJ78t9frGkd0UzHADtpNEDcOs5JLie4KsVcAgwgGL1/gbwrbWTkmStTUl0XwO63XwOwK2nsWM9wVezcQgwgFL17gq81xjzb5K+I+klkr4c3ZAAtINqdVJ9NXb81dPYMaoz9MLEIcAAStUVWFlrP2yM+aokI+lz1trvRzssAK2u0lKdHwQ6MFl7x1+t3XXt0FWbQ4ABlKorX22M+W1JFykbWP2RMebWSEcFoOVVWqpz3bkXnVfS6sXo7bBcCSBe9RYCfC738XclPVfSidEMB0CrKi3SzveNKq2Tcp3yBxS3WtF5GDgEGECpemusjllrP2qMOd1a+/ZcvRWALlGpp9SzB5OzluomM4q8A3qraIflSgDxqjdj5RhjniVpoTFmgaRnRjgmAC2mUpH2MV+zluq6LYvT6suV9aBlBBCeejNWH5L0x5LukPSYji8NAugCcynS7pYsznzOOmwl9R4vBKA+df23xFr7oKQ7lQ2qfstae3WkowLQUuZapN0JWZxqOql/VSMd7gFUVu+uwNWSvinp85L+whjzgUhHBaCldNvyXi2dFIy0S4d7oF3UuxT4l5JGJN0n6cOSvpv7CKALdMvyXr06qX9VPhvZDZsNgDjUm7cOrLVTuY+BpKMRjglAC+r05b256KT+VWQjgXDVm7F60BjzBUlLjDGblT3aBgAi0eqF4fkeXq183E69yEYC4aoaWBljEpJeK+lfJPVKeljS45Iujn5oALpRq+9S8zxXvxhP6eYHHtWmVct04oIeDS/s1QkJR6npdgurstVKvjEAABIISURBVGodLwSgfrUyVndKSkt6lqQvSfovSZ+SdHPE4wLQpVr9YOPi8d2/56Ck7PJZq4wPQHPVCqxOs9aebYzpkTQqaUrSK621/xX90AC0qiiX6lq9MLzVxweguWoVrz8tSdba6dy1FxBUAd0t6h5OrV4Y3urjA9Bcc/lN+Li19teRjQRAW4i6h1Or71Jr9fEBaK5aS4FnGmM+L8kp+lySZK19U6QjA9CSGl0Kq3f5sNV3qbX6+AA0V63Aak3R55ujHAiA9tBIQ8m57vRr9V1qrT4+AM1TNbCy1n6zkTc1xniStkoyyv7Oudxau7eR9wLQWvJLYXPp4dQKO/1avTcWgM5Qb4PQuXqNJFlrX2aMWSnp7yRdEtG9AMSo1lJYuQBmosk76Vq9NxaAzhHJUezW2n+StD735XOUbSoKoENUOt6m0o7BpNvcnXSddGgygNbmBBGeYG6MuV3SH0u61Fp7f6XrMplM4PvR76jxPJf/ncaAeY5Pq8314YmUXnfLQ7Pqr+790/N08Olprbvju4WM0dbLztZvnTigp6bSmvYz6vFcDfUl5Mwh2AqCQGOTtV//+PiUfvf6b8x6/N83vlKnDPbWvE+rzXMnY67jw1w3Lpn0RiWdXe65qJYCJUnW2rcaYzZK+rYxZpm1tuzhzb4faGzsWJRDkSQNDQ3Ecp9uxzxHo9wS28KFfS0115OuW3bJ7+iUr1P6vBnLhwOe9JMnjja8PFduee+zl79UC5KeUpmZS5Su55UtuHcD1TV/tX6mqd8KD78/4sNcN254eGHF5yJZCjTGXGaMeV/uy2OSMmLjDNCwSktsUWacG1GteWbp8uExXw0vz3meqwnH0UTK16ZVy3TW0iEND/bq0JEpvX7L7MalUfaeirphKoD2EslSoDFmgaTblD1jMCnpb62191a6PpXyAzJWnYN5Dl/K87Rm665ZGZd7rjxPzlSqiSObaS5F4umkp0d+8bSG+pMam0hp88692r1vTA9es1L9mcrZnnL3uH71cgVBoPfe84NZc7R93YiSvj+vrFK1n+lK/zb5+2Ju+P0RH+a6ccPDC+NdCswt+a2peSGAulRqyjntZ1S7Qig+9TbP9DxXB4+mdN1X98wIjm5/6LGaBe3lCtE37nhEn738pVV3HkbVe4qzAwEUI1cNtIFKS2w9LbjcVGnHYLFKwdH7L15Wc3muUiDjNWnnIWcHAijWer+VAcxSqUZoqC/S/SeRqRQcuVLN5blKgcxA0mvKGX6cHQigWHv+VgYi1mq7vCotsc2lNUErqXQsjlfH91Op83uySWf4cXYggGIEVkCJVu3S3Unn0zVyLE5erUCmGXPUSf82AOaHwAoo0Qrn2nW6+WZ5CGQAtCoCK6AEu7ziQXAEoBNRvA6UYJcXAKBRBFZACXZ5AQAaxVIgUIJdXgCARhFYAWVQ/wMAaASBFbpaq/WrmgvPc3V4IqVJ1227sQNApyKwQtdq1X5V9Tg+9m+33dgBoJNRvI6uValf1aRaf/dfvWP3PFcpz9OEm/3oteDZggDQSchYoWtF0a8qrqXFesbezhk5AGhX/PcVXSvsflX5QGbN1l16+Y07tWbrLh2YSEeSJapn7O2ckQOAdkVgha4Vdr+qOAOZesZeLasFAIgGS4HoSPUsyYXdryrOo3DyY7/nyvM0mfLLjj2f1SoeEx3kASBaZKzQceayJOf7GSV9X/2Z7Mf51B7FfRSO72e0qD9Zcex0kAeA+JGxQseptCS3fd1IpIco5wOZ0mLxPgVNaTBKB3kAiB+BFTpOnEtyxVoxkKGDPADEi6VAdJy4l+SKhbm0CABoPwRW6DjUFgEAmoWlQHScVlySAwB0BwIrdCRqiwAAzcBSIAAAQEgIrAAAAELCUiCA0MV1GDUAtBoCKwChyne+L22Uurg/QXAFoOOxFAh0Ic9zlfI8TbjZj+WO+2lUnIdRA0CrIWMFdJmoM0rN6nwPAK0g9MDKGJOU9BlJp0rqlfRha+2Xw74PgMZEfZZivvN9cXAVV+d7AGi2KJYC10p60lr7e5IukvSJCO4BoEHVMkphoPM9gG4WxVLgFyXdXfR1OoJ7AGhQ1BklOt8D6GahZ6ystePW2iPGmIXKBlgfCPseABoXR0aJw6gBdCsnCCn9X8wYs1TSlyR90lr7mVrXZzKZwPejXybwPJdf8DFgnuPT6FwHQaCxybSm/Yx6PFdDfQk51EBVxM90fJjr+DDXjUsmvVFJZ5d7Lori9VMk3S/pz6y1D9TzGt8PNDZ2LOyhzDI0NBDLfbod8xyf+cy1o+zuEqV9PTWVCnNYHYef6fgw1/Fhrhs3PLyw4nNR1Fj9taRFkjYZYzblHrvIWjtR5TUAAABtL/TAylp7laSrwn5fAACAVkfndQAAgJAQWAEAAISEwAoAACAkBFYAAAAhIbACAAAICYEVAABASAisAAAAQkJgBQAAEBICKwAAgJAQWAEAAISEwAoAACAkBFYAAAAhIbACAAAICYEVAABASAisAAAAQkJgBQAAEBICKwAAgJAQWAEAAIQk0ewBIFqe52pSjtJBoITjqE+BfD/T7GEBANCRCKw6mOe5OjCR1oZto9p/eEJLFvXr1rUrtLg/QXAFAEAEWArsYJNyCkGVJO0/PKEN20Y1KafJIwMAoDMRWHWwdBAUgqq8/YcnlA6CJo0IAIDORmDVwRKOoyWL+mc8tmRRvxIOGSsAAKJAYNXB+hTo1rUrCsFVvsaqT2SsAACIAsXrHcz3M1rcn9D2dSPsCgQAIAYEVh3O9zNKSkrmv27mYAAA6HAsBQIAAISEwAoAACAkBFYAAAAhIbACAAAICYEVAABASCILrIwx5xhjdkb1/gAAAK0mknYLxphrJV0m6WgU7w8AANCKospY7ZX0uojeGwAAoCVFElhZa3dISkXx3gAAAK2qJTqve56joaGBGO7jxnKfbsc8x4e5jgfzHB/mOj7MdTRaIrDy/UBjY8civ8/Q0EAs9+l2zHN8mOt4MM/xYa7jw1w3bnh4YcXnaLcAAAAQksgyVtban0kaier9AQAAWg0ZKwAAgJAQWAEAAISEwAoAACAkBFYAAAAhIbACAAAICYEVAABASAisAAAAQkJgBQAAEBICKwAAgJAQWAEAAISEwAoAACAkBFYAAAAhIbACAAAICYEVAABASAisAAAAQkJgBQAAEBICKwAAgJAQWAEAAISEwAoAACAkBFYAAAAh6YrAyvNcpTxPj49PKeV58ryu+LYBAEDMEs0eQNQ8z9WBibQ2bBvV/sMTWrKoX7euXaHF/Qn5fqbZwwMAAB2k41M3k3IKQZUk7T88oQ3bRjUpp8kjAwAAnabjA6t0EBSCqrz9hyeUDoImjQgAAHSqjg+sEo6jJYv6Zzy2ZFG/Eg4ZKwAAEK6OD6z6FOjWtSsKwVW+xqpPZKwAAEC4Or543fczWtyf0PZ1I8o4khtkgy0K1wEAQNg6PmMlZYOrpO/rlMFeJX2foAoAAESiKwIrAACAOBBYAQAAhITACgAAICSRFK8bY1xJn5T0IklTkt5prf1JFPcCAABoFVFlrP5IUp+19lxJ75X0sYjuAwAA0DKiCqx+V9J9kmSt3SXp7IjuAwAA0DKiCqyeIempoq99Y0zH98wCAADdLapg52lJC4u+dq216UoXe56joaGBiIZSfB83lvt0O+Y5Psx1PJjn+DDX8WGuoxFVYPUfkl4jabsxZkTSD6pd7LruE66rn0c0lpJ7eXHcpusxz/FhruPBPMeHuY4Pc92w51R6IqrA6kuSXmWMeUiSI+nyGtcPRzQOAACA2DhBwGHEAAAAYaBBKAAAQEgIrAAAAEJCYAUAABASAisAAICQdFXTTmPMCZK2KdvAtEfSX1prv9XcUXUuY8wfS3q9tfZNzR5LJ+EszvgZY86RdL21dmWzx9KJjDFJSZ+RdKqkXkkfttZ+uamD6lDGGE/SVklGki/pcmvt3uaOqrN0W8bqLyU9YK19haS3SfqH5g6ncxljbpb0UXXfz1gcOIszRsaYayV9SlJfs8fSwdZKetJa+3uSLpL0iSaPp5O9RpKstS+T9DeS/q65w+k83fZH7/9IujX3eULSZBPH0ukeknRlswfRoTiLM157Jb2u2YPocF+UtKno64ondWB+rLX/JGl97svnSHq8icPpSB27FGiMeYekvyh5+HJr7X8aY56l7JLge+IfWWepMs93GWNWNmFI3aDsWZzVjo1C46y1O4wxpzZ7HJ3MWjsuScaYhZLulvSB5o6os1lr08aY2yX9saRLmz2eTtOxgZW19tOSPl36uDHmhZL+UdLV1tpvxj6wDlNpnhGpOZ3FCbQDY8xSZU/t+KS19vPNHk+ns9a+1RizUdK3jTHLrLVHmz2mTtFVS4HGmGXKppzfZK39WrPHAzToPyT9oSTVcxYn0OqMMadIul/SRmvtZ5o9nk5mjLnMGPO+3JfHJGWULWJHSDo2Y1XBR5UtQL3ZGCNJT1lrL2nukIA5m+tZnECr+2tJiyRtMsbka60ustZONHFMneoeSbcZYx6UlJT0Hmst9cYh4qxAAACAkHTVUiAAAECUCKwAAABCQmAFAAAQEgIrAACAkBBYAQAAhKTb2i0AmIdcQ8H3SHpuXFu0jTHPlHRhadNIY8xvS7pZ2d9jCUnflfQ+a20mhHv+pqQXWWu/Uua5myXdKOmdkn5lrd1c9NwuSW+U9D+SbpL0QmX7BE1Luspa+1NjzE5JA8r2EEpKeiz33JPGmCsk/dha+8B8vwcAzUHGCsBcvFnZkwveGOM9l0t6bZnH/7ekv7fWvlrSH0g6Q1JYfel+X9LLSh/MNWRNW2v313j9hZJ+w1r7qtz4Pq3sWaV5b7HWrswdhPs1SVtyj39K0geMMd68vwMATUHGCkBdcmc/7pW0WdmzNj+by758X9ILJI1L+jdJr5Y0JOmC3GOfkXSaJE/S3+XOkdwp6Qpr7X/nsjTPkvRZSV+QtC93/XestVdKer+kFxlj1ltr8wGIJP1c0tuMMUckfUfSGknp3Djfr2ym6FmStlhr/yF3nNXHlW2q+qSkt0s6S9JGZTNKz5V0l6S/lfReSQPGmIestV8uuue7JX2sjunaJ+lsY8wbJD0g6V5J/6/chdbaO40xHzHG9FlrJ40xD0u6WNKXy10PoLWRsQJQr3dK+pS11kqaMsack3v8O9ba8yX1SjpmrX2VpD2SXiFpg6QnrLXnKZtV+rAx5qQq9zhD0jsk/Y6kP8wdmP4RSf9aElRJ2YN6dyl7osJBSbdJOiH33LOVzXKNSPoLY8zJkrZK+lNr7Uplg5xrc9c+R9JqSedKutZa6ysbXH2+JKhS7nv6YfVpUmCt/YGkdZL+SNKPlF2mPLfKaw4rG4xK0iOSVta4B4AWRWAFoCZjzCJlzye8yhhzn7IBzJ/lnn4493FM2YBKygYKfZKeL+lBSbLWHsk9f1rJ2ztFn//EWnskF9wcyL1HJa+01v5fa+3LJS1VNjuWPw7lIWvtVO5IlB/m7vl8SZ/MZcveLuk3ctf+wFqbzh1CW+sIFc9aO5X7fELZYLLYoKQJY8zy7Lds/0TZrNn7JG03xjgl1yv32LOUDQ6V+75PrDEOAC2KwApAPdZK+rS19gJr7YWSzlF2qW9YUrVzsf5L0u9JkjFmobLF3I9JmpS0OHfNS4quL/deGZX/XXWDMeZVkmStHZf0qKR80PNiY4xnjBmQdKakH0uyytU2KZut+ucG7jlRVP/0sKTXGmMSue/vNEm91tqDymbnPmqM8ay1gbJZq6O5z0u9Q9IDRUX3i3Q8yALQZgisANTjnZLuyH9hrT0maYek02u8boukE40x/y5pp6QP5QKPj0v6B2PM15Wtvapmr6QXGmPeU/L4GyRda4z5bu5A6pcouywoZXfbfU3Zmq8PW2ufkHSlpM8ZY/5N2aW+R6rc8weSLjHGlBbp/0fuPrLW/kvu/Udz73m7pLfkrvu4slm73bnv/QuSLit6n88ZY75hjPmGsst+f1r03DnK1mUBaEMcwgygo+SK16+w1oa+c9EYc66kN1prrwr7vXPvn5D0L5L+ILccCqDNkLECgDpZa78lKWGMWRLRLdZL+ihBFdC+yFgBAACEhIwVAABASAisAAAAQkJgBQAAEBICKwAAgJAQWAEAAISEwAoAACAk/x+acibrMZeLegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(legacy_reach, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(legacy_reach, metric)\n",
    "distribution_plot(legacy_reach, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14d322150>"
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "legacy_reach = legacy_reach[np.log10(legacy_reach['Amount Spent (USD)']) > 1]\n",
    "legacy_reach_y = np.log10(np.array(legacy_reach[metric]))\n",
    "legacy_reach_x = np.log10(np.array(legacy_reach['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "legacy_reach_model = SVR('linear')\n",
    "legacy_reach_model.fit(legacy_reach_x, legacy_reach_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(legacy_reach['Amount Spent (USD)']), np.log10(legacy_reach[metric]))\n",
    "sns.lineplot(np.log10(legacy_reach['Amount Spent (USD)']), legacy_reach_model.predict(legacy_reach_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lagacy Brand Awareness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Post Engagement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.691783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Post Engagement</th>\n",
       "      <td>0.691783</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Post Engagement\n",
       "Amount Spent (USD)            1.000000         0.691783\n",
       "Post Engagement               0.691783         1.000000"
      ]
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_brand = legacy_data[legacy_data.Objective == 'Brand Awareness']\n",
    "legacy_brand = legacy_brand[legacy_brand['Amount Spent (USD)'] != 0]\n",
    "metric = 'Post Engagement'\n",
    "legacy_brand = legacy_brand.dropna(subset = [metric])\n",
    "legacy_brand[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Starts</th>\n",
       "      <th>Reporting Ends</th>\n",
       "      <th>Ad Name</th>\n",
       "      <th>Ad Delivery</th>\n",
       "      <th>Ad Set Name</th>\n",
       "      <th>Bid</th>\n",
       "      <th>Bid Type</th>\n",
       "      <th>Ad Set Budget</th>\n",
       "      <th>Ad Set Budget Type</th>\n",
       "      <th>Last Significant Edit</th>\n",
       "      <th>Results</th>\n",
       "      <th>Result Indicator</th>\n",
       "      <th>Reach</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Cost per Results</th>\n",
       "      <th>Quality Ranking</th>\n",
       "      <th>Engagement Rate Ranking</th>\n",
       "      <th>Conversion Rate Ranking</th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Ends</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Unique Link Clicks</th>\n",
       "      <th>Link Clicks</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <th>Page Engagement</th>\n",
       "      <th>Post Engagement</th>\n",
       "      <th>ThruPlays</th>\n",
       "      <th>Video Plays</th>\n",
       "      <th>Objective</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - FB Boost</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers - FB</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1000</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>218240</td>\n",
       "      <td>342183</td>\n",
       "      <td>0.034722</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>2019-06-06</td>\n",
       "      <td>1.567921</td>\n",
       "      <td>907.0</td>\n",
       "      <td>934.0</td>\n",
       "      <td>934.0</td>\n",
       "      <td>62373.0</td>\n",
       "      <td>62373.0</td>\n",
       "      <td>11145.0</td>\n",
       "      <td>244639.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - IG Boost</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers - IG</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1000</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>0</td>\n",
       "      <td>21700.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>164196</td>\n",
       "      <td>199761</td>\n",
       "      <td>0.046074</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>999.81</td>\n",
       "      <td>2019-06-06</td>\n",
       "      <td>1.216601</td>\n",
       "      <td>438.0</td>\n",
       "      <td>444.0</td>\n",
       "      <td>444.0</td>\n",
       "      <td>51305.0</td>\n",
       "      <td>51305.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>179933.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2706</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>610.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>32040</td>\n",
       "      <td>45050</td>\n",
       "      <td>0.074918</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>45.70</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>1.406055</td>\n",
       "      <td>606.0</td>\n",
       "      <td>619.0</td>\n",
       "      <td>619.0</td>\n",
       "      <td>13611.0</td>\n",
       "      <td>13611.0</td>\n",
       "      <td>3206.0</td>\n",
       "      <td>33284.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2707</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - 1x1 Image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>930.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>28752</td>\n",
       "      <td>37997</td>\n",
       "      <td>0.043774</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>40.71</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>1.321543</td>\n",
       "      <td>526.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>1444.0</td>\n",
       "      <td>1444.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2709</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Super Interest - 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Super Interest</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5680.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>347073</td>\n",
       "      <td>423288</td>\n",
       "      <td>0.053776</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>305.45</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>1.219594</td>\n",
       "      <td>1921.0</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>1952.0</td>\n",
       "      <td>59770.0</td>\n",
       "      <td>59768.0</td>\n",
       "      <td>8213.0</td>\n",
       "      <td>346750.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2711</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Super Interest - 1x1 Image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Super Interest</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16900.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>455936</td>\n",
       "      <td>560288</td>\n",
       "      <td>0.024724</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>417.84</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>1.228874</td>\n",
       "      <td>1595.0</td>\n",
       "      <td>1624.0</td>\n",
       "      <td>1624.0</td>\n",
       "      <td>2902.0</td>\n",
       "      <td>2900.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2782</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Super Interest - 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Super Interest</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23900.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>156128</td>\n",
       "      <td>215326</td>\n",
       "      <td>0.006848</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>163.66</td>\n",
       "      <td>2020-05-17</td>\n",
       "      <td>1.379163</td>\n",
       "      <td>269.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>26710.0</td>\n",
       "      <td>26710.0</td>\n",
       "      <td>3708.0</td>\n",
       "      <td>158326.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2783</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email List - 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email List</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>35</td>\n",
       "      <td>42</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>0.01</td>\n",
       "      <td>2020-05-17</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2784</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8090.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>53551</td>\n",
       "      <td>85623</td>\n",
       "      <td>0.010671</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>86.33</td>\n",
       "      <td>2020-05-17</td>\n",
       "      <td>1.598906</td>\n",
       "      <td>265.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>18524.0</td>\n",
       "      <td>18524.0</td>\n",
       "      <td>3245.0</td>\n",
       "      <td>63481.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2875</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Country Music Fans - 1x1 Pre-order image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Country Music Fans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:10-0400</td>\n",
       "      <td>4220.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>49615</td>\n",
       "      <td>72647</td>\n",
       "      <td>0.012351</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>52.12</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.464214</td>\n",
       "      <td>97.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2876</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RT - 1x1 Pre-order image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Willie Nelson RT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:31-0400</td>\n",
       "      <td>110.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>630</td>\n",
       "      <td>1121</td>\n",
       "      <td>0.011636</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1.28</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.779365</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2877</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Interests - 1x1 Pre-order image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Willie Nelson Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:10-0400</td>\n",
       "      <td>4110.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>29992</td>\n",
       "      <td>52433</td>\n",
       "      <td>0.011448</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>47.05</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.748233</td>\n",
       "      <td>148.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>847.0</td>\n",
       "      <td>847.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2878</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Engagers - 1x1 Pre-order image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Willie Nelson Engagers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:31-0400</td>\n",
       "      <td>2550.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>16708</td>\n",
       "      <td>29322</td>\n",
       "      <td>0.011341</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>28.92</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.754968</td>\n",
       "      <td>149.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2879</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Big Little Lies - 1x1 Pre-order image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Big Little Lies</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:10-0400</td>\n",
       "      <td>2310.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>16700</td>\n",
       "      <td>23823</td>\n",
       "      <td>0.008069</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>18.64</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.426527</td>\n",
       "      <td>59.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Page Likes - 1x1 Pre-order image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Willie Nelson Page Likes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:10-0400</td>\n",
       "      <td>5550.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>65695</td>\n",
       "      <td>93337</td>\n",
       "      <td>0.011932</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>66.22</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.420763</td>\n",
       "      <td>113.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>459.0</td>\n",
       "      <td>459.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Interests - 4x5 / 9x16 - Pre-order Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Willie Nelson Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:10-0400</td>\n",
       "      <td>9360.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>63920</td>\n",
       "      <td>144150</td>\n",
       "      <td>0.015159</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>141.89</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>2.255163</td>\n",
       "      <td>987.0</td>\n",
       "      <td>1191.0</td>\n",
       "      <td>1011.0</td>\n",
       "      <td>27948.0</td>\n",
       "      <td>27948.0</td>\n",
       "      <td>4149.0</td>\n",
       "      <td>110224.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2882</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Interests - 4x5 / 9x16 - Pre-order Video - Copy</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Willie Nelson Page Likes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:10-0400</td>\n",
       "      <td>14400.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>152960</td>\n",
       "      <td>264217</td>\n",
       "      <td>0.013567</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>195.37</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.727360</td>\n",
       "      <td>556.0</td>\n",
       "      <td>595.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>21823.0</td>\n",
       "      <td>21823.0</td>\n",
       "      <td>3021.0</td>\n",
       "      <td>205633.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2883</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Interests - 4x5 / 9x16 - Pre-order Video - Copy</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Big Little Lies</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:10-0400</td>\n",
       "      <td>4710.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>33072</td>\n",
       "      <td>64208</td>\n",
       "      <td>0.010754</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>50.65</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.941461</td>\n",
       "      <td>229.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>8504.0</td>\n",
       "      <td>8504.0</td>\n",
       "      <td>1161.0</td>\n",
       "      <td>47874.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2884</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Interests - 4x5 / 9x16 - Pre-order Video - Copy</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Country Music Fans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:10-0400</td>\n",
       "      <td>15700.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>140640</td>\n",
       "      <td>266060</td>\n",
       "      <td>0.013003</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>204.15</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.891780</td>\n",
       "      <td>887.0</td>\n",
       "      <td>954.0</td>\n",
       "      <td>905.0</td>\n",
       "      <td>31263.0</td>\n",
       "      <td>31263.0</td>\n",
       "      <td>4568.0</td>\n",
       "      <td>198370.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2885</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Interests - 4x5 / 9x16 - Pre-order Video - Copy</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Willie Nelson RT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:31-0400</td>\n",
       "      <td>140.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>856</td>\n",
       "      <td>1507</td>\n",
       "      <td>0.011214</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>1.760514</td>\n",
       "      <td>16.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1097.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2886</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Interests - 4x5 / 9x16 - Pre-order Video - Copy</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Willie Nelson Engagers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-16T13:25:31-0400</td>\n",
       "      <td>5090.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>34296</td>\n",
       "      <td>81322</td>\n",
       "      <td>0.016092</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>81.91</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>2.371180</td>\n",
       "      <td>680.0</td>\n",
       "      <td>760.0</td>\n",
       "      <td>701.0</td>\n",
       "      <td>19359.0</td>\n",
       "      <td>19359.0</td>\n",
       "      <td>3155.0</td>\n",
       "      <td>61345.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2945</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - SME 4x5 / 9x1...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18500.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>125217</td>\n",
       "      <td>183546</td>\n",
       "      <td>0.009133</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>168.96</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.465823</td>\n",
       "      <td>196.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>13087.0</td>\n",
       "      <td>13087.0</td>\n",
       "      <td>1682.0</td>\n",
       "      <td>140869.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2946</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW &amp; PF Engagers + Emails + AE Listeners - SPE...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW &amp; PF Engagers + Emails + AE Listeners - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24400.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>130240</td>\n",
       "      <td>303106</td>\n",
       "      <td>0.013550</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>330.63</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>2.327288</td>\n",
       "      <td>1131.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>64501.0</td>\n",
       "      <td>64499.0</td>\n",
       "      <td>10608.0</td>\n",
       "      <td>221524.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2947</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>PF Engagers - 1% Lookalike - SPE 16x9 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>PF Engagers - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16800.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>98865</td>\n",
       "      <td>133811</td>\n",
       "      <td>0.006387</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>107.31</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.353472</td>\n",
       "      <td>131.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>18522.0</td>\n",
       "      <td>18522.0</td>\n",
       "      <td>2037.0</td>\n",
       "      <td>102060.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2948</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - SPE 16x9 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7590.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>50880</td>\n",
       "      <td>63489</td>\n",
       "      <td>0.007200</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>54.65</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.247818</td>\n",
       "      <td>52.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>7851.0</td>\n",
       "      <td>7851.0</td>\n",
       "      <td>896.0</td>\n",
       "      <td>49748.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2949</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>PF Engagers - 1% Lookalike - SME 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>PF Engagers - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29400.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>175456</td>\n",
       "      <td>285235</td>\n",
       "      <td>0.008820</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>259.30</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.625678</td>\n",
       "      <td>316.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>20412.0</td>\n",
       "      <td>20410.0</td>\n",
       "      <td>2356.0</td>\n",
       "      <td>208108.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2950</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - SPE 16x9 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12600.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>72432</td>\n",
       "      <td>108329</td>\n",
       "      <td>0.008354</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>105.26</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.495596</td>\n",
       "      <td>135.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>16153.0</td>\n",
       "      <td>16153.0</td>\n",
       "      <td>1808.0</td>\n",
       "      <td>80680.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2951</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - SME 4x5 / 9x1...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19600.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>131072</td>\n",
       "      <td>204136</td>\n",
       "      <td>0.009499</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>186.19</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.557434</td>\n",
       "      <td>244.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>15177.0</td>\n",
       "      <td>15177.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>149574.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2952</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW Engagers - 1% Lookalike - SPE 16x9 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW Engagers - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-22T23:48:56-0400</td>\n",
       "      <td>11800.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>62048</td>\n",
       "      <td>79431</td>\n",
       "      <td>0.005931</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>69.98</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.280154</td>\n",
       "      <td>79.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>12465.0</td>\n",
       "      <td>12465.0</td>\n",
       "      <td>1521.0</td>\n",
       "      <td>58806.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2953</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW Engagers - 1% Lookalike - SME 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW Engagers - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-06-22T23:48:56-0400</td>\n",
       "      <td>45300.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>252288</td>\n",
       "      <td>450150</td>\n",
       "      <td>0.008891</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>402.74</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.784270</td>\n",
       "      <td>622.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>626.0</td>\n",
       "      <td>34731.0</td>\n",
       "      <td>34729.0</td>\n",
       "      <td>4254.0</td>\n",
       "      <td>330528.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2954</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Pink Floyd Interests - SME 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Pink Floyd Interests - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29600.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>283008</td>\n",
       "      <td>453203</td>\n",
       "      <td>0.012384</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>366.58</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.601379</td>\n",
       "      <td>645.0</td>\n",
       "      <td>652.0</td>\n",
       "      <td>652.0</td>\n",
       "      <td>29371.0</td>\n",
       "      <td>29371.0</td>\n",
       "      <td>4692.0</td>\n",
       "      <td>342356.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2955</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artist Interests - SME 4x5 / 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artist Interests - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14300.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>94688</td>\n",
       "      <td>158048</td>\n",
       "      <td>0.008759</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>125.25</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.669145</td>\n",
       "      <td>238.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>12354.0</td>\n",
       "      <td>12354.0</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>119372.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2956</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Pink Floyd Interests - SPE 16x9 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Pink Floyd Interests - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43900.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>326912</td>\n",
       "      <td>554232</td>\n",
       "      <td>0.009383</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>411.93</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.695355</td>\n",
       "      <td>705.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>62257.0</td>\n",
       "      <td>62256.0</td>\n",
       "      <td>7971.0</td>\n",
       "      <td>433996.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2957</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artist Interests - SPE 16x9 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artist Interests - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8980.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>61152</td>\n",
       "      <td>87751</td>\n",
       "      <td>0.007275</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>65.33</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.434965</td>\n",
       "      <td>103.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>10999.0</td>\n",
       "      <td>10999.0</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>69039.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2958</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW &amp; PF Engagers + Emails + AE Listeners - SME...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW &amp; PF Engagers + Emails + AE Listeners - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20700.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>118080</td>\n",
       "      <td>287316</td>\n",
       "      <td>0.016710</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>345.89</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>2.433232</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>33344.0</td>\n",
       "      <td>33344.0</td>\n",
       "      <td>6039.0</td>\n",
       "      <td>205324.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2981</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW &amp; PF Engagers + Emails + AE Listeners - 1x1...</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW &amp; PF Engagers + Emails + AE Listeners - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>86944</td>\n",
       "      <td>179851</td>\n",
       "      <td>0.013998</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>174.97</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>2.068584</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>1103.0</td>\n",
       "      <td>1102.0</td>\n",
       "      <td>1688.0</td>\n",
       "      <td>1688.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2982</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Pink Floyd Interests - 1x1 Image A</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Pink Floyd Interests - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17200.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>174111</td>\n",
       "      <td>265481</td>\n",
       "      <td>0.010634</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>182.90</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.524780</td>\n",
       "      <td>335.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>450.0</td>\n",
       "      <td>450.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2983</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - 1x1 Image A</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>RW Mailing List - 1% Lookalike - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10700.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>74112</td>\n",
       "      <td>113192</td>\n",
       "      <td>0.008860</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>94.80</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.527310</td>\n",
       "      <td>155.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2984</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artist Interests - 1x1 Image A</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artist Interests - Copy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4610.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>46144</td>\n",
       "      <td>66132</td>\n",
       "      <td>0.010267</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>47.33</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>1.433166</td>\n",
       "      <td>91.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3030</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Genres - 4x5 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Genres</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>74500.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>1185284</td>\n",
       "      <td>1612828</td>\n",
       "      <td>0.007973</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>594.00</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.360710</td>\n",
       "      <td>2229.0</td>\n",
       "      <td>2267.0</td>\n",
       "      <td>2267.0</td>\n",
       "      <td>98716.0</td>\n",
       "      <td>98716.0</td>\n",
       "      <td>14445.0</td>\n",
       "      <td>1191006.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3031</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - 4x5 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>55800.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>893701</td>\n",
       "      <td>1180860</td>\n",
       "      <td>0.007569</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>422.33</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.321314</td>\n",
       "      <td>1458.0</td>\n",
       "      <td>1473.0</td>\n",
       "      <td>1473.0</td>\n",
       "      <td>67996.0</td>\n",
       "      <td>67994.0</td>\n",
       "      <td>9947.0</td>\n",
       "      <td>848640.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3032</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artists - 4x5 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artists</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>46200.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>668547</td>\n",
       "      <td>1001395</td>\n",
       "      <td>0.009031</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>417.24</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.497868</td>\n",
       "      <td>2235.0</td>\n",
       "      <td>2268.0</td>\n",
       "      <td>2268.0</td>\n",
       "      <td>72227.0</td>\n",
       "      <td>72225.0</td>\n",
       "      <td>10532.0</td>\n",
       "      <td>743220.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3033</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>AC/DC Interests - 4x5 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>AC/DC Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>130.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>2461</td>\n",
       "      <td>3282</td>\n",
       "      <td>0.011231</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1.46</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.333604</td>\n",
       "      <td>24.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>456.0</td>\n",
       "      <td>456.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3034</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Special Interests - 4x5 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Special Interest</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>26600.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>280065</td>\n",
       "      <td>496598</td>\n",
       "      <td>0.008910</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>237.00</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.773153</td>\n",
       "      <td>2227.0</td>\n",
       "      <td>2290.0</td>\n",
       "      <td>2290.0</td>\n",
       "      <td>52265.0</td>\n",
       "      <td>52265.0</td>\n",
       "      <td>8334.0</td>\n",
       "      <td>358658.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3040</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artists - 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artists</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6450.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>242623</td>\n",
       "      <td>352409</td>\n",
       "      <td>0.019296</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>124.46</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.452496</td>\n",
       "      <td>298.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>11210.0</td>\n",
       "      <td>11210.0</td>\n",
       "      <td>3108.0</td>\n",
       "      <td>325207.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3041</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Genres - 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Genres</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21900.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>979466</td>\n",
       "      <td>1354104</td>\n",
       "      <td>0.019001</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>416.13</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.382492</td>\n",
       "      <td>667.0</td>\n",
       "      <td>671.0</td>\n",
       "      <td>671.0</td>\n",
       "      <td>32333.0</td>\n",
       "      <td>32333.0</td>\n",
       "      <td>8600.0</td>\n",
       "      <td>1241126.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3042</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Special Interests - 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Special Interest</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>58369</td>\n",
       "      <td>73935</td>\n",
       "      <td>0.015170</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>34.89</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.266683</td>\n",
       "      <td>163.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3624.0</td>\n",
       "      <td>3624.0</td>\n",
       "      <td>1031.0</td>\n",
       "      <td>68651.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3043</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>AC/DC Interests - 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>AC/DC Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>570</td>\n",
       "      <td>613</td>\n",
       "      <td>0.018000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.075439</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>556.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3044</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - 9x16 Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43500.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>2112514</td>\n",
       "      <td>3221294</td>\n",
       "      <td>0.021249</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>924.33</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.524863</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>83013.0</td>\n",
       "      <td>83013.0</td>\n",
       "      <td>22176.0</td>\n",
       "      <td>2955223.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3065</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Engagers - Image 1</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Engagers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-23T11:49:04-0400</td>\n",
       "      <td>10700.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>198024</td>\n",
       "      <td>228184</td>\n",
       "      <td>0.093458</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>2020-07-24</td>\n",
       "      <td>1.152305</td>\n",
       "      <td>400.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14736.0</td>\n",
       "      <td>14736.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3071</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - 4x5 Video - Spotify</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>13700.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>223040</td>\n",
       "      <td>224220</td>\n",
       "      <td>0.005412</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>74.14</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.005291</td>\n",
       "      <td>213.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>11506.0</td>\n",
       "      <td>11506.0</td>\n",
       "      <td>1585.0</td>\n",
       "      <td>158800.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3072</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Genres - 4x5 Video - Spotify</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Genres</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>15700.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>234816</td>\n",
       "      <td>244927</td>\n",
       "      <td>0.005259</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>82.57</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.043059</td>\n",
       "      <td>208.0</td>\n",
       "      <td>208.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>12430.0</td>\n",
       "      <td>12430.0</td>\n",
       "      <td>1807.0</td>\n",
       "      <td>174119.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3073</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Special Interests - 4x5 Video - Spotify</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Special Interest</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>3880.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>32288</td>\n",
       "      <td>33693</td>\n",
       "      <td>0.004113</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15.96</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.043515</td>\n",
       "      <td>109.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>3076.0</td>\n",
       "      <td>3076.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>23802.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3074</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>AC/DC Interests - 4x5 Video - Spotify</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>AC/DC Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>40.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>874</td>\n",
       "      <td>914</td>\n",
       "      <td>0.009500</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>0.38</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.045767</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>663.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3075</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artists - 4x5 Video - Spotify</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artists</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>18800.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>189344</td>\n",
       "      <td>200417</td>\n",
       "      <td>0.004403</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>82.78</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.058481</td>\n",
       "      <td>381.0</td>\n",
       "      <td>387.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>12694.0</td>\n",
       "      <td>12694.0</td>\n",
       "      <td>1845.0</td>\n",
       "      <td>144288.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3076</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>AC/DC Interests - 4x5 Video - Apple Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>AC/DC Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>20.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>486</td>\n",
       "      <td>495</td>\n",
       "      <td>0.011500</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>0.23</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.018519</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3077</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artists - 4x5 Video - Apple Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artists</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>4780.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>48016</td>\n",
       "      <td>48282</td>\n",
       "      <td>0.004303</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>20.57</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.005540</td>\n",
       "      <td>79.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2865.0</td>\n",
       "      <td>2865.0</td>\n",
       "      <td>389.0</td>\n",
       "      <td>34896.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3078</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Special Interests - 4x5 Video - Apple Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Special Interest</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>4170.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>33832</td>\n",
       "      <td>36016</td>\n",
       "      <td>0.004146</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>17.29</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.064554</td>\n",
       "      <td>84.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>3006.0</td>\n",
       "      <td>3006.0</td>\n",
       "      <td>432.0</td>\n",
       "      <td>25709.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3079</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Genres - 4x5 Video - Apple Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Genres</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>9420.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>157280</td>\n",
       "      <td>159120</td>\n",
       "      <td>0.005722</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>53.90</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.011699</td>\n",
       "      <td>136.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>9356.0</td>\n",
       "      <td>9356.0</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>121338.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3080</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - 4x5 Video - Apple Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>12100.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>207488</td>\n",
       "      <td>210896</td>\n",
       "      <td>0.005794</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>70.11</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.016425</td>\n",
       "      <td>174.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>10910.0</td>\n",
       "      <td>10910.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>151923.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3081</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>AC/DC Interests - 4x5 Video - Amazon Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>AC/DC Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>80.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>1778</td>\n",
       "      <td>1879</td>\n",
       "      <td>0.010250</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>0.82</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.056805</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3082</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artists - 4x5 Video - Amazon Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artists</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>292672</td>\n",
       "      <td>315256</td>\n",
       "      <td>0.004749</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>123.47</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.077165</td>\n",
       "      <td>493.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>20754.0</td>\n",
       "      <td>20753.0</td>\n",
       "      <td>3086.0</td>\n",
       "      <td>226434.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3083</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Followers - 4x5 Video - Amazon Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Followers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>18700.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>288896</td>\n",
       "      <td>301243</td>\n",
       "      <td>0.005337</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>99.80</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.042739</td>\n",
       "      <td>326.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>15497.0</td>\n",
       "      <td>15497.0</td>\n",
       "      <td>2180.0</td>\n",
       "      <td>212940.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3084</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Special Interests - 4x5 Video - Amazon Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Special Interest</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>8930.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>69024</td>\n",
       "      <td>75660</td>\n",
       "      <td>0.004047</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>36.14</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.096140</td>\n",
       "      <td>223.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>6468.0</td>\n",
       "      <td>6468.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>53116.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3085</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Genres - 4x5 Video - Amazon Music</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Genres</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-25T18:37:56-0400</td>\n",
       "      <td>27300.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>455295</td>\n",
       "      <td>470138</td>\n",
       "      <td>0.005488</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>149.81</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.032601</td>\n",
       "      <td>332.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>25132.0</td>\n",
       "      <td>25132.0</td>\n",
       "      <td>3649.0</td>\n",
       "      <td>328797.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3104</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Not Opened - 4x5 Live Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Not Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:37:08-0400</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>22624</td>\n",
       "      <td>30549</td>\n",
       "      <td>0.377723</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>736.56</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.350292</td>\n",
       "      <td>339.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>7622.0</td>\n",
       "      <td>7620.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>22807.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3105</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Not Opened - 4x5 Bell Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Not Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:37:08-0400</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>18516</td>\n",
       "      <td>23523</td>\n",
       "      <td>0.359455</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>395.40</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.270415</td>\n",
       "      <td>254.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>5799.0</td>\n",
       "      <td>5799.0</td>\n",
       "      <td>982.0</td>\n",
       "      <td>18354.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3106</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Not Opened - 1x1 Image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Not Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:37:08-0400</td>\n",
       "      <td>1860.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>15492</td>\n",
       "      <td>21718</td>\n",
       "      <td>0.197548</td>\n",
       "      <td>Above average</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>367.44</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.401885</td>\n",
       "      <td>159.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>731.0</td>\n",
       "      <td>731.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3107</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Opened - 1x1 Image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:37:14-0400</td>\n",
       "      <td>280.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>2006</td>\n",
       "      <td>2654</td>\n",
       "      <td>0.297214</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>83.22</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.323031</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3108</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Opened - 4x5 Bell Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:37:14-0400</td>\n",
       "      <td>120.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>1857</td>\n",
       "      <td>2343</td>\n",
       "      <td>0.439917</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>52.79</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.261712</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>511.0</td>\n",
       "      <td>511.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>1853.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3109</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Opened - 4x5 Live Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:37:14-0400</td>\n",
       "      <td>410.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>3311</td>\n",
       "      <td>4644</td>\n",
       "      <td>0.399951</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>163.98</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.402597</td>\n",
       "      <td>33.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1060.0</td>\n",
       "      <td>1060.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>3539.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3110</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Opened &amp; Clicked - 4x5 Live Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Opened &amp; Clicked</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1000</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:39:16-0400</td>\n",
       "      <td>120.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>1009</td>\n",
       "      <td>1428</td>\n",
       "      <td>0.454167</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>54.50</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.415263</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>422.0</td>\n",
       "      <td>422.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1118.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3111</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Opened &amp; Clicked - 4x5 Bell Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Opened &amp; Clicked</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1000</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:39:16-0400</td>\n",
       "      <td>20.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>328</td>\n",
       "      <td>372</td>\n",
       "      <td>0.433500</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8.67</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.134146</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3112</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Opened &amp; Clicked - 1x1 Image</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Opened &amp; Clicked</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1000</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T09:39:16-0400</td>\n",
       "      <td>90.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>586</td>\n",
       "      <td>720</td>\n",
       "      <td>0.312778</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>28.15</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.228669</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Not Opened - 4x5 Live Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Not Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T13:53:52-0400</td>\n",
       "      <td>210.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>2999</td>\n",
       "      <td>4071</td>\n",
       "      <td>0.281095</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>59.03</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.357452</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>3882.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Opened - 4x5 Bell Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>147</td>\n",
       "      <td>191</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>2.70</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.299320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Opened - 4x5 Live Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>112</td>\n",
       "      <td>126</td>\n",
       "      <td>0.201000</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>2.01</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Email Not Opened - 4x5 Bell Video</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Email Not Opened</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>1500</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>2020-07-27T13:53:52-0400</td>\n",
       "      <td>200.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>2610</td>\n",
       "      <td>3483</td>\n",
       "      <td>0.272100</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>54.42</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>1.334483</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>3328.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3381</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artists 1 - Interests - 4x5 / 9x16 Videos</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artists 1 - Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-22T18:41:46-0400</td>\n",
       "      <td>12900.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>302272</td>\n",
       "      <td>469905</td>\n",
       "      <td>0.076947</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>992.62</td>\n",
       "      <td>2020-08-24</td>\n",
       "      <td>1.554577</td>\n",
       "      <td>2636.0</td>\n",
       "      <td>2691.0</td>\n",
       "      <td>2673.0</td>\n",
       "      <td>66785.0</td>\n",
       "      <td>66783.0</td>\n",
       "      <td>13277.0</td>\n",
       "      <td>372212.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3382</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>FB Engagers - 4x5 / 9x16 Videos</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>FB Engagers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-22T18:41:46-0400</td>\n",
       "      <td>850.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>20124</td>\n",
       "      <td>36856</td>\n",
       "      <td>0.127741</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>108.58</td>\n",
       "      <td>2020-08-24</td>\n",
       "      <td>1.831445</td>\n",
       "      <td>772.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>795.0</td>\n",
       "      <td>10172.0</td>\n",
       "      <td>10172.0</td>\n",
       "      <td>2724.0</td>\n",
       "      <td>28955.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3383</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Raekwon - Interests - 4x5 / 9x16 Videos</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Raekwon - Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-22T18:41:46-0400</td>\n",
       "      <td>3050.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>70976</td>\n",
       "      <td>121207</td>\n",
       "      <td>0.101046</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>308.19</td>\n",
       "      <td>2020-08-24</td>\n",
       "      <td>1.707718</td>\n",
       "      <td>1463.0</td>\n",
       "      <td>1495.0</td>\n",
       "      <td>1479.0</td>\n",
       "      <td>25221.0</td>\n",
       "      <td>25221.0</td>\n",
       "      <td>6063.0</td>\n",
       "      <td>90739.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3384</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>Similar Artists 2 - Interests - 4x5 / 9x16 Videos</td>\n",
       "      <td>not_delivering</td>\n",
       "      <td>Similar Artists 2 - Interests</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ABSOLUTE_OCPM</td>\n",
       "      <td>Using campaign budget</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-22T18:41:46-0400</td>\n",
       "      <td>7350.0</td>\n",
       "      <td>estimated_ad_recallers</td>\n",
       "      <td>178944</td>\n",
       "      <td>280890</td>\n",
       "      <td>0.080355</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>590.61</td>\n",
       "      <td>2020-08-24</td>\n",
       "      <td>1.569709</td>\n",
       "      <td>1105.0</td>\n",
       "      <td>1115.0</td>\n",
       "      <td>1108.0</td>\n",
       "      <td>32195.0</td>\n",
       "      <td>32195.0</td>\n",
       "      <td>5421.0</td>\n",
       "      <td>218101.0</td>\n",
       "      <td>Brand Awareness</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Reporting Starts Reporting Ends  \\\n",
       "472        2019-01-01     2020-08-31   \n",
       "473        2019-01-01     2020-08-31   \n",
       "2706       2019-01-01     2020-08-31   \n",
       "2707       2019-01-01     2020-08-31   \n",
       "2709       2019-01-01     2020-08-31   \n",
       "2711       2019-01-01     2020-08-31   \n",
       "2782       2019-01-01     2020-08-31   \n",
       "2783       2019-01-01     2020-08-31   \n",
       "2784       2019-01-01     2020-08-31   \n",
       "2875       2019-01-01     2020-08-31   \n",
       "2876       2019-01-01     2020-08-31   \n",
       "2877       2019-01-01     2020-08-31   \n",
       "2878       2019-01-01     2020-08-31   \n",
       "2879       2019-01-01     2020-08-31   \n",
       "2880       2019-01-01     2020-08-31   \n",
       "2881       2019-01-01     2020-08-31   \n",
       "2882       2019-01-01     2020-08-31   \n",
       "2883       2019-01-01     2020-08-31   \n",
       "2884       2019-01-01     2020-08-31   \n",
       "2885       2019-01-01     2020-08-31   \n",
       "2886       2019-01-01     2020-08-31   \n",
       "2945       2019-01-01     2020-08-31   \n",
       "2946       2019-01-01     2020-08-31   \n",
       "2947       2019-01-01     2020-08-31   \n",
       "2948       2019-01-01     2020-08-31   \n",
       "2949       2019-01-01     2020-08-31   \n",
       "2950       2019-01-01     2020-08-31   \n",
       "2951       2019-01-01     2020-08-31   \n",
       "2952       2019-01-01     2020-08-31   \n",
       "2953       2019-01-01     2020-08-31   \n",
       "2954       2019-01-01     2020-08-31   \n",
       "2955       2019-01-01     2020-08-31   \n",
       "2956       2019-01-01     2020-08-31   \n",
       "2957       2019-01-01     2020-08-31   \n",
       "2958       2019-01-01     2020-08-31   \n",
       "2981       2019-01-01     2020-08-31   \n",
       "2982       2019-01-01     2020-08-31   \n",
       "2983       2019-01-01     2020-08-31   \n",
       "2984       2019-01-01     2020-08-31   \n",
       "3030       2019-01-01     2020-08-31   \n",
       "3031       2019-01-01     2020-08-31   \n",
       "3032       2019-01-01     2020-08-31   \n",
       "3033       2019-01-01     2020-08-31   \n",
       "3034       2019-01-01     2020-08-31   \n",
       "3040       2019-01-01     2020-08-31   \n",
       "3041       2019-01-01     2020-08-31   \n",
       "3042       2019-01-01     2020-08-31   \n",
       "3043       2019-01-01     2020-08-31   \n",
       "3044       2019-01-01     2020-08-31   \n",
       "3065       2019-01-01     2020-08-31   \n",
       "3071       2019-01-01     2020-08-31   \n",
       "3072       2019-01-01     2020-08-31   \n",
       "3073       2019-01-01     2020-08-31   \n",
       "3074       2019-01-01     2020-08-31   \n",
       "3075       2019-01-01     2020-08-31   \n",
       "3076       2019-01-01     2020-08-31   \n",
       "3077       2019-01-01     2020-08-31   \n",
       "3078       2019-01-01     2020-08-31   \n",
       "3079       2019-01-01     2020-08-31   \n",
       "3080       2019-01-01     2020-08-31   \n",
       "3081       2019-01-01     2020-08-31   \n",
       "3082       2019-01-01     2020-08-31   \n",
       "3083       2019-01-01     2020-08-31   \n",
       "3084       2019-01-01     2020-08-31   \n",
       "3085       2019-01-01     2020-08-31   \n",
       "3104       2019-01-01     2020-08-31   \n",
       "3105       2019-01-01     2020-08-31   \n",
       "3106       2019-01-01     2020-08-31   \n",
       "3107       2019-01-01     2020-08-31   \n",
       "3108       2019-01-01     2020-08-31   \n",
       "3109       2019-01-01     2020-08-31   \n",
       "3110       2019-01-01     2020-08-31   \n",
       "3111       2019-01-01     2020-08-31   \n",
       "3112       2019-01-01     2020-08-31   \n",
       "3128       2019-01-01     2020-08-31   \n",
       "3130       2019-01-01     2020-08-31   \n",
       "3131       2019-01-01     2020-08-31   \n",
       "3133       2019-01-01     2020-08-31   \n",
       "3381       2019-01-01     2020-08-31   \n",
       "3382       2019-01-01     2020-08-31   \n",
       "3383       2019-01-01     2020-08-31   \n",
       "3384       2019-01-01     2020-08-31   \n",
       "\n",
       "                                                Ad Name     Ad Delivery  \\\n",
       "472                                Followers - FB Boost  not_delivering   \n",
       "473                                Followers - IG Boost  not_delivering   \n",
       "2706                       Followers - 4x5 / 9x16 Video  not_delivering   \n",
       "2707                              Followers - 1x1 Image  not_delivering   \n",
       "2709                  Super Interest - 4x5 / 9x16 Video  not_delivering   \n",
       "2711                         Super Interest - 1x1 Image  not_delivering   \n",
       "2782                  Super Interest - 4x5 / 9x16 Video  not_delivering   \n",
       "2783                      Email List - 4x5 / 9x16 Video  not_delivering   \n",
       "2784                       Followers - 4x5 / 9x16 Video  not_delivering   \n",
       "2875           Country Music Fans - 1x1 Pre-order image  not_delivering   \n",
       "2876                           RT - 1x1 Pre-order image  not_delivering   \n",
       "2877                    Interests - 1x1 Pre-order image  not_delivering   \n",
       "2878                     Engagers - 1x1 Pre-order image  not_delivering   \n",
       "2879              Big Little Lies - 1x1 Pre-order image  not_delivering   \n",
       "2880                   Page Likes - 1x1 Pre-order image  not_delivering   \n",
       "2881           Interests - 4x5 / 9x16 - Pre-order Video  not_delivering   \n",
       "2882    Interests - 4x5 / 9x16 - Pre-order Video - Copy  not_delivering   \n",
       "2883    Interests - 4x5 / 9x16 - Pre-order Video - Copy  not_delivering   \n",
       "2884    Interests - 4x5 / 9x16 - Pre-order Video - Copy  not_delivering   \n",
       "2885    Interests - 4x5 / 9x16 - Pre-order Video - Copy  not_delivering   \n",
       "2886    Interests - 4x5 / 9x16 - Pre-order Video - Copy  not_delivering   \n",
       "2945  RW Mailing List - 1% Lookalike - SME 4x5 / 9x1...  not_delivering   \n",
       "2946  RW & PF Engagers + Emails + AE Listeners - SPE...  not_delivering   \n",
       "2947        PF Engagers - 1% Lookalike - SPE 16x9 Video  not_delivering   \n",
       "2948    RW Mailing List - 1% Lookalike - SPE 16x9 Video  not_delivering   \n",
       "2949  PF Engagers - 1% Lookalike - SME 4x5 / 9x16 Video  not_delivering   \n",
       "2950    RW Mailing List - 1% Lookalike - SPE 16x9 Video  not_delivering   \n",
       "2951  RW Mailing List - 1% Lookalike - SME 4x5 / 9x1...  not_delivering   \n",
       "2952        RW Engagers - 1% Lookalike - SPE 16x9 Video  not_delivering   \n",
       "2953  RW Engagers - 1% Lookalike - SME 4x5 / 9x16 Video  not_delivering   \n",
       "2954        Pink Floyd Interests - SME 4x5 / 9x16 Video  not_delivering   \n",
       "2955    Similar Artist Interests - SME 4x5 / 9x16 Video  not_delivering   \n",
       "2956              Pink Floyd Interests - SPE 16x9 Video  not_delivering   \n",
       "2957          Similar Artist Interests - SPE 16x9 Video  not_delivering   \n",
       "2958  RW & PF Engagers + Emails + AE Listeners - SME...  not_delivering   \n",
       "2981  RW & PF Engagers + Emails + AE Listeners - 1x1...  not_delivering   \n",
       "2982                 Pink Floyd Interests - 1x1 Image A  not_delivering   \n",
       "2983       RW Mailing List - 1% Lookalike - 1x1 Image A  not_delivering   \n",
       "2984             Similar Artist Interests - 1x1 Image A  not_delivering   \n",
       "3030                                 Genres - 4x5 Video  not_delivering   \n",
       "3031                              Followers - 4x5 Video  not_delivering   \n",
       "3032                        Similar Artists - 4x5 Video  not_delivering   \n",
       "3033                        AC/DC Interests - 4x5 Video  not_delivering   \n",
       "3034                      Special Interests - 4x5 Video  not_delivering   \n",
       "3040                       Similar Artists - 9x16 Video  not_delivering   \n",
       "3041                                Genres - 9x16 Video  not_delivering   \n",
       "3042                     Special Interests - 9x16 Video  not_delivering   \n",
       "3043                       AC/DC Interests - 9x16 Video  not_delivering   \n",
       "3044                             Followers - 9x16 Video  not_delivering   \n",
       "3065                                 Engagers - Image 1  not_delivering   \n",
       "3071                    Followers - 4x5 Video - Spotify  not_delivering   \n",
       "3072                       Genres - 4x5 Video - Spotify  not_delivering   \n",
       "3073            Special Interests - 4x5 Video - Spotify  not_delivering   \n",
       "3074              AC/DC Interests - 4x5 Video - Spotify  not_delivering   \n",
       "3075              Similar Artists - 4x5 Video - Spotify  not_delivering   \n",
       "3076          AC/DC Interests - 4x5 Video - Apple Music  not_delivering   \n",
       "3077          Similar Artists - 4x5 Video - Apple Music  not_delivering   \n",
       "3078        Special Interests - 4x5 Video - Apple Music  not_delivering   \n",
       "3079                   Genres - 4x5 Video - Apple Music  not_delivering   \n",
       "3080                Followers - 4x5 Video - Apple Music  not_delivering   \n",
       "3081         AC/DC Interests - 4x5 Video - Amazon Music  not_delivering   \n",
       "3082         Similar Artists - 4x5 Video - Amazon Music  not_delivering   \n",
       "3083               Followers - 4x5 Video - Amazon Music  not_delivering   \n",
       "3084       Special Interests - 4x5 Video - Amazon Music  not_delivering   \n",
       "3085                  Genres - 4x5 Video - Amazon Music  not_delivering   \n",
       "3104                  Email Not Opened - 4x5 Live Video  not_delivering   \n",
       "3105                  Email Not Opened - 4x5 Bell Video  not_delivering   \n",
       "3106                       Email Not Opened - 1x1 Image  not_delivering   \n",
       "3107                           Email Opened - 1x1 Image  not_delivering   \n",
       "3108                      Email Opened - 4x5 Bell Video  not_delivering   \n",
       "3109                      Email Opened - 4x5 Live Video  not_delivering   \n",
       "3110            Email Opened & Clicked - 4x5 Live Video  not_delivering   \n",
       "3111            Email Opened & Clicked - 4x5 Bell Video  not_delivering   \n",
       "3112                 Email Opened & Clicked - 1x1 Image  not_delivering   \n",
       "3128                  Email Not Opened - 4x5 Live Video  not_delivering   \n",
       "3130                      Email Opened - 4x5 Bell Video  not_delivering   \n",
       "3131                      Email Opened - 4x5 Live Video  not_delivering   \n",
       "3133                  Email Not Opened - 4x5 Bell Video  not_delivering   \n",
       "3381  Similar Artists 1 - Interests - 4x5 / 9x16 Videos  not_delivering   \n",
       "3382                    FB Engagers - 4x5 / 9x16 Videos  not_delivering   \n",
       "3383            Raekwon - Interests - 4x5 / 9x16 Videos  not_delivering   \n",
       "3384  Similar Artists 2 - Interests - 4x5 / 9x16 Videos  not_delivering   \n",
       "\n",
       "                                          Ad Set Name  Bid       Bid Type  \\\n",
       "472                                    Followers - FB  0.0  ABSOLUTE_OCPM   \n",
       "473                                    Followers - IG  0.0  ABSOLUTE_OCPM   \n",
       "2706                                        Followers  0.0  ABSOLUTE_OCPM   \n",
       "2707                                        Followers  0.0  ABSOLUTE_OCPM   \n",
       "2709                                   Super Interest  0.0  ABSOLUTE_OCPM   \n",
       "2711                                   Super Interest  0.0  ABSOLUTE_OCPM   \n",
       "2782                                   Super Interest  0.0  ABSOLUTE_OCPM   \n",
       "2783                                       Email List  0.0  ABSOLUTE_OCPM   \n",
       "2784                                        Followers  0.0  ABSOLUTE_OCPM   \n",
       "2875                               Country Music Fans  0.0  ABSOLUTE_OCPM   \n",
       "2876                                 Willie Nelson RT  0.0  ABSOLUTE_OCPM   \n",
       "2877                          Willie Nelson Interests  0.0  ABSOLUTE_OCPM   \n",
       "2878                           Willie Nelson Engagers  0.0  ABSOLUTE_OCPM   \n",
       "2879                                  Big Little Lies  0.0  ABSOLUTE_OCPM   \n",
       "2880                         Willie Nelson Page Likes  0.0  ABSOLUTE_OCPM   \n",
       "2881                          Willie Nelson Interests  0.0  ABSOLUTE_OCPM   \n",
       "2882                         Willie Nelson Page Likes  0.0  ABSOLUTE_OCPM   \n",
       "2883                                  Big Little Lies  0.0  ABSOLUTE_OCPM   \n",
       "2884                               Country Music Fans  0.0  ABSOLUTE_OCPM   \n",
       "2885                                 Willie Nelson RT  0.0  ABSOLUTE_OCPM   \n",
       "2886                           Willie Nelson Engagers  0.0  ABSOLUTE_OCPM   \n",
       "2945            RW Mailing List - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2946  RW & PF Engagers + Emails + AE Listeners - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2947                PF Engagers - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2948            RW Mailing List - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2949                PF Engagers - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2950            RW Mailing List - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2951            RW Mailing List - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2952                RW Engagers - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2953                RW Engagers - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2954                      Pink Floyd Interests - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2955                  Similar Artist Interests - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2956                      Pink Floyd Interests - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2957                  Similar Artist Interests - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2958  RW & PF Engagers + Emails + AE Listeners - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2981  RW & PF Engagers + Emails + AE Listeners - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2982                      Pink Floyd Interests - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2983            RW Mailing List - 1% Lookalike - Copy  0.0  ABSOLUTE_OCPM   \n",
       "2984                  Similar Artist Interests - Copy  0.0  ABSOLUTE_OCPM   \n",
       "3030                                           Genres  0.0  ABSOLUTE_OCPM   \n",
       "3031                                        Followers  0.0  ABSOLUTE_OCPM   \n",
       "3032                                  Similar Artists  0.0  ABSOLUTE_OCPM   \n",
       "3033                                  AC/DC Interests  0.0  ABSOLUTE_OCPM   \n",
       "3034                                 Special Interest  0.0  ABSOLUTE_OCPM   \n",
       "3040                                  Similar Artists  0.0  ABSOLUTE_OCPM   \n",
       "3041                                           Genres  0.0  ABSOLUTE_OCPM   \n",
       "3042                                 Special Interest  0.0  ABSOLUTE_OCPM   \n",
       "3043                                  AC/DC Interests  0.0  ABSOLUTE_OCPM   \n",
       "3044                                        Followers  0.0  ABSOLUTE_OCPM   \n",
       "3065                                         Engagers  0.0  ABSOLUTE_OCPM   \n",
       "3071                                        Followers  0.0  ABSOLUTE_OCPM   \n",
       "3072                                           Genres  0.0  ABSOLUTE_OCPM   \n",
       "3073                                 Special Interest  0.0  ABSOLUTE_OCPM   \n",
       "3074                                  AC/DC Interests  0.0  ABSOLUTE_OCPM   \n",
       "3075                                  Similar Artists  0.0  ABSOLUTE_OCPM   \n",
       "3076                                  AC/DC Interests  0.0  ABSOLUTE_OCPM   \n",
       "3077                                  Similar Artists  0.0  ABSOLUTE_OCPM   \n",
       "3078                                 Special Interest  0.0  ABSOLUTE_OCPM   \n",
       "3079                                           Genres  0.0  ABSOLUTE_OCPM   \n",
       "3080                                        Followers  0.0  ABSOLUTE_OCPM   \n",
       "3081                                  AC/DC Interests  0.0  ABSOLUTE_OCPM   \n",
       "3082                                  Similar Artists  0.0  ABSOLUTE_OCPM   \n",
       "3083                                        Followers  0.0  ABSOLUTE_OCPM   \n",
       "3084                                 Special Interest  0.0  ABSOLUTE_OCPM   \n",
       "3085                                           Genres  0.0  ABSOLUTE_OCPM   \n",
       "3104                                 Email Not Opened  0.0  ABSOLUTE_OCPM   \n",
       "3105                                 Email Not Opened  0.0  ABSOLUTE_OCPM   \n",
       "3106                                 Email Not Opened  0.0  ABSOLUTE_OCPM   \n",
       "3107                                     Email Opened  0.0  ABSOLUTE_OCPM   \n",
       "3108                                     Email Opened  0.0  ABSOLUTE_OCPM   \n",
       "3109                                     Email Opened  0.0  ABSOLUTE_OCPM   \n",
       "3110                           Email Opened & Clicked  0.0  ABSOLUTE_OCPM   \n",
       "3111                           Email Opened & Clicked  0.0  ABSOLUTE_OCPM   \n",
       "3112                           Email Opened & Clicked  0.0  ABSOLUTE_OCPM   \n",
       "3128                                 Email Not Opened  0.0  ABSOLUTE_OCPM   \n",
       "3130                                     Email Opened  0.0  ABSOLUTE_OCPM   \n",
       "3131                                     Email Opened  0.0  ABSOLUTE_OCPM   \n",
       "3133                                 Email Not Opened  0.0  ABSOLUTE_OCPM   \n",
       "3381                    Similar Artists 1 - Interests  0.0  ABSOLUTE_OCPM   \n",
       "3382                                      FB Engagers  0.0  ABSOLUTE_OCPM   \n",
       "3383                              Raekwon - Interests  0.0  ABSOLUTE_OCPM   \n",
       "3384                    Similar Artists 2 - Interests  0.0  ABSOLUTE_OCPM   \n",
       "\n",
       "              Ad Set Budget Ad Set Budget Type     Last Significant Edit  \\\n",
       "472                    1000           Lifetime                         0   \n",
       "473                    1000           Lifetime                         0   \n",
       "2706  Using campaign budget                  0                         0   \n",
       "2707  Using campaign budget                  0                         0   \n",
       "2709  Using campaign budget                  0                         0   \n",
       "2711  Using campaign budget                  0                         0   \n",
       "2782  Using campaign budget                  0                         0   \n",
       "2783  Using campaign budget                  0                         0   \n",
       "2784  Using campaign budget                  0                         0   \n",
       "2875  Using campaign budget                  0  2020-06-16T13:25:10-0400   \n",
       "2876  Using campaign budget                  0  2020-06-16T13:25:31-0400   \n",
       "2877  Using campaign budget                  0  2020-06-16T13:25:10-0400   \n",
       "2878  Using campaign budget                  0  2020-06-16T13:25:31-0400   \n",
       "2879  Using campaign budget                  0  2020-06-16T13:25:10-0400   \n",
       "2880  Using campaign budget                  0  2020-06-16T13:25:10-0400   \n",
       "2881  Using campaign budget                  0  2020-06-16T13:25:10-0400   \n",
       "2882  Using campaign budget                  0  2020-06-16T13:25:10-0400   \n",
       "2883  Using campaign budget                  0  2020-06-16T13:25:10-0400   \n",
       "2884  Using campaign budget                  0  2020-06-16T13:25:10-0400   \n",
       "2885  Using campaign budget                  0  2020-06-16T13:25:31-0400   \n",
       "2886  Using campaign budget                  0  2020-06-16T13:25:31-0400   \n",
       "2945  Using campaign budget                  0                         0   \n",
       "2946  Using campaign budget                  0                         0   \n",
       "2947  Using campaign budget                  0                         0   \n",
       "2948  Using campaign budget                  0                         0   \n",
       "2949  Using campaign budget                  0                         0   \n",
       "2950  Using campaign budget                  0                         0   \n",
       "2951  Using campaign budget                  0                         0   \n",
       "2952  Using campaign budget                  0  2020-06-22T23:48:56-0400   \n",
       "2953  Using campaign budget                  0  2020-06-22T23:48:56-0400   \n",
       "2954  Using campaign budget                  0                         0   \n",
       "2955  Using campaign budget                  0                         0   \n",
       "2956  Using campaign budget                  0                         0   \n",
       "2957  Using campaign budget                  0                         0   \n",
       "2958  Using campaign budget                  0                         0   \n",
       "2981  Using campaign budget                  0                         0   \n",
       "2982  Using campaign budget                  0                         0   \n",
       "2983  Using campaign budget                  0                         0   \n",
       "2984  Using campaign budget                  0                         0   \n",
       "3030  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3031  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3032  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3033  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3034  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3040  Using campaign budget                  0                         0   \n",
       "3041  Using campaign budget                  0                         0   \n",
       "3042  Using campaign budget                  0                         0   \n",
       "3043  Using campaign budget                  0                         0   \n",
       "3044  Using campaign budget                  0                         0   \n",
       "3065  Using campaign budget                  0  2020-07-23T11:49:04-0400   \n",
       "3071  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3072  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3073  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3074  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3075  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3076  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3077  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3078  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3079  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3080  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3081  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3082  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3083  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3084  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3085  Using campaign budget                  0  2020-07-25T18:37:56-0400   \n",
       "3104                   1500           Lifetime  2020-07-27T09:37:08-0400   \n",
       "3105                   1500           Lifetime  2020-07-27T09:37:08-0400   \n",
       "3106                   1500           Lifetime  2020-07-27T09:37:08-0400   \n",
       "3107                   1500           Lifetime  2020-07-27T09:37:14-0400   \n",
       "3108                   1500           Lifetime  2020-07-27T09:37:14-0400   \n",
       "3109                   1500           Lifetime  2020-07-27T09:37:14-0400   \n",
       "3110                   1000           Lifetime  2020-07-27T09:39:16-0400   \n",
       "3111                   1000           Lifetime  2020-07-27T09:39:16-0400   \n",
       "3112                   1000           Lifetime  2020-07-27T09:39:16-0400   \n",
       "3128                   1500           Lifetime  2020-07-27T13:53:52-0400   \n",
       "3130                   1500           Lifetime                         0   \n",
       "3131                   1500           Lifetime                         0   \n",
       "3133                   1500           Lifetime  2020-07-27T13:53:52-0400   \n",
       "3381  Using campaign budget                  0  2020-08-22T18:41:46-0400   \n",
       "3382  Using campaign budget                  0  2020-08-22T18:41:46-0400   \n",
       "3383  Using campaign budget                  0  2020-08-22T18:41:46-0400   \n",
       "3384  Using campaign budget                  0  2020-08-22T18:41:46-0400   \n",
       "\n",
       "      Results        Result Indicator    Reach  Impressions  Cost per Results  \\\n",
       "472   28800.0  estimated_ad_recallers   218240       342183          0.034722   \n",
       "473   21700.0  estimated_ad_recallers   164196       199761          0.046074   \n",
       "2706    610.0  estimated_ad_recallers    32040        45050          0.074918   \n",
       "2707    930.0  estimated_ad_recallers    28752        37997          0.043774   \n",
       "2709   5680.0  estimated_ad_recallers   347073       423288          0.053776   \n",
       "2711  16900.0  estimated_ad_recallers   455936       560288          0.024724   \n",
       "2782  23900.0  estimated_ad_recallers   156128       215326          0.006848   \n",
       "2783     10.0  estimated_ad_recallers       35           42          0.001000   \n",
       "2784   8090.0  estimated_ad_recallers    53551        85623          0.010671   \n",
       "2875   4220.0  estimated_ad_recallers    49615        72647          0.012351   \n",
       "2876    110.0  estimated_ad_recallers      630         1121          0.011636   \n",
       "2877   4110.0  estimated_ad_recallers    29992        52433          0.011448   \n",
       "2878   2550.0  estimated_ad_recallers    16708        29322          0.011341   \n",
       "2879   2310.0  estimated_ad_recallers    16700        23823          0.008069   \n",
       "2880   5550.0  estimated_ad_recallers    65695        93337          0.011932   \n",
       "2881   9360.0  estimated_ad_recallers    63920       144150          0.015159   \n",
       "2882  14400.0  estimated_ad_recallers   152960       264217          0.013567   \n",
       "2883   4710.0  estimated_ad_recallers    33072        64208          0.010754   \n",
       "2884  15700.0  estimated_ad_recallers   140640       266060          0.013003   \n",
       "2885    140.0  estimated_ad_recallers      856         1507          0.011214   \n",
       "2886   5090.0  estimated_ad_recallers    34296        81322          0.016092   \n",
       "2945  18500.0  estimated_ad_recallers   125217       183546          0.009133   \n",
       "2946  24400.0  estimated_ad_recallers   130240       303106          0.013550   \n",
       "2947  16800.0  estimated_ad_recallers    98865       133811          0.006387   \n",
       "2948   7590.0  estimated_ad_recallers    50880        63489          0.007200   \n",
       "2949  29400.0  estimated_ad_recallers   175456       285235          0.008820   \n",
       "2950  12600.0  estimated_ad_recallers    72432       108329          0.008354   \n",
       "2951  19600.0  estimated_ad_recallers   131072       204136          0.009499   \n",
       "2952  11800.0  estimated_ad_recallers    62048        79431          0.005931   \n",
       "2953  45300.0  estimated_ad_recallers   252288       450150          0.008891   \n",
       "2954  29600.0  estimated_ad_recallers   283008       453203          0.012384   \n",
       "2955  14300.0  estimated_ad_recallers    94688       158048          0.008759   \n",
       "2956  43900.0  estimated_ad_recallers   326912       554232          0.009383   \n",
       "2957   8980.0  estimated_ad_recallers    61152        87751          0.007275   \n",
       "2958  20700.0  estimated_ad_recallers   118080       287316          0.016710   \n",
       "2981  12500.0  estimated_ad_recallers    86944       179851          0.013998   \n",
       "2982  17200.0  estimated_ad_recallers   174111       265481          0.010634   \n",
       "2983  10700.0  estimated_ad_recallers    74112       113192          0.008860   \n",
       "2984   4610.0  estimated_ad_recallers    46144        66132          0.010267   \n",
       "3030  74500.0  estimated_ad_recallers  1185284      1612828          0.007973   \n",
       "3031  55800.0  estimated_ad_recallers   893701      1180860          0.007569   \n",
       "3032  46200.0  estimated_ad_recallers   668547      1001395          0.009031   \n",
       "3033    130.0  estimated_ad_recallers     2461         3282          0.011231   \n",
       "3034  26600.0  estimated_ad_recallers   280065       496598          0.008910   \n",
       "3040   6450.0  estimated_ad_recallers   242623       352409          0.019296   \n",
       "3041  21900.0  estimated_ad_recallers   979466      1354104          0.019001   \n",
       "3042   2300.0  estimated_ad_recallers    58369        73935          0.015170   \n",
       "3043     10.0  estimated_ad_recallers      570          613          0.018000   \n",
       "3044  43500.0  estimated_ad_recallers  2112514      3221294          0.021249   \n",
       "3065  10700.0  estimated_ad_recallers   198024       228184          0.093458   \n",
       "3071  13700.0  estimated_ad_recallers   223040       224220          0.005412   \n",
       "3072  15700.0  estimated_ad_recallers   234816       244927          0.005259   \n",
       "3073   3880.0  estimated_ad_recallers    32288        33693          0.004113   \n",
       "3074     40.0  estimated_ad_recallers      874          914          0.009500   \n",
       "3075  18800.0  estimated_ad_recallers   189344       200417          0.004403   \n",
       "3076     20.0  estimated_ad_recallers      486          495          0.011500   \n",
       "3077   4780.0  estimated_ad_recallers    48016        48282          0.004303   \n",
       "3078   4170.0  estimated_ad_recallers    33832        36016          0.004146   \n",
       "3079   9420.0  estimated_ad_recallers   157280       159120          0.005722   \n",
       "3080  12100.0  estimated_ad_recallers   207488       210896          0.005794   \n",
       "3081     80.0  estimated_ad_recallers     1778         1879          0.010250   \n",
       "3082  26000.0  estimated_ad_recallers   292672       315256          0.004749   \n",
       "3083  18700.0  estimated_ad_recallers   288896       301243          0.005337   \n",
       "3084   8930.0  estimated_ad_recallers    69024        75660          0.004047   \n",
       "3085  27300.0  estimated_ad_recallers   455295       470138          0.005488   \n",
       "3104   1950.0  estimated_ad_recallers    22624        30549          0.377723   \n",
       "3105   1100.0  estimated_ad_recallers    18516        23523          0.359455   \n",
       "3106   1860.0  estimated_ad_recallers    15492        21718          0.197548   \n",
       "3107    280.0  estimated_ad_recallers     2006         2654          0.297214   \n",
       "3108    120.0  estimated_ad_recallers     1857         2343          0.439917   \n",
       "3109    410.0  estimated_ad_recallers     3311         4644          0.399951   \n",
       "3110    120.0  estimated_ad_recallers     1009         1428          0.454167   \n",
       "3111     20.0  estimated_ad_recallers      328          372          0.433500   \n",
       "3112     90.0  estimated_ad_recallers      586          720          0.312778   \n",
       "3128    210.0  estimated_ad_recallers     2999         4071          0.281095   \n",
       "3130     10.0  estimated_ad_recallers      147          191          0.270000   \n",
       "3131     10.0  estimated_ad_recallers      112          126          0.201000   \n",
       "3133    200.0  estimated_ad_recallers     2610         3483          0.272100   \n",
       "3381  12900.0  estimated_ad_recallers   302272       469905          0.076947   \n",
       "3382    850.0  estimated_ad_recallers    20124        36856          0.127741   \n",
       "3383   3050.0  estimated_ad_recallers    70976       121207          0.101046   \n",
       "3384   7350.0  estimated_ad_recallers   178944       280890          0.080355   \n",
       "\n",
       "     Quality Ranking Engagement Rate Ranking Conversion Rate Ranking  \\\n",
       "472                -                       -                       -   \n",
       "473                -                       -                       -   \n",
       "2706               -                       -                       -   \n",
       "2707               -                       -                       -   \n",
       "2709               -                       -                       -   \n",
       "2711               -                       -                       -   \n",
       "2782               -                       -                       -   \n",
       "2783               -                       -                       -   \n",
       "2784               -                       -                       -   \n",
       "2875               -                       -                       -   \n",
       "2876               -                       -                       -   \n",
       "2877               -                       -                       -   \n",
       "2878               -                       -                       -   \n",
       "2879               -                       -                       -   \n",
       "2880               -                       -                       -   \n",
       "2881               -                       -                       -   \n",
       "2882               -                       -                       -   \n",
       "2883               -                       -                       -   \n",
       "2884               -                       -                       -   \n",
       "2885               -                       -                       -   \n",
       "2886               -                       -                       -   \n",
       "2945               -                       -                       -   \n",
       "2946               -                       -                       -   \n",
       "2947               -                       -                       -   \n",
       "2948               -                       -                       -   \n",
       "2949               -                       -                       -   \n",
       "2950               -                       -                       -   \n",
       "2951               -                       -                       -   \n",
       "2952               -                       -                       -   \n",
       "2953               -                       -                       -   \n",
       "2954               -                       -                       -   \n",
       "2955               -                       -                       -   \n",
       "2956               -                       -                       -   \n",
       "2957               -                       -                       -   \n",
       "2958               -                       -                       -   \n",
       "2981               -                       -                       -   \n",
       "2982               -                       -                       -   \n",
       "2983               -                       -                       -   \n",
       "2984               -                       -                       -   \n",
       "3030   Above average                       -                       -   \n",
       "3031   Above average                       -                       -   \n",
       "3032   Above average                       -                       -   \n",
       "3033   Above average                       -                       -   \n",
       "3034   Above average                       -                       -   \n",
       "3040   Above average                       -                       -   \n",
       "3041   Above average                       -                       -   \n",
       "3042   Above average                       -                       -   \n",
       "3043               -                       -                       -   \n",
       "3044   Above average                       -                       -   \n",
       "3065               -                       -                       -   \n",
       "3071   Above average                       -                       -   \n",
       "3072   Above average                       -                       -   \n",
       "3073   Above average                       -                       -   \n",
       "3074   Above average                       -                       -   \n",
       "3075   Above average                       -                       -   \n",
       "3076               -                       -                       -   \n",
       "3077   Above average                       -                       -   \n",
       "3078   Above average                       -                       -   \n",
       "3079   Above average                       -                       -   \n",
       "3080   Above average                       -                       -   \n",
       "3081   Above average                       -                       -   \n",
       "3082   Above average                       -                       -   \n",
       "3083   Above average                       -                       -   \n",
       "3084   Above average                       -                       -   \n",
       "3085   Above average                       -                       -   \n",
       "3104   Above average                       -                       -   \n",
       "3105   Above average                       -                       -   \n",
       "3106   Above average                       -                       -   \n",
       "3107               -                       -                       -   \n",
       "3108               -                       -                       -   \n",
       "3109               -                       -                       -   \n",
       "3110               -                       -                       -   \n",
       "3111               -                       -                       -   \n",
       "3112               -                       -                       -   \n",
       "3128               -                       -                       -   \n",
       "3130               -                       -                       -   \n",
       "3131               -                       -                       -   \n",
       "3133               -                       -                       -   \n",
       "3381               -                       -                       -   \n",
       "3382               -                       -                       -   \n",
       "3383               -                       -                       -   \n",
       "3384               -                       -                       -   \n",
       "\n",
       "      Amount Spent (USD)        Ends  Frequency  Unique Link Clicks  \\\n",
       "472              1000.00  2019-06-06   1.567921               907.0   \n",
       "473               999.81  2019-06-06   1.216601               438.0   \n",
       "2706               45.70  2020-04-26   1.406055               606.0   \n",
       "2707               40.71  2020-04-26   1.321543               526.0   \n",
       "2709              305.45  2020-04-26   1.219594              1921.0   \n",
       "2711              417.84  2020-04-26   1.228874              1595.0   \n",
       "2782              163.66  2020-05-17   1.379163               269.0   \n",
       "2783                0.01  2020-05-17   1.200000                 NaN   \n",
       "2784               86.33  2020-05-17   1.598906               265.0   \n",
       "2875               52.12  2020-07-02   1.464214                97.0   \n",
       "2876                1.28  2020-07-02   1.779365                 2.0   \n",
       "2877               47.05  2020-07-02   1.748233               148.0   \n",
       "2878               28.92  2020-07-02   1.754968               149.0   \n",
       "2879               18.64  2020-07-02   1.426527                59.0   \n",
       "2880               66.22  2020-07-02   1.420763               113.0   \n",
       "2881              141.89  2020-07-02   2.255163               987.0   \n",
       "2882              195.37  2020-07-02   1.727360               556.0   \n",
       "2883               50.65  2020-07-02   1.941461               229.0   \n",
       "2884              204.15  2020-07-02   1.891780               887.0   \n",
       "2885                1.57  2020-07-02   1.760514                16.0   \n",
       "2886               81.91  2020-07-02   2.371180               680.0   \n",
       "2945              168.96  2020-07-09   1.465823               196.0   \n",
       "2946              330.63  2020-07-09   2.327288              1131.0   \n",
       "2947              107.31  2020-07-09   1.353472               131.0   \n",
       "2948               54.65  2020-07-09   1.247818                52.0   \n",
       "2949              259.30  2020-07-09   1.625678               316.0   \n",
       "2950              105.26  2020-07-09   1.495596               135.0   \n",
       "2951              186.19  2020-07-09   1.557434               244.0   \n",
       "2952               69.98  2020-07-09   1.280154                79.0   \n",
       "2953              402.74  2020-07-09   1.784270               622.0   \n",
       "2954              366.58  2020-07-09   1.601379               645.0   \n",
       "2955              125.25  2020-07-09   1.669145               238.0   \n",
       "2956              411.93  2020-07-09   1.695355               705.0   \n",
       "2957               65.33  2020-07-09   1.434965               103.0   \n",
       "2958              345.89  2020-07-09   2.433232              1261.0   \n",
       "2981              174.97  2020-07-09   2.068584              1042.0   \n",
       "2982              182.90  2020-07-09   1.524780               335.0   \n",
       "2983               94.80  2020-07-09   1.527310               155.0   \n",
       "2984               47.33  2020-07-09   1.433166                91.0   \n",
       "3030              594.00  2020-07-28   1.360710              2229.0   \n",
       "3031              422.33  2020-07-28   1.321314              1458.0   \n",
       "3032              417.24  2020-07-28   1.497868              2235.0   \n",
       "3033                1.46  2020-07-28   1.333604                24.0   \n",
       "3034              237.00  2020-07-28   1.773153              2227.0   \n",
       "3040              124.46  2020-07-28   1.452496               298.0   \n",
       "3041              416.13  2020-07-28   1.382492               667.0   \n",
       "3042               34.89  2020-07-28   1.266683               163.0   \n",
       "3043                0.18  2020-07-28   1.075439                 1.0   \n",
       "3044              924.33  2020-07-28   1.524863              1984.0   \n",
       "3065             1000.00  2020-07-24   1.152305               400.0   \n",
       "3071               74.14  2020-07-28   1.005291               213.0   \n",
       "3072               82.57  2020-07-28   1.043059               208.0   \n",
       "3073               15.96  2020-07-28   1.043515               109.0   \n",
       "3074                0.38  2020-07-28   1.045767                 3.0   \n",
       "3075               82.78  2020-07-28   1.058481               381.0   \n",
       "3076                0.23  2020-07-28   1.018519                 1.0   \n",
       "3077               20.57  2020-07-28   1.005540                79.0   \n",
       "3078               17.29  2020-07-28   1.064554                84.0   \n",
       "3079               53.90  2020-07-28   1.011699               136.0   \n",
       "3080               70.11  2020-07-28   1.016425               174.0   \n",
       "3081                0.82  2020-07-28   1.056805                 4.0   \n",
       "3082              123.47  2020-07-28   1.077165               493.0   \n",
       "3083               99.80  2020-07-28   1.042739               326.0   \n",
       "3084               36.14  2020-07-28   1.096140               223.0   \n",
       "3085              149.81  2020-07-28   1.032601               332.0   \n",
       "3104              736.56  2020-07-28   1.350292               339.0   \n",
       "3105              395.40  2020-07-28   1.270415               254.0   \n",
       "3106              367.44  2020-07-28   1.401885               159.0   \n",
       "3107               83.22  2020-07-28   1.323031                13.0   \n",
       "3108               52.79  2020-07-28   1.261712                 7.0   \n",
       "3109              163.98  2020-07-28   1.402597                33.0   \n",
       "3110               54.50  2020-07-28   1.415263                 9.0   \n",
       "3111                8.67  2020-07-28   1.134146                 1.0   \n",
       "3112               28.15  2020-07-28   1.228669                 9.0   \n",
       "3128               59.03  2020-07-28   1.357452                 8.0   \n",
       "3130                2.70  2020-07-28   1.299320                 NaN   \n",
       "3131                2.01  2020-07-28   1.125000                 NaN   \n",
       "3133               54.42  2020-07-28   1.334483                 7.0   \n",
       "3381              992.62  2020-08-24   1.554577              2636.0   \n",
       "3382              108.58  2020-08-24   1.831445               772.0   \n",
       "3383              308.19  2020-08-24   1.707718              1463.0   \n",
       "3384              590.61  2020-08-24   1.569709              1105.0   \n",
       "\n",
       "      Link Clicks  Outbound Clicks  Page Engagement  Post Engagement  \\\n",
       "472         934.0            934.0          62373.0          62373.0   \n",
       "473         444.0            444.0          51305.0          51305.0   \n",
       "2706        619.0            619.0          13611.0          13611.0   \n",
       "2707        547.0            547.0           1444.0           1444.0   \n",
       "2709       1953.0           1952.0          59770.0          59768.0   \n",
       "2711       1624.0           1624.0           2902.0           2900.0   \n",
       "2782        282.0            274.0          26710.0          26710.0   \n",
       "2783          NaN              NaN              4.0              4.0   \n",
       "2784        279.0            268.0          18524.0          18524.0   \n",
       "2875        110.0            101.0            464.0            464.0   \n",
       "2876          2.0              2.0             19.0             19.0   \n",
       "2877        196.0            155.0            847.0            847.0   \n",
       "2878        173.0            162.0           1020.0           1020.0   \n",
       "2879         63.0             61.0            195.0            195.0   \n",
       "2880        132.0            118.0            459.0            459.0   \n",
       "2881       1191.0           1011.0          27948.0          27948.0   \n",
       "2882        595.0            565.0          21823.0          21823.0   \n",
       "2883        264.0            245.0           8504.0           8504.0   \n",
       "2884        954.0            905.0          31263.0          31263.0   \n",
       "2885         18.0             17.0            221.0            221.0   \n",
       "2886        760.0            701.0          19359.0          19359.0   \n",
       "2945        196.0            196.0          13087.0          13087.0   \n",
       "2946       1166.0           1166.0          64501.0          64499.0   \n",
       "2947        132.0            132.0          18522.0          18522.0   \n",
       "2948         52.0             52.0           7851.0           7851.0   \n",
       "2949        317.0            317.0          20412.0          20410.0   \n",
       "2950        136.0            136.0          16153.0          16153.0   \n",
       "2951        245.0            245.0          15177.0          15177.0   \n",
       "2952         81.0             81.0          12465.0          12465.0   \n",
       "2953        627.0            626.0          34731.0          34729.0   \n",
       "2954        652.0            652.0          29371.0          29371.0   \n",
       "2955        241.0            241.0          12354.0          12354.0   \n",
       "2956        717.0            717.0          62257.0          62256.0   \n",
       "2957        104.0            104.0          10999.0          10999.0   \n",
       "2958       1310.0           1310.0          33344.0          33344.0   \n",
       "2981       1103.0           1102.0           1688.0           1688.0   \n",
       "2982        344.0            344.0            450.0            450.0   \n",
       "2983        157.0            157.0            213.0            213.0   \n",
       "2984         92.0             92.0            164.0            164.0   \n",
       "3030       2267.0           2267.0          98716.0          98716.0   \n",
       "3031       1473.0           1473.0          67996.0          67994.0   \n",
       "3032       2268.0           2268.0          72227.0          72225.0   \n",
       "3033         25.0             25.0            456.0            456.0   \n",
       "3034       2290.0           2290.0          52265.0          52265.0   \n",
       "3040        300.0            300.0          11210.0          11210.0   \n",
       "3041        671.0            671.0          32333.0          32333.0   \n",
       "3042        163.0            163.0           3624.0           3624.0   \n",
       "3043          1.0              1.0             43.0             43.0   \n",
       "3044       1987.0           1987.0          83013.0          83013.0   \n",
       "3065        402.0              NaN          14736.0          14736.0   \n",
       "3071        218.0            218.0          11506.0          11506.0   \n",
       "3072        208.0            206.0          12430.0          12430.0   \n",
       "3073        112.0            112.0           3076.0           3076.0   \n",
       "3074          3.0              3.0            101.0            101.0   \n",
       "3075        387.0            385.0          12694.0          12694.0   \n",
       "3076          1.0              1.0             59.0             59.0   \n",
       "3077         80.0             79.0           2865.0           2865.0   \n",
       "3078         84.0             84.0           3006.0           3006.0   \n",
       "3079        138.0            137.0           9356.0           9356.0   \n",
       "3080        176.0            175.0          10910.0          10910.0   \n",
       "3081          4.0              4.0            194.0            194.0   \n",
       "3082        500.0            496.0          20754.0          20753.0   \n",
       "3083        331.0            330.0          15497.0          15497.0   \n",
       "3084        227.0            225.0           6468.0           6468.0   \n",
       "3085        337.0            336.0          25132.0          25132.0   \n",
       "3104        356.0            356.0           7622.0           7620.0   \n",
       "3105        267.0            267.0           5799.0           5799.0   \n",
       "3106        171.0            171.0            731.0            731.0   \n",
       "3107         16.0             16.0             78.0             78.0   \n",
       "3108          7.0              7.0            511.0            511.0   \n",
       "3109         33.0             33.0           1060.0           1060.0   \n",
       "3110          9.0              9.0            422.0            422.0   \n",
       "3111          1.0              1.0             86.0             86.0   \n",
       "3112         10.0             10.0             43.0             43.0   \n",
       "3128          8.0              8.0            265.0            265.0   \n",
       "3130          NaN              NaN              9.0              9.0   \n",
       "3131          NaN              NaN              7.0              7.0   \n",
       "3133          7.0              7.0            221.0            221.0   \n",
       "3381       2691.0           2673.0          66785.0          66783.0   \n",
       "3382        801.0            795.0          10172.0          10172.0   \n",
       "3383       1495.0           1479.0          25221.0          25221.0   \n",
       "3384       1115.0           1108.0          32195.0          32195.0   \n",
       "\n",
       "      ThruPlays  Video Plays        Objective  \n",
       "472     11145.0     244639.0  Brand Awareness  \n",
       "473      7099.0     179933.0  Brand Awareness  \n",
       "2706     3206.0      33284.0  Brand Awareness  \n",
       "2707        NaN          NaN  Brand Awareness  \n",
       "2709     8213.0     346750.0  Brand Awareness  \n",
       "2711        NaN          NaN  Brand Awareness  \n",
       "2782     3708.0     158326.0  Brand Awareness  \n",
       "2783        1.0         29.0  Brand Awareness  \n",
       "2784     3245.0      63481.0  Brand Awareness  \n",
       "2875        NaN          NaN  Brand Awareness  \n",
       "2876        NaN          NaN  Brand Awareness  \n",
       "2877        NaN          NaN  Brand Awareness  \n",
       "2878        NaN          NaN  Brand Awareness  \n",
       "2879        NaN          NaN  Brand Awareness  \n",
       "2880        NaN          NaN  Brand Awareness  \n",
       "2881     4149.0     110224.0  Brand Awareness  \n",
       "2882     3021.0     205633.0  Brand Awareness  \n",
       "2883     1161.0      47874.0  Brand Awareness  \n",
       "2884     4568.0     198370.0  Brand Awareness  \n",
       "2885       40.0       1097.0  Brand Awareness  \n",
       "2886     3155.0      61345.0  Brand Awareness  \n",
       "2945     1682.0     140869.0  Brand Awareness  \n",
       "2946    10608.0     221524.0  Brand Awareness  \n",
       "2947     2037.0     102060.0  Brand Awareness  \n",
       "2948      896.0      49748.0  Brand Awareness  \n",
       "2949     2356.0     208108.0  Brand Awareness  \n",
       "2950     1808.0      80680.0  Brand Awareness  \n",
       "2951     1777.0     149574.0  Brand Awareness  \n",
       "2952     1521.0      58806.0  Brand Awareness  \n",
       "2953     4254.0     330528.0  Brand Awareness  \n",
       "2954     4692.0     342356.0  Brand Awareness  \n",
       "2955     1709.0     119372.0  Brand Awareness  \n",
       "2956     7971.0     433996.0  Brand Awareness  \n",
       "2957     1343.0      69039.0  Brand Awareness  \n",
       "2958     6039.0     205324.0  Brand Awareness  \n",
       "2981        NaN          NaN  Brand Awareness  \n",
       "2982        NaN          NaN  Brand Awareness  \n",
       "2983        NaN          NaN  Brand Awareness  \n",
       "2984        NaN          NaN  Brand Awareness  \n",
       "3030    14445.0    1191006.0  Brand Awareness  \n",
       "3031     9947.0     848640.0  Brand Awareness  \n",
       "3032    10532.0     743220.0  Brand Awareness  \n",
       "3033       71.0       2401.0  Brand Awareness  \n",
       "3034     8334.0     358658.0  Brand Awareness  \n",
       "3040     3108.0     325207.0  Brand Awareness  \n",
       "3041     8600.0    1241126.0  Brand Awareness  \n",
       "3042     1031.0      68651.0  Brand Awareness  \n",
       "3043        9.0        556.0  Brand Awareness  \n",
       "3044    22176.0    2955223.0  Brand Awareness  \n",
       "3065        NaN          NaN  Brand Awareness  \n",
       "3071     1585.0     158800.0  Brand Awareness  \n",
       "3072     1807.0     174119.0  Brand Awareness  \n",
       "3073      419.0      23802.0  Brand Awareness  \n",
       "3074       12.0        663.0  Brand Awareness  \n",
       "3075     1845.0     144288.0  Brand Awareness  \n",
       "3076        3.0        385.0  Brand Awareness  \n",
       "3077      389.0      34896.0  Brand Awareness  \n",
       "3078      432.0      25709.0  Brand Awareness  \n",
       "3079     1350.0     121338.0  Brand Awareness  \n",
       "3080     1517.0     151923.0  Brand Awareness  \n",
       "3081       24.0       1328.0  Brand Awareness  \n",
       "3082     3086.0     226434.0  Brand Awareness  \n",
       "3083     2180.0     212940.0  Brand Awareness  \n",
       "3084      942.0      53116.0  Brand Awareness  \n",
       "3085     3649.0     328797.0  Brand Awareness  \n",
       "3104     1224.0      22807.0  Brand Awareness  \n",
       "3105      982.0      18354.0  Brand Awareness  \n",
       "3106        NaN          NaN  Brand Awareness  \n",
       "3107        NaN          NaN  Brand Awareness  \n",
       "3108       76.0       1853.0  Brand Awareness  \n",
       "3109      156.0       3539.0  Brand Awareness  \n",
       "3110       58.0       1118.0  Brand Awareness  \n",
       "3111       15.0        284.0  Brand Awareness  \n",
       "3112        NaN          NaN  Brand Awareness  \n",
       "3128       62.0       3882.0  Brand Awareness  \n",
       "3130        1.0        183.0  Brand Awareness  \n",
       "3131        2.0        120.0  Brand Awareness  \n",
       "3133       52.0       3328.0  Brand Awareness  \n",
       "3381    13277.0     372212.0  Brand Awareness  \n",
       "3382     2724.0      28955.0  Brand Awareness  \n",
       "3383     6063.0      90739.0  Brand Awareness  \n",
       "3384     5421.0     218101.0  Brand Awareness  "
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_brand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'estimated_ad_recallers'}"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(legacy_brand['Result Indicator'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "82"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(legacy_brand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_plot(legacy_brand, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(legacy_brand, metric)\n",
    "distribution_plot(legacy_brand, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x145230390>"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lsZl61ggrbRn62rOHlbIM2TPU2gOdQGAEAAAAAOia7Z2aXlvNaaGxd2ghk9XN7YokKRz061TC0I8/d7g5PTQdD3f5xMBwIDACAAAAAByIuuvqnZtFLWS8a2WLmZyubRRUb9TaH5mI6qNPTChlmUpbpo5OxRSk1h7oCgIjAAAAAEBHbBUrWlq501q2uJJVvuwVkhvhoOYtQy8+fUgpy9R8wtBYNNTlEwO4jcAIAAAAAPDIqrW63tgoNPcOLWZyenezKEny+6SjU6P6jO21lqUtU0cmo/KzmBroWQRGAAAAAIC2refLLa1ll1fzKle9WvvJWEink6a+MD+rdNLUyVlDsREWUwP9hMAIAAAAAHBfpUpNzlreu1bWaC9bzXm19qGATydm4vrKacubHkqaShhhau2BPkdgBAAAAABocl1X798qeYupl73WsqvrBdUam6mTYxGdSZpKJU2lLUPHp+MaCbKYGhg0BEYAAAAAMMTy5aqWVnJaalTaL2Zy2ip6tfbRkF/zCUPfeH6uWWt/aHSkyycGcBAIjAAAAABgSNTqrt66ud1sLVvIZPXWjW01Wu315KGYPvbUZHN66KlDowr4uVoGDCMCIwAAAAAYUDe3d7SYyWmpsXfo8kpOhR2v1n4sElTKMvVpe1ppy9SphCEjwreIADz8aQAAAAAAA6BSq+vqekGLy9nm1bL3b5UkSQGfdHwmrh88OaN00lTKMvXYeITF1AA+FIERAAAAAPQZ13W1mmvU2meyWljOyVnLaafmXS6bjo8oZZl66YyllGXq5GxckRC19gD2jsAIAAAAAHpcsVLT5Q8spt4o7EiSwkG/Ts7G9dVnDjdr7WeNcJdPDKDfERgBAAAAQA+pu67e3SxqsREMLSxndW2joMbwkObGo3r2yLhOHx7Ts0lTRyejCgaotQewvwiMAAAAAKCLsqVKYzG1Nz20tJJTtlSVJI2OBDSfMPSt73lMZ+bGNT0R03/2m3+hf/naml5byemTJ88qPBJUrVbv8nsBYNAQGAEAAADAAanWXV3bKHh7hzI5LS5n9c5mUZLkk3R0alSfPDaltGVq3jL0xGSsWWtfCQT0tW//sa43fv71zaIuvHpJF8+fU6hb7xCAgUVgBAAAAAD3EAj4VZJPVddV0OdTRG7bkzwb+bJ3rayxnPrySk6lqvc2JqIhpSxDn5ufVcoydHLWUDz84d+iVV23GRbddn2zqKrrEhgB2HcERgAAAADwAYGAX5liVRdevaTrm0XNTUT1ystnZUU//PpXuVqXs5ZvtpYtZrJayZUlSUG/T/ZMXF9KJ5SyTKUsQ4fH2qu1D/p8mpuItoRGcxNRBdt4GwCwVwRGAAAAAPABJfmaYZF09/Uv13W1nC1pcflOa5mzlle17m2mtsywUpapH3vOay2zZ+IKBx9tMXVErl55+exdIVZErmqNn7MfU1G4Gx9XDKOOBUa2bc9IuiTp047jXNn18p+T9NckrTdedMFxHKdT5wAAAACAdn3Y9a9//G/f1pXlrBYzWd3crkiSIkG/TiUMff3snNKWoZRlaCq+/7X2tVpdVjSoi+fP3TO4eJipKDwYH1cMq44ERrZthyS9Iql4j1c/J+mbjuNc6sSvDQAAAOwHJgqGV9119d6NbU3EQtpshEK3/cq/fkuPT0T10ScnG+GQqaNTowr6D+ZaWK1WV0hq7iyq7Xrdg6ai8HD4uGJYdWrC6Bcl/bKkn7/H685K+nnbthOS/pnjOH+nQ2cAAAAAHgoTBcNla7uixRXvWtli43pZYceLYnw+yXUlIxLUf/IZWx9/fFzxkUCXT3xvLMXuDD6uGFb7HhjZtv1XJK07jvMd27bvFRj9E0m/JCkr6bdt2/684zi/e7+3GQj4ND4e2++jDoVAwM/HDm3hmUE7eF7QLp4ZtKtbz8xmsaILr/7JXRMFv/Uz36sJI3Lg58He7OV5qdTqclZy+u71LX33vVv67ntbeufmtiTJ75PsWUNfPJPUM4+N6/RhUxPxsKp1VyMBv8YjwbaWVB80t1i551LsSCig8SjP7b3s5Znh44rdhulrGZ/ruvv6Bm3b/gNJbuN/z0i6KumLjuOs2Lbtk2Q6jnOr8XN/VtIhx3H+xv3eZqVSc7e2tvf1nMNifDwmPnZoB88M2sHzgnbxzKBd3Xpmin6/Pv73fv+ul//Bf/qionUmjHrVvZ6X1Vy5OTW0mMnqtdW8yo1a+0OjI81rZbdr7WM9Oj20F0zGtW8vf8bwccVug/a1zPS0cUnS8/d63b5PGDmO8/Hb/2zb9u9L+mnHcVYaLzIlLdq2fVJSQdInJf3qfp8BAAAAeBTUl/enUqWm716/1WwtW8xktZbfkSSFAj6dmDH00hmrGRAljHBHJoa6tf/qQUux8XD4uGJYdawlbTfbtr8uKe44zq/Ytv0Lkv6VpLKk33Mc558fxBkAAACAvdpLfTm6y3VdvbdVapkeen290Ky1T45F9OzcmFKWqbRl6Nh0XCOPWGu/F92eRrnfUmw8PD6uGEb7fiWtE7iS9vAGbVwOncczg3bwvKBdPDNoVzefGVrSeku+XNVSJtcyPXSrVJUkxUIBnbIMfeSJST09GVXKMjQZG+nKOSuBgL727T++azrt4vlzCtWIGXoNfy+hXYP2zBzolTQAAAB0HmFG5zFR0D21uqs3bxSawdBCJqe3b2zLleST9MShmF58ekqpxv6hJw/FFPD7euIbORq1AAwKAiMAAIA+0+0rL8B+u1HY2VVpn9Xllby2K15ENxYJKp009Rl7WumkqfmEoXi4d7+NYf8VgEHRu3/SAgAA4J5K8jXDIulO5fvF8+eYYEDP26nW9fp6Xgu7poeWb5UkSQG/T8enR/W5+VmlLENpy9TceKSnq+w/iP1XAAYFgREAAECf6bUrL1yPw4dxXVcrubIWlu/sHbqyllel5u1RnYmPKJ009dVnkkpbhuyZuCKh/q21l2jUAjA4CIwAAAD6TC9deeF6HHYrVmq6vJJr2T10o+DV2oeDfp2ajetHnz2stGVo3jI1a4S7fOLOYP8VgEFAYAQAANBneunKC9fjhlfddfXuzWKztWwhk9W1jYIarfY6MhHVC4+PN2vtn54aVTDQ+Vp7AMD+IDACAADoM7105aXXrsehc24VK1pauTM5tJTJKVf2au3j4YBSCVOfeOGQUpapecvQeJQnAAD6GYERAABAH3rYKy/7vW+ol67HYf9U666urRca00NeQPRu4/fY75OOTo3q++2pxvSQqccno/IfwO85+7IA4OAQGAEAAAyJTuwb6qXrcXh46/lyy96h11ZyKlW9Z2IyFlLaMvWF+VmlLFMnE3GNjhz8txHsywKAg0VgBAAAMCQ6sW+ol67HYW/K1bqurLYupl7NlSVJoYBP9kxcXz5tKW0ZSlmmLDPcE7X27MsCgINFYAQAADAkOrVviEao3uW6rt6/VWoJh66u5VVtbKZOmmGdSZpKJU2lEl6t/UiwNxdTsy8LAA4WgREAAMCQYN/Q4MuXq81a+9vtZVvFiiQpGvLrVMLQTzw/16y1nxod6fKJ947nFwAOFoERAADAkGDf0GCp1V29dXNbi8teMLS4ktWbG9tqtNrricmo/tJTk82rZU9NjSro799whecXAA4WgREAAMCQYN9Qf9vc3mm5WnZ5JafCjheVmJGgUpahTx2fVsoyNJ8wZEYG66IWzy8AHCwCIwAAgCHCvqH+UKnVdXW9oKVGOLSYyer6VkmSFPBJT0/H9dmTM0pbplKWoSMT0Z5YTN1pPL8AcHAIjAAAAIAucl1Xq7lyy96hK6s57dS8y2VToyNKWYZ+OG0plTR0ctZQNBTo8qkBAIOOwAgAAABDJRDwqyRf1641lSo1vbaab14tW8xktZ7fkSSNBHw6MWvoR55JNqeHZo3eqLUHAAwXAiMAAAAMjUDAr0yxetfiZCsa7Eho5Lqu3t0sNqeHljI5vb6eV2N4SIfHInpubswLh5Kmjk+PKhTozVp7AMBwITACAADA0CjJ1wyLJOn6ZlEXXr2ki+fPaT9WROdKVS2t3JkcWsrkdKtUlSSNjgR0KmHoW9/zmFKN6aGJWP/U2gMAhguBEQAAQBu6fZ0Jj6bqus2w6Lbrm0VVXbftwKhWd/XmjYIXDjWq7d+6uS1J8kl6aiqmF5+eUsoylEqaenIypkAf19oDAIYLgREAAMAeHfR1Juy/oM+nuYloS2g0NxFVcA87gm4Udlr2Dl1eyalY8X7fx6MhpSxDnz05o5Rl6FTCUDzcP19qE4QCAD6of/4WAwAA6LJOX2dC50Xk6pWXz94V+kXktlS071Trurqe3zU9lNVytixJCvh9Oj49qi/MJ5RKGkpbpg6PRfp2MTVBKADgXgiMAAAA9mg/rzOhO2q1uqxoUBfPn2tO04Tdut67ud0yPeSs5VVpbKaeiY/odNLU1549rJRlyJ6JKzJAtfYEoQCAeyEwAgCgx3FVpHc8ynUm9I5csaLLK14wdLu97OZ2RZIUDvp1KmHox587rHnLVCphaMYId/nEnUUQCgC4FwIjAAB6GFdFesterzOhd9RdV+/cLGohk20GRNc2Cqo3au2PTET10ScmlLJMpS1TR6diCg5ZrT1BKADgXgiMAADoYVwV6S33us7ExFdv2SpWtNSYGlrMZLW0klO+7MV5RjioecvQi08fak4PjUX5TCIIBQDcC4ERAAA97GGvigziNbZeeZ9qtbpCUvPjzzfU3VOt1fXGRqG5d2gxk9O7jc8Xv086OjWqz9hea1naMnVkMio/UzN3IQgFANwLgREAAD3sYa6KDOI1tkF8n9C+tVxZiyt3Wssur+ZVrnq//5OxkFKWqS/MzyqdNHVy1lBsZHAWU3caQSgA4IMIjAAA6GEPc1VkEK+xDeL7hPsrVWpy1vJ6Y2lVf/rmDS0sZ7WW35EkhQI+nZiJ6yunLW96KGkqYYT7ttYeAIBeRGAEAEAPe5irIoPYeDSI7xPucF1X798qeXuHlr39Q1fXC6o1NlMnxyJ6dm6ssZja0LHpuEaCw7WYGgCAg0ZgBABAj2v3qsggNh4N4vs0zPLlqpZ21dovZnLaKnq19rFQQKcsQ994fk4py9T3nZhRsMoFKQAADhqBEQAAA2YQG48G8X0aFrW6q7dubDfDoYVMVm/d2Faj1V5PHorp40cnlbJMpSxDTx0aVcB/Jwgcj4e1tbXdncMDADDECIwAABgwg9h4NIjv06C6ub3TmBrKaiGT0+VMTtsVL9YbiwSVskx92p5W2jJ1KmHIiPDlKAAAvYi/oQEAGECD2Hg0iO9Tv6vU6rq6lm9ODi1mcnr/VkmSFPD7dHx6VJ+bn23W2s+NR1hMDQBAnyAwAgAAwAO5rqvVXFkLt6eHlnNy1nLaqXmXy6bjI0pZpl46YyltmToxG1ckRK09AAD9isAIAAD0nEDAr5J8XD/romKlpssrOS3tmh7aKHi19uGgXydm4vrqM4eVThpKWaZmjXCXTwwAAPYTgREAAOgpgYBfmWL1rgXXVjRIaNQhddfVu5vFO4upl7O6tlFQY3hIj41H9JEj40pZXjh0bHpUoQC19gAADDICIwAA0FNK8jXDIkm6vlnUhVcv6eL5c839RXg02VLFq7Vf9qaHllZyypaqkqTRkYDmE4a+9cIRpS1D8wlDE7GRLp8YAAAcNAIjAADQUbuvl7nFioIB/30nhaqu2wyLbru+WVTVdQmMHkK17uraRqHZWra4nNU7jY+vT9JTUzH95WNTSjemh56YjLXU2gMAgOFEYAQAADrmYa6XBX0+zU1EW0KjuYmogrRr7clGvtxoLfOWU19eyalU9T7WE9GQUpahHzo1q3TS0MlZQ/Fw/385yM4rAAD2X/9/hQAAAHrWw1wvi8jVKy+fvStkishV7eCO3hfK1bqctXxz99BiJqtMtixJCvp9smfi+lI6oZRlKmUZOjw2eLX27LwCAKAzCIwAAEDHPMz1slqtLisa1MXz55gY2cV1XS1nS829Q4uZnJy1vKp1bzN1wggrZZn6see8q2X2TFzh4OAvpmbnFQDgINyeZl3Nl+UPBIbiaxMCIwAA0DEPe72sVqsrJDW/4R/GyaLCTlWXV3LN1rKllZxublckSZGgX6cShs2jV9oAACAASURBVL5+dq7RXGZoOj6ctfbsvAIAdNqwTrMSGAEAgI7hetne1F1Xb9/cbpkeurZRUKPVXo9PRPXRJyebi6mPTo0qyGJqSey8AgB03rBOsxIYAQCAjvng9bJIKKBgtTbQ/zVuL7a2K1pcudNatrSSU2HHi9CMcFApy9Anj01pvlFrPxYd5C9HHw2hJACg04Z1mpXACAAAdNTu62Xj0Yi2tirdPtKBqtbqen2joIXlXGM5dVbvbZUkSX6f9PTUqD57cqZxtczUkYmo/EzH7Bk7rwAAnTas06wERgBwgKh+Bgbfaq6sxUy2GRBdWcur3Ki1PzQ6orRl6EtpSynLq7WPjQS6fOL+x84rAEAnDes0K4ERAByQYV2WBwyyUqWmK6v55t6hxUxWa/kdSVIo4NOJGUMvnbGUskylLUOzRnjgau0BABh0u6dZ6z7J72oo/sMvgREAHJBhXZYHDArXdXV9q9QSDl1dL6jWqLVPjkX07NxYMxw6Nh3XyBDU2u8F05UAgH53e5p1fDymra3tgZ4suo3ACAAOyLAuywP6Vb5c1VIm1xIQ3SpVJUmxUECnEnF98yNzmk+YSlmGDo2OdPnEvYnpSgAA+hOBEQAckGFdlof9xaRGZ9Tqrt66sd0Ih7z2srdvbMuV5JP05KGYXnx6qrmY+slDMQWotd8TpisBAOhPBEYAcECGdVleP+n1MIZJjf1zo7DTnBpazGR1eSWv7Yr3mTgWCSqdNPUDJ6aVskzNJwzFw3zJ9LCYrgQAoD/x1Q8AHBCqn3tbP4QxZR+TGg9jp1rX6+t5LTQCooVMTsu3vFr7gN+n49Oj+tz8rFKWobRlam480tZi6l4PGruN6UoAAPoTgREAHCCqn3tXr1+bCQT8ytfqTGo8gOu6WsmVtbB8Z+/QlbW8KjVvMfVMfETppKmvPpNU2jJkz8QVCT18rX0/BI3dxnQlAAD9icAIAAD1/rWZknx6e6PApMYHFCs1XV7JNcOhhUxONwperX046NfJ2bh+9NnDSluG5i1Ts0Z4X3/9Xg8aewHTlQAA9CcCIwAA1PvXZqquq7//e6/r7750Wv/5b/5Fc1Ljl4doUqPuunr3ZrHZWraQyeraRkGNVnsdmYjqhcfHm7X2T0+NKhjobK19rweNvYLpSgAA+g+BEQAA6v1rM0GfT+v5sn7xO47+q8+f0ng0pO2dmmbiI6rtVLt9vI64VaxoaeXO5NBSJqdc2XtfR0cCSlmGPvbCEZ1uLKYejx18RNPrQSMAAMDDIjACAECPdm3mIJYe7w60Lvz6pWagFazVeyLQelTVuqtr64WWWvt3GyGM3ycdnRrV99tTSlmmUpahJyZj8vdAKNPrQSMAAMDDIjACAKDhYa7NHNTS40HbA7OeL7fsHXptJadS1XtfJmMhpS1Tn280l51KGBod6b0vWW4HhWYkqN/4qXPy+yS3rr7+fQEAALit9776AgDgIXSr2vwglx736x6YcrWuK6veYmpnY1v/37ubWs2VJUlBv08nZuP68mlLactQyjJlmeG2au27gXY0AAAw6AiMAAB9b7++eX+Y0Imlx61c19X7t0ot00NX1/KqNjZTz41HdTrpXStLW6aOz8QVDnZ2MXUn0I4GAAAGHYERAKDv7cc37w8bOg370uN8udqstb/dXrZVrEiSoiG/TiUM/cTzc81a+6cPj2tra7vLp350BIUAAGDQERgBAPrefnzz/rCh0zAtPa7VXb11c1tLjcmhxUxWb25sq9FqrycnY/rYU5NKJU2lEoaemhpV0D+YwdmwB4UAAGDwERgBAPrefnzz/rCh06Ato95tc3un5WrZ5ZWcCjteDGZGgppPGPrU8WlveihhyogMz5cVwxQUAgCA4TQ8X9kBAAbWfnzz/iihU78uo96tUqvr9fVCMxxazGR1faskSQr4pGPTcf3gyRmlk6bmE4aOTES7upi6W0vObxvkoBAAAEDqYGBk2/aMpEuSPu04zpVdL/+CpP9aUlXSrzqO8+1OnQEAMBz245v3YZoYcV1Xq7lyc+/QUianK2t5lRu19lOjI0onTX3ltKWUZerkbFyRUKDLp76jVxrKBiEoBAAA+DAdCYxs2w5JekVS8R4v/+8lfURSQdIf2bb9O47jrHTiHACA4fGo37wP8sRIqVLTa6v5lumh9fyOJGkk4NOJWUMvnbGUtrz2slmjt2vtaSgDAADovE5NGP2ipF+W9PMfePlJSW84jrMpSbZt/6Gkj0n6px06BwAAezYIEyOu6+rdzaKWVnJaWPZay15fz6vW2Ew9Nx7R2cfGlbYMpSxTx6ZHFQr0V609DWUAAACdt++BkW3bf0XSuuM437Ft+4OBkSnp1q4f5ySNPehtBgI+jY/H9u+QQyQQ8POxQ1t4ZtAOnpfuyxYr+vP3b+m7723pz9/b0p9fv9WstR8NB3T68Jh+6uRTeuaxcZ2ZG9eh0ZGunnc/nhm3WLnnvqlIKKDxaORRj4gew58zaAfPC9rFM4N2DdMz04kJo78qybVt+/slPSPp12zb/mLj2llWkrHr5xqSth70Bms1V1tb2x046uAbH4/xsUNbeGbQDp6Xg1Wru3rzRkELy97VsqVMTm/d9D7+PklPTcX0iacPNaeHnpiMKbC71r5S1dZWtTuHb9iPZyYY8N9z31SwWtPWVmWfTopewZ8zaAfPC9rFM4N2DdozMz1tfOjr9j0wchzn47f/2bbt35f007t2FL0m6Zht25OS8pI+Lu/6GgCgB3S7eQqtbhR2mnuHljJZLa3kVKx4vx/j0ZBSlqHPnpxRyjJ0KmEoHh6O8tNB3jcFAADQKw7kK0vbtr8uKe44zq/Ytv1zkr4jyS+vJe39gzgDAOD+eqV5aljtVOu6up73llIvZ7WYyWo5W5YkBfw+2TNxfWE+oVTSUCpham480tOLqTttEPZNAQAA9LKOBkaO47zY+Mcru172O5J+p5O/LgCgfTRPHRzXdZXJlltay5y1vCqNzdSzRlhpy9DXnj2slGXInumtWnsAAAAMvuGYXQcAPBDNU52zvVPTa6t3WssWMlnd3PZ27YSDfp1KGPrx5w4r1ai1n46Hu3xiAAAADDsCIwCAJCno892zeSo4xNeeHkbddfXOzaIWMt61ssVMTtc2Cqo3au0fn4jqo09MKGWZSlumjk7FFOyzWnsAAAAMPgIjAIAkKSL3ns1TEbnsh7mPrWJFSyu39w7ltLiSVb7sfcSMcFDzlqEXnz6klGVqPmFoLMq8FgAAAHofgREADJiHbTqjeerBqrW63tgoNPcOLWZyercxkeX3SUenRvUZ22stS1umjkxG5WdCCwAAAH2IwAgABsijNp3RPNVqLVfW4sqd1rLLq3mVq97HcTIW0umkqS+mEkpZhk7OGoqNsJgaAAAAg4HACAAGCE1nD69UqclZyzenhxaWs1rL70iSQgGfTswY+sppy5seSppKGOGhrrUHAADAYCMwAoABQtPZ3riuq+tbpcZiai8gurpeUK2xmTpphvXs3FhjMbWhY9NxjQRZTA0AAIDhQWAEAAOEprN7y5er3mLqRkC0sJzVrVJVkhQN+TWfMPSN5+eatfaHRke6fGIAAACguwiMAGCA7GfT2cMuz+62Wt3VWze3m61lC5ms3rqxrUarvZ48FNMnGq1lacvUk4diCviHO1ADAAAAPojACAAGyH41nT3q8uyDdHN7p3mtbDGT0+WVnAo7Xjw2FgkqZZn6tD2ttGXqVMKQEeGvPgAAAOBB+KoZAAbMfjSd9ery7EqtrqvrBS0uZ5v7h96/VZIkBfw+HZsa1Q+dmm3W2s+NR1hMDQAA8CH6daIcB4PACABwl15Ynu26rlZz5V2tZTk5aznt1LzLZTPxEaUsUy+dsZS2TJ2YjSsSotYeAABgL/ppohzdQWAEALhLN5ZnFys1vbaa0+Jyrjk9tFHwau3DQb9Ozsb1tWcPK20ZmrdMzRrhjp0FAABg0PXqRDl6B4ERAOAu+7k8+17qrqt3N4strWXXNgpqDA/psfGIPnJk3FtMnTR0bGpUwQC19gAAAPulFybK0dsIjAAAd9mv5dm3ZUsVr9a+MT20tJJTtlFrPzoS0HzC0LdeOKK0ZSiVMDUe48sUAACATurGRDn6C4ERAOCeHnZ5drXu6tpGwds7lMlpcTmrdxpfiPgkHZ0a1SePTSltmZq3DD0xSa09AADAQev0RDn6H4ERAOCRbOTL3rWyxnLqyys5lareJNJENKSUZehz87OaTxg6lTAUD/NXDwAAQLft90Q5Bg9ftQMA9qxcrctZyzdbyy6v5rTcqLUP+n2yZ+L6UjrRnB46PEatPQAAQK962IlyDAcCIwDAPbmuq+VsqaW1zFnLq1r3NlMnjLCee3xCP/psTCnLlD0TVzjIYmoAAABgEBAYAQAkSYWdqi6v5JqtZUsrOd3crkiSIkG/TiUMff3snFKWoZRlaDoe1vh4TFtb210+OQAAAID9RmAEoCcEAn6V5OP+9AGpu67evrndMj305o2CGsNDOjIR1UefnFQqYShtmTo6Paogi6kBAACAoUFgBKDrAgG/MsXqXQ0NVjRIaLRPtooVLWVuh0NeQFTY8W6pG+GgUpahTx6b0rxlaD5haCxKrT0AAAAwzAiMAHRdSb5mWCRJ1zeLuvDqJV08f07EFu2r1up6faOgheVcIxzK6r0tbzF1wOfV2v/AiRmlk4ZSCVNHJqPys5gaAAAAwC4ERgC6ruq6zbDotuubRVVdl8BoD1ZzZS1lss1a+9dW8yo3au0PjY4obRn6ctpSKmno5KyhaCjQ5RMDAAAA6HUERgC6LujzaW4i2hIazU1EFWTq5S6lSk1XVvPNvUOLmazW8juSpJGATydmDb10xtJ8wtDppKlZI0ytPQAAAIC2ERgB6LqIXL3y8tm7dhhF5KrW7cN1keu6ur5VagmHrq4XVGtspj48FtGzc2NKW6ZSSVPHp0cVClBrDwAAAODRERgB6LparS4rGtTF8+eGuiUtV/Jq7XcHRLdKVUlSLBTQKcvQNz8yp5RlKmUZmoyNdPnEAAAAAAYVgRGAnlCr1RWSmjuLBn2yqFZ39eaNgrd3aNkLiN66uS1J8kl6YjKmTzx9SCnLVNoy9eShmALU2gMAMHQCAb9K8g31f1QD0B0ERgBwAG4UdppTQ4uZrJZWcipWvC/2xiJBpZOmfuDktFIJU/OWoXiYP54BABh2gYBfmWL1rmv7VjRIaASg4/iOBAD22U61rqvr+V3TQ1ktZ8uSpIDfp2NTo/r8fEIpy1DaMjU3HmExNQAAuEtJvmZYJHktshdevaSL58/RJAug4wiMAOARuK6rTLbcmBzyJoiurOVVqXmLqWfiI0onTX312cNKW4bsmbgi1NoDAIA9qLpuS4us5IVGVdclMALQcQRGANCG7Z2aXlvNaaGxd2ghk9XN7YokKRz06+RsXD/aCIfmLa/WHgAA4GEEfT7NTURbQqO5iaiCTCYDOAAERgDwIequq3dvFputZQuZrK5tFNRotdeRiajOPTGh+YSpdNLQsalRBam1BwAA+yQiV6+8fPauHUYRuQNfEAKg+wiMAKDhVrGixZU7rWVLKznlyl6t/ehIQCnL0MdfOKK0ZWo+YWg8xjA4AADonFqtLisa1MXz52hJA3DgCIwADKVq3dW19UJjeiirhUxO7zbGvf0+6ejUqD51fEppy1QqaeiJyZj8jH8DAIADVqvVFZKaO4uYLAJwUAiMAAyF9XxZC5mclhrh0GsrOZWq3n+dm4iGlE6a+vz8rNKWqZOJuEZH+OMRAAAAwPDiOyIAA6dcrevKaq7ZWraQyWk159XaB/0+nZiN68unLaUShlJJQ0mTWnsAAAAA2I3ACEBfc11X798qtYRDV9fyqjY2U1tmWKeTplKWobRl6vhMXOEgi6kBAAAA4H4IjAD0lXy5qssruWZr2VImp82iV2sfDfl1KmHoJ56fa9baT42OdPnEAAAAANB/CIwA9Ky66+qtG9vNyaHFTFZvbmyr0WqvJyaj+r6nJpW2DKUsU09NjSro52oZAAAAADwqAiMAPWNru6LFlUY4tJzV0kpOhR2vC8SMBJWyDH3q+LTSlqFTCUNmhFp7AAAAAOgEAiMAXVGp1fX6eqFleuj6VkmSFPBJx6bj+sGTM0onTc0nDB2ZiLKYGgAAAAAOCIERgAOxmit74dCyFw5dWcur3Ki1nxodUTpp6iunLc1bhk7NGoqEAl0+MQAAAAAMLwIjAPuuVKnptdV8y/TQen5HkjQS8OnErKGXzlhKW1572awRZnoIAAAAAHoIgRGAR+K6rt7bKjWmh7JazOT0+npetcZm6sNjET03N9YMh47PxBUKUGsPAAAAAL2MwAhAW3KlqpZW7kwOLWVyulWqSpJGRwI6lTD0re95TKlGQDQRo9YeAAAAAPoNgRGAD1Wru3rzRqHZWraYyemtm9uSJJ+kp6ZievHpKaUsQ6mkqScnYwpQaw8AAAAAfY/ACEDTRmFH/y6T0x+/saHFTFaXV3IqVrzF1OPRkFKWoc+enFGqUWsfD/NHCAAAAAAMIr7bA4bUTrUuZy2vxZXb00NZLWfLkqSA3yd7Jq4vzCeUShpKW6YOj0VYTA0AAAAAQ4LACBgCrusqky23tJY5a3lVGpupZ42w0pahrz17WB89Pq1kNEitPQAAAAAMMQIjYABt79R0ecULhhYzOS1ksrq5XZEkhYN+nUoY+vHnDmveMpVKGJoxws1/d3w8pq2t7W4dHQAAAADQAwiMgD5Xd129c7OohUy2GRBd2yio3qi1PzIR1UefmFDKMpW2TB2diilIrT0AAAAA4D4IjIA+s1WsaGnlTmvZ4kpW+XJNkmSEg5q3DL349CGlLFPzCUNj0VCXTwwAAAAA6DcERkAPq9bqemOj0Nw7tJjJ6d3NoiTJ75OOTo3qM7bXWpa2TB2ZjMrPYmoAAAAAwCMiMAJ6yFqu3AyGFjNZXV7Nq1z1au0nYyGdTpr6YiqhlGXo5Kyh2AiLqQEAAAAA+4/ACOiSUqUmZy3fnB5aWM5qLb8jSQoFfDoxE9cPn7aUtgylk6YSRphaewAAAADAgSAwAg6A67p6/1bJW0y97LWWXV0vqNbYTJ00w3rm8JhSSVNpy9Dx6bhGgiymBgAAAAB0xwMDI9u2/0fHcf6DXT/+NcdxvtnZYwH9LV+ueoupm9fLctoqerX20ZBf8wlD33h+TinLVMoydGh0pMsn7rxAwK+SfKq6roI+nyJyVavVu30sAAAAAMA9fGhgZNv2vy/pv5Q0adv2VyT5Gv9bOqCzAX2hVnf11s3tZmvZQiart25sq9FqrycnY/rYU5PN6aGnDo0q4B+uq2WBgF+ZYlUXXr2k65tFzU1E9crLZ2VFg4RGAAAAANCDPjQwchznlyT9km3bv+A4zt8+wDMBPe3m9k5zKfVCJqfLmZy2K16t/VgkqJRl6tP2tNKWqVMJQ0aEm58l+ZphkSRd3yzqwquXdPH8OYW6fDYAAAAAwN328p3s/2Db9tckRW6/wHGcX+vckYDeUanVdXW9oMXlrLd/KJPT+7dKkqSATzo2HdcPnZpROmkqZZl6bDzCYup7qLpuMyy67fpmUVXXJTACAAAAgB60l8Do/5C0LOm9xo/d+/xcoG+5rqvVXHlXa1lOzlpOOzXvkZ+OjyhtmXrpjKW0ZerEbFyRELX2exH0+TQ3EW0JjeYmogoSrgEAAABAT9pLYOR3HOfljp8EOGDFSk2vreaarWWLmZw2Cl6tfTjo14mZuL76zGGlk4ZSlqlZI9zlE/eviFy98vLZu3YYReSq1u3DAQAAAADuspfA6C9s235B0nfVmC5yHGeno6cC9lnddfXuZrGlteyN9bwaw0N6bDyijxwZb7aWHZseVShArf1+qdXqsqJBXTx/jpY0AAAAAOgDewmMPiHpC7t+7Ep6qjPHAfZHtlTxau0b00NLKzllS1VJ0uhIQPMJQ9964YjSlqFUwtR4jE06nVar1RWSmjuLmCwCAAAAgN71wMDIcZwzkmTb9qSkTcdxHrjDyLbtgKRvS7LlfV/4k47jXNv1+p+T9NckrTdedMFxHKf94wNSte7q2kZBS43WssVMVm/f9Hbl+CQdnRrVJ49NKW2ZmrcMPTEZG7paewAAAAAA2vHAwMi27Y9L+p8kBST9U9u233Ec5x8+4F/7giQ5jvN9tm2/KOm/k/SlXa9/TtI3Hce59FCnxlDbKOw0Wsu8cOjySk6lqne1aSIaUsoy9EOnZpWyDJ2cNRQPU2sPAAAAAEA79vKd9N+U9HFJvynpb0v6I0n3DYwcx/nfbdv+3cYPH5e0+oGfclbSz9u2nZD0zxzH+TttnbpPBQJ+leRjh0sbdqp1OWv55lLqxUxWmWxZkhT0+2TPxPWldEJpy1QqaShpUmsPAAAAAMCj2ktgVHcc56Zt267jOCXbtnN7ecOO41Rt2/5fJP2wpB/5wKv/iaRfkpSV9Nu2bX/ecZzf/eDbGCSBgF+ZYvWuligrGiQ0anBdV8vZUktrmbOWV7Xu3YJMGGGlLFM/9pzXWmbPxBUOspgaAAAAAID95nPd+68ksm37H8jbNfRDkv43SScdx/nWXn+BxhTRn0g65ThOwbZtnyTTcZxbjdf/rKRDjuP8jQ97G/V63a3VHrg6qadtFiv6yv/8b3R9s9h82dxEVL/1M9+riejDLVx2XVdbpap2anWNBPwajwTvmq4JBPw9G0jly1Utvn9L331vS9+97v3/jUatfTQUUPqwqWceG9czc+M689iYZoxIl088HHr5mUHv4XlBu3hm0C6eGbSD5wXt4plBuwbtmQmFApckPX+v1+1lwuinJf17kv5QUr7xz/dl2/Y3JM01rpptS6rrTimSKWnRtu2TkgqSPinpV+/39mo1V1tb23s4au8q+f0tYZEkXd8sqlSpaatcafvt7XViaXw81hMfu7rr6u2b2y3TQ2/eKKgxPKTHJ6I698SE11pmmTo6Narg7sXUtXpPvB/DoFeeGfQHnhe0i2cG7eKZQTt4XtAunhm0a9Cemelp40Nft5fAaFTSsqSbjR//sKSLD/h3fkvSP7Jt+w/ktWj/x5K+Ytt23HGcX7Ft+xck/StJZUm/5zjOP9/DOfpa0OfT3ET0rgmj4EPu2ynJ1wyLJC98uvDqJV08f069UBC/VaxoKXM7HPICosKOlxka4aBSlqFPHptSKmloPmHIjPTCqQEAAID+x+5UAPthL4HRv5B0WdJW48euHhAYOY5TkPS1+7z+1yX9+h7POBAicvXKy2fvmgiKyG2OXrWj6rr3nFiquu6BB0bVWl2vbxS0sJxrhENZvbdVkiT5fdKx6bg+c2pWJyxDp5PjOjYZkVvv7yuGAAAAQC9idyqA/bKXwOiW4zg/2fGTDLharS4rGtTF8+f2Jenf74mldqzmylrK3Km1f201r3Kj1v7Q6IjSlqEvpy2lkoZS1pi2aq4uvHpJv/3dZf7CAgAAADqo128iAOgfewmMvmPb9k/LmzKSJDmO8wedO9LgqtXqCknNP6gfZrLotv2eWPowpUpNV1Zba+3X8t5i6pGAT/aMoZfOWEpZptKWoVkj3LJ4uxII6MK3/5i/sAAAAIAD0Es3EQD0t70ERh+TFJb0icaPXUkERl223xNLkte69t5WqblzaDGT1dX1gmqN62OHxyJ6dm5MactUKmnq+PSoQoH719rzFxYAAABwcLp5EwHAYNlLYBR3HOf7O34StO1RJ5by5equxdReQHSrVJUkxUIBnbIMffMjc0pZplKWocnYSNtn5C8sAAAA4OAc1E0EAINvL4HRom3bPybpz+RNF8lxnKsdPRX2Xa3u6s0bBW/v0LIXEL19c1uuJJ+kJw7F9OLTU0o1au2fPBRTwP/ooQ5/YQEAAAAHpxM3Ef7/9u4/OtK8rhP9u1IVJpmZbjpAwwSD4x4ufs/sMPKj16VZBJGrwqrortw7KtuDqzg0KCtc9hxcWMDdu6PsKtefF5ee0VGkHXDAXRYEFXdEl1lELg1HAfGLsFwha4MwN8P8SmYmlbp/VCXk6elOJ00qlaRer3NyUs/zVKo+yXym6ul3fZ/vFxhPmwmMHjf4WtVL8ozhlMN2ue3u+/Kx03fmUwvz+dBnbstffv6u3HN/P6J58FQnVz3yYJ55xeE8dvZgrrzsQC69aDOtsHXesAAAYGdt59ypwPg6b0pQa/2WUsqDk1ye5H/UWu8afllsxX3LK/nkF+9aN3rojvztHfcmSToTrTzm8CX5zisfkcfOHshVswczd2iqMTH1sHnDAgAAgL3lvIFRKeU5SV41uO/NpZRerfW6oVfGWfV6vXz+znvz0b/9yrxDf/V3d+X+bn9i6odf+qBc9ciD+d+f8DW5avZAnvT1D8/S3feOuGoAAABgL9nMdUgvS3I0ye8nuS7Jhwbf2QH33NfNJ75w51cCos/fmdvu7i9rf1FnIlc84tJc/fivyTc88kCunD2YRxy4qPHzU5PtLI2icAAAAGDP2kxgtFJrvXcwsqhXSrl76FWNqZVeL5/9/xbXVi376Ok78ukv3Z3Bqvb52pnpPOnyQ7nysoO56pEH8piHXZLOeZa1BwAAANiqzQRG7yulvDnJXCnlDUn+nyHXNDa+vHh/Pv75/mVlHz19Zz5++s7ceW9/WftLHtTOY2cP5GlP+tpcNZiY+tDFk+d5RAAAAICv3mYmvX5lKeVZST6c5BO11t8dfln71933LeeX/uQzOfW52/M3C4tJkolW8uiHXZJvLQ/LY2cP5qrZg7n8IdOZ2MGJqQEAAABWbWbS69es23xiKeWqJJ9L8tu11vuHVtk+dde93Xzs9B25/CEX5zuvfESumj2YKy67NJc8aDjL2gMAAABs1WZSisclWUzyvvQnv35UktNJnpnkmuGVtj894sBF+a3nHRl1GQAAAADntJnA6FCt9TmDyfzsygAAIABJREFU2ydKKe+ptV5TSrl1mIUBAAAAMBqbWWLrUCnlYUlSSnlokgeXUiaTXDzUygAAAAAYic2MMPrJJH9WSrkjyaVJ/kWSf5nk14ZZGAAAAACjsZlV0n63lPLuJIeT/F2ttZfk94deGQAAAAAjcd5L0kop353k95K8OckflVI+OvSqAAAAABiZzcxh9Jok/ybJ55K8McmfD7MgAAAAAEZrM4HRbbXWP02SWutvJHnUUCsCAAAAYKQ2ExjdW0p5WpLJUsozk8wOuSYAAAAARmgzgdGLkkwmuS7JC5K8eqgVAQAAADBSmwmMHp3k/iQPS/KLST5bSpkbalUAAAAAjExnE/e5LsllSU4leUKS+5JMlVJuqLX+7DCLAwAAAGDnbWaE0T1JvqHW+gNJHpfks0kem+Q5wywMAAAAgNHYTGB0uNa6lCS11nuTPKzWet8mfxYAAACAPWYzl6S9vZRya5IPJvnGJO8opbwoyceGWhkAAAAAI3HeUUK11n+X5EeT/FmSF9VafzrJ25I8f8i1AQAAADAC5x1hVEp5VJJnJZnqb5bvrbX+n0OvDAAAAICR2Mw8RG9NcjDJF9Z9AQAAALBPbWYOoztrra8aeiUAAAAA7AqbCYw+Vkr5/iQfSdJLklrrJ4daFQAAAAAjs5nA6PGDr1W9JM8YTjkAAIyjdnsiS2lluddLp9XKVHrpdldGXRYAjK3zBka11m9Zv11KmRpeOQAAjJt2eyKnF5dz/OSpzC8sZm5mOieOHcns9GY+2wQAhuGck16XUn573e1/ue7Qu4daEQAAY2UprbWwKEnmFxZz/OSpLKU14soAYHxttEraw9fd/s51t71zAwCwbZZ7vbWwaNX8wmKWe70RVQQAbBQYrbc+JPLODQDAtum0WpmbmW7sm5uZTqflc0oAGJWNAqPeOW4DAMC2mUovJ44dWQuNVucwmnIKCgAjs9FMgleWUm5Kf3TR+tt/f0cqAwBgLHS7K5md7uTma49aJQ0AdomNAqOr191+wzluAwDAV63bXclkksnV7VEWAwCcOzCqtf7JThYCAAAAwO6w2UmvAQAAABgT5w2MSimdM7YPDa8cgJ3Tbk/k/nY7ixP97+22DB0AACDZ4JK0UsplSQ4m+c1SyjXpT3g9keQ3k/zDnSkPYDja7YmcXlzO8ZOnMr+wuLYiz+x0xySrAADA2Nvo4/SjSU4kKYPvJ5K8Pskf7EBdAEO1lNZaWJQk8wuLOX7yVJbSGnFlAAAAo7fRpNdvT/L2Usp31FrfvYM1AQzdcq+3Fhatml9YzHKvt7ZCDwAAwLg6Z2C0zl2llGelPxrpl5O8utZ603DLAhiuTquVuZnpRmg0NzOdTssIIwAAgM3M8PozSf46yY8neUqSFw61IoAdMJVeThw7krmZ6SRZm8NoKr0RVwYAADB6mxlhtJjkC0mWa62fL6VcNOSaAIau213J7HQnN197NMu9XjqtVqbSM+E1AABANhcY3ZHkvyb5lVLKjyX57HBLAtgZ3e5KJpO1OYu6oywGAABgF9lMYHR1kkfXWv+ylHJlkl8dck0AAAAAjNBm5jA6nOTfllI+nuS6JLPDLQkAAACAUdpMYHRDkjelP+H1G5P82lArAgAAAGCkNnNJ2lSt9R2D228vpbxsmAUBAAAAMFqbGWHUKaVclSSD79acBgAAANjHNjPC6MeT3FhKmU3yt0muHW5JAAAAAIzShoFRKeVgklpr/cYdqgcAAACAETvnJWmllBcn+fMkf15KeebOlQQAAADAKG00h9Fzk5QkT07y0p0pBwAAAIBR2ygwWqq13ldr/VKSB+1UQQAAAACM1mZWSUuS1lCrAAAAAGDX2GjS6ytLKTelHxat3k6S1FqfO/TKAADYM9rtiSylleVeL51WK1PppdtdGXVZAMAF2igwunrd7TcMuxAAAPamdnsipxeXc/zkqcwvLGZuZjonjh3J7HRHaAQAe9Q5A6Na65/sZCEAAOxNS2mthUVJMr+wmOMnT+Xma49mcsS1AQAXZqMRRheslNJOckP6q6x1k/xQrfXT644/O8lrkiwnubHWesMw6oD9yJB/AHab5V5vLSxaNb+wmOVeT2AEAHvUZie93qpnJ0mt9SnpB0M/t3qglDKZ5OeTfHuSb07yglLKZUOqA/aV1SH/V9/wgTztZ/84V9/wgZxeXE67Paz/lQHg/DqtVuZmphv75mam02lZNwUA9qqh/Cuz1vr2JC8YbF6e5AvrDl+R5FO11oVa631Jbk3y1GHUAfvNuYb8L1nIEIARmkovJ44dWQuNVucwmkpvxJUBABdqKJekJUmtdbmU8sYk/zTJ/7bu0MEkX163fWeSBw+rDthPDPkHYDfqdlcyO93Jzdcedck0AOwTQwuMkqTW+oOllJ9I8mellL9fa707yR1JDqy724Ekt2/0OO12K4cOXTzESvevdnvC324f6S3en7mZ6UZoNDcznanJdg5NT23Lc+gZtkK/sFV6Zn87cP67bJmeYSv0C1ulZ9iqceqZYU16fU2SuVrra5Pck2Ql/cmvk+QTSR5TSnlIkruSPC3J6zZ6vG63l9tvv2cYpe57hw5d7G+3j3TaEzlx7MgDli3uLHdz++33b8tz6Bm2Qr+wVXqGrdIzbIV+Yav0DFu133rm8OFzf9wzrBFG/ynJr5dS/luSySQvTfK9pZRLa63Xl1JeluQP0p9D6cZa6/8cUh2wrxjyDwAAwE4YSmA0uPTs6g2OvzPJO4fx3LDfdbsrmUzW5izqbnRnAAAAuADW4gYAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADcNaJQ2ALWq3J7KUlhXwAACAkRMYAewC7fZETi8u5/jJU5lfWMzczHROHDuS2emO0AgAANhxLkkD2AWW0loLi5JkfmExx0+eylJaI64MAAAYRwIjgF1guddbC4tWzS8sZrnXG1FFAADAOBMYAewCnVYrczPTjX1zM9PptIwwAgAAdp7ACGAXmEovJ44dWQuNVucwmooRRgAAwM4z6TXALtDtrmR2upObrz1qlTQAAGDkBEYAu0S3u5LJJJOr26MsBgAAGGsuSQMAAACgwQgjAACAbdZuT2QpLZeaA3uWwAgAAGAbtdsTOb24nOMnT2V+YXFtMYvZ6Y7QCNgzXJIGAACwjZbSWguLkmR+YTHHT57KUlojrgxg8wRGAAAA22i511sLi1bNLyxmudcbUUUAWycwAgAA2EadVitzM9ONfXMz0+m0jDAC9g6BEQAAwDaaSi8njh1ZC41W5zCaihFGwN5h0msAAIBt1O2uZHa6k5uvPWqVNGDPEhgBAABss253JZNJJle3R1kMwAVwSRoAAAAADQIjAAAAABoERgAAAAA0CIwAAAAAaBAYAQAAANAgMAIAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABoERgAAAAA0CIwAAAAAaBAYAQAAANAgMAIAAACgQWAEAAAAQENn1AUAMBrt9kSW0spyr5dOq5Wp9NLtroy6LAAAYBcQGAGMoXZ7IqcXl3P85KnMLyxmbmY6J44dyex0R2gEAAC4JA1gHC2ltRYWJcn8wmKOnzyVpbRGXBkAALAbCIwAxtByr7cWFq2aX1jMcq83oooAAIDdRGAEMIY6rVbmZqYb++ZmptNpGWEEAAAIjADG0lR6OXHsyFpotDqH0VSMMAIAAEx6DTBWVldGW+z1cvjSB+WtLzia+1eskgYAADQJjADGxMYro3XTHXWB22g1GFvuCcMAAOBCuCQNYEyMy8poq8HY1Td8IE/72T/O1Td8IKcXl9Nue8uD/aLdnsj97XYWJ/rf/f8NANvPuyvAmBiXldHGJRiDcSUUBoCd4Z0VYEyMy8po4xKMwbgSCgPAzhAYAYyJcVkZbVyCMRhXQmEA2BkmvQYYE93uSmanO7n52qObmgx6r04cvRqMnTm591R6+2pibxhXq6Hw+tBIKAwA209gBDBGut2VTCaZXN0+x/02XlFtd4dGWw3GgL1FKAwAO0NgBMADnGuOkJuvPboWNu1mmw3GgL1HKAwAO0NgBMADbDRHyF4IjID9TSgMAMNn0msAHsDE0QAAMN4ERgA8wLisqAYAAJydS9IAeABzhAAAwHgTGAFwVuYIAQCA8eWSNAAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANHS2+wFLKZNJbkzydUkuSnJdrfUd646/LMnzk3xxsOt4rbVudx0AAAAAXJhtD4ySHEtyW631mlLKQ5N8JMk71h1/YpLn1VpPDeG5AQAAAPgqDSMwemuSt63bXj7j+JEkryilXJbkXbXW1w6hBgAAAAAuUKvX6w3lgUspB9IfWXRDrfWmdft/Msnrk9yR5D8n+Y+11t/d6LFWVlZ63e5w6tzv2u2JdLsroy6DPUTPsBX6ha3SM2yVnmEr9AtbpWfYqv3WM5OT7VNJ/sHZjg1jhFFKKY9KPwz6lTPColaSX6i1fnmw/a4kT0iyYWDU7fZy++33DKPUfe/QoYv97dgSPcNW6Be2Ss+wVXqGrdAvbJWeYav2W88cPnzgnMeGMen1I5K8J8mLa623nHH4YJKPlVKuSHJ3kmekP0E2AAAAALvEMEYYvTLJTJJXl1JePdh3Q5JLaq3Xl1JemeS9Se5Nckut9d1DqAEAAACAC7TtgVGt9SVJXrLB8TcledN2Py8AAAAA22Ni1AUAAAAAsLsIjAAAAABoEBgBAAAA0DCMSa8BoKHdnshSWlnu9dJptTKVXrrdlVGXBQAAnIPACICharcncnpxOcdPnsr8wmLmZqZz4tiRzE53hEYAALBLuSQNgKFaSmstLEqS+YXFHD95KktpjbgyAADgXARGAAzVcq+3Fhatml9YzHKvN6KKAACA8xEYATBUnVYrczPTjX1zM9PptIwwAgCA3UpgBMBQTaWXE8eOrIVGq3MYTcUIIwAA2K1Meg3AUHW7K5md7uTma49aJQ0AAPYIgREAQ9ftrmQyyeTq9iiLAQAAzsslaQAAAAA0CIwAAAAAaBAYAQAAANAgMAIAAACgwaTXADxAuz2RpbSsagYAAGNKYARAQ7s9kdOLyzl+8lTmFxYzNzOdE8eOZHa6IzQCAIAx4ZI0ABqW0loLi5JkfmExx0+eylJaI66M3aLdnsj97XYWJ/rf222nEwAA+40RRgA0LPd6a2HRqvmFxSz3epkcUU3sHkagAQCMBx8JAtDQabUyNzPd2Dc3M51OywgjjEADABgXAiMAGqbSy4ljR9ZCo9URJFPpjbgydoONRqABALB/uCQNgIZudyWz053cfO1Rq6TxAKsj0NaHRkagAQDsP0YYAfAA3e5KJrvdTK/0vwuLWGUEGgDAeDDCiLTbE1lKy0gCAM7LCDQAgPEgMBpzVrsBYKu63ZVMJmur5nVHWQwAAEPhkrQxZ7UbAAAA4EwCozFntRsAAADgTAKjMbe62s16VrsBAACA8SYwGnNWuwEAAADOZNLrMWe1GwAAAOBMAiOsdgMAAAA0uCQNAAAAgAaBEQAAAAANAiMAAAAAGsxhBLCLtNsTWUrLJPQAAMBICYwAdol2eyKnF5dz/OSpzC8sZm5mOieOHcnsdEdoBAAA7CiXpAHsEktprYVFSTK/sJjjJ09lKa0RVwYAAIwbgRHALrHc662FRavmFxaz3OuNqCIAAGBcCYwAdolOq5W5menGvrmZ6XRaRhgBAAA7S2AEsEtMpZcTx46shUarcxhNxQgjAABgZ5n0GmCX6HZXMjvdyc3XHrVKGgAAMFICI4BdpNtdyWSSydXtURYDAACMLZekAQAAANAgMAIAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABoERgAAAAA0CIwAAAAAaBAYAQAAANAgMAIAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABoERgAAAAA0CIwAAAAAaBAYAQAAANAgMAIAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABoERgAAAAA0dLb7AUspk0luTPJ1SS5Kcl2t9R3rjj87yWuSLCe5sdZ6w3bXAAAAAMCFG8YIo2NJbqu1PjXJP07yf68eGIRJP5/k25N8c5IXlFIuG0INAAAAAFygYQRGb03y6nXby+tuX5HkU7XWhVrrfUluTfLUIdQAAAAAwAXa9kvSaq13JUkp5UCStyV51brDB5N8ed32nUkevN01AAAAAHDhtj0wSpJSyqOS/Ockv1JrvWndoTuSHFi3fSDJ7ed7vHa7lUOHLt7eIsdEuz3hb8eW6Bm2Qr+wVXqGrdIzbIV+Yav0DFs1Tj0zjEmvH5HkPUleXGu95YzDn0jymFLKQ5LcleRpSV53vsfsdnu5/fZ7trvUsXDo0MX+dmyJnmEr9AtbpWfYKj3DVugXtkrPsFX7rWcOHz5wzmPDGGH0yiQzSV5dSlmdy+iGJJfUWq8vpbwsyR+kP3/SjbXW/zmEGgAAAAC4QMOYw+glSV6ywfF3Jnnndj8vAAAAANtjGKukAQAAALCHCYwAAAAAaBAYAQAAANAgMAIAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABo6oy4AANiadnsiS2lluddLp9XKVHrpdldGXRYAAPuIwAgA9pB2eyKnF5dz/OSpzC8sZm5mOieOHcnsdEdoBADAtnFJGgDsIUtprYVFSTK/sJjjJ09lKa0RVwYAwH4iMAKAPWS511sLi1bNLyxmudcbUUUAAOxHAiMA2EM6rVbmZqYb++ZmptNpGWEEAMD2ERgBwB4ylV5OHDuyFhqtzmE0FSOMAADYPia9BoA9pNtdyex0Jzdfe9QqaQAADI3ACAD2mG53JZNJJle3R1kMAAD7kkvSAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA0CIwAAAAAaBEYAAAAANAiMAAAAAGgQGAEAAADQIDACAAAAoEFgBAAAAECDwAgAAACABoERAAAAAA2dURcAPFC7PZGltLLc66XTamUqvXS7K6MuCwAAgDEhMIJdpt2eyOnF5Rw/eSrzC4uZm5nOiWNHMjvdERoBAACwI1ySBrvMUlprYVGSzC8s5vjJU1lKa8SVAQAAMC4ERrDLLPd6a2HRqvmFxSz3eiOqCAAAgHEjMIJdptNqZW5murFvbmY6nZYRRgAAAOwMgRHsMlPp5cSxI2uh0eocRlMxwggAAICdYdJr2GW63ZXMTndy87VHrZIGAADASAiMYBfqdlcymWRydXuUxQAAADB2XJIGAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABoERgAAAAA0CIwAAAAAaBAYAQAAANAgMAIAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADZ1hPXAp5UlJ/kOt9eln7H9Zkucn+eJg1/Faax1WHQAAAABszVACo1LKy5Nck+Tusxx+YpLn1VpPDeO5AQAAAPjqDOuStE8n+d5zHDuS5BWllFtLKa8Y0vMDAAAAcIGGEhjVWn8nyf3nOPyWJC9M8owk31RK+a5h1AAAAADAhRnaHEZnU0ppJfmFWuuXB9vvSvKEJL+70c+1260cOnTxDlS4/7TbE/52bImeYSv0C1ulZ9gqPcNW6Be2Ss+wVePUMzsaGCU5mORjpZQr0p/f6BlJbjzfD3W7vdx++z3Drm1fOnToYn87tkTPsBX6ha3SM2yVnmEr9AtbpWfYqv3WM4cPHzjnsR0JjEopz01yaa31+lLKK5O8N8m9SW6ptb57J2oAAAAAYHOGFhjVWv/fJEcHt29at/9NSd40rOcFAAAA4KszrFXSAAAAANijBEYAAAAANLR6vd6oa9iMLyb5m1EXAQAAALCPXJ7k8NkO7JXACAAAAIAd4pI0AAAAABoERgAAAAA0CIwAAAAAaBAYAQAAANAgMAIAAACgoTPqAvjqlFKelOQ/1Fqffsb+H0jy0iTdJH+R5EdrrSullI8k+fLgbp+ptf7QTtbL6G3QMy9L8vwkXxzsOp7ks0lOJnl4kjuT/GCt9YthrJytZ0oplyV5y7q7PT7Jv0pyIsl8kr8e7P/TWusrdqhURqyUMpnkxiRfl+SiJNfVWt+x7vizk7wmyXKSG2utN5RSpuN1Zixtol+cy9CwiZ5xLkPDRj3jXIYzlVLaSW5IUtJ/7/mhWuun1x0fu/MYgdEeVkp5eZJrktx9xv7pJNcluarWek8p5c1JvquU8p4kOTMoYHycq2cGnpjkebXWU+vu/7IkH621/ptSyvcneVWSl+xIsewK5+qZWuvnkzx9cJ8nJ/mp9N9gH53kw7XWZ+9spewSx5LcVmu9ppTy0CQfSbJ6Yj6Z5OeTfGP6/fTfSynvTPLceJ0ZVxv1i3MZzuacPTPgXIYznbNnnMtwFs9OklrrU0opT0/yc0m+Jxnf8xiXpO1tn07yvWfZf2+Sf1RrvWew3UmylORxSS4upbynlPJHpZSjO1Qnu8e5eiZJjiR5RSnl1lLK6qco35Tk9we3fy/Jtw65PnafjXompZRWkl9O8qJaazf9PvqaUsp7SynvLqWUHaqT3eGtSV69bnt53e0rknyq1rpQa70vya1JnhqvM+Nso35xLsPZbNQziXMZHuh8PeNchjW11rcnecFg8/IkX1h3eCzPYwRGe1it9XeS3H+W/Su11i8kSSnlXyS5NMkfJrknyeuSPDPJC5P8VinFKLMxcq6eGXhL+n3xjCTfVEr5riQH85Vh/3cmefDQi2RXOU/PJP1PYj5ea62D7dNJXltr/ZYkP53+EF3GRK31rlrrnaWUA0nelv6nbKvWv54kX3lN8TozpjbqF+cynM15XmMS5zKcYRM9kziXYZ1a63Ip5Y3ph4hvW3doLM9jBEb7VCllopTyuiTfluQ5tdZekk8mOVlr7dVaP5nktiSzo6yT3WHwycov1Fq/NEjM35XkCUnuSHJgcLcDSW4fUYnsXseSXL9u+0NJ/kuS1FpvTf8TutYoCmM0SimPSvLeJG+qtd607tD615PkK68pXmfG2Ab94lyGszpXzziX4Vw2ep0ZcC5DQ631B5N8fZIbSimXDHaP5XmMT2T2rxPpD+f+J7XWlcG+H05yVZIfLaU8Mv009PSI6mN3OZjkY6WUK9K/JvcZ6U8QeE+S70jywST/OMn7RlYhu9WRJO9ft/2T6f8D7mdKKY9L8tnBP/IYA6WURyR5T5IX11pvOePwJ5I8ppTykCR3JXla+iNFLo/XmbF0nn5JnMtwhvP0jHMZHmATrzOJcxkGSinXJJmrtb42/deOlfQnv07G9Dym1evp/b2slPJ1Sd5Saz1aSnlu+kO2PzT4el+S1f/Av5j+Jy2/keRrB/t/otb6/jMfk/3tbD1Ta71+8AL54+mfnN9Sa/3JUsrFSd6Y/qe39yV57mCCQMbIBj1zOMkf1lofv+6+M+kP3b40/XkCfqzW+lejqJudV0r5xSTfl2T9f/Mbklwy6JnV1UUm0l9d5PVeZ8bXRv0S5zKcxSZeY5zL0LCJnnEuw5rBaKJfT3JZkskk/z7996RLx/U8RmAEAAAAQIM5jAAAAABoEBgBAAAA0CAwAgAAAKBBYAQAAABAg8AIAAAAgIbOqAsAANhIKeUnkrw0yd+rtS7t0HM+JMmzaq03nbH/f0l/effO4OtDSV5Ra13Zhuf82iSPq7W+8yzHfjHJzyb5kSSfr7W+Yd2xDyT5/iSfTfK6JFclWUl/ed+X1Fr/Rynlj5NcnOSe9JcK/szg2G2llBcm+eta6y1f7e8AAOwfRhgBALvdP0vylvRDkZ3yDUm++yz7fzrJL9dan5nkW5N8fZLv2abnfEaSp5y5s5RyNMlyrXX+PD//rCSPrLV+26C+X0vy8+uOP6/W+vRa61OS/F6S6wf7fzXJq0op7a/6NwAA9g0jjACAXauU8vQkn07yhiQnk/zGYLTMnyd5bJK7krwvyTOTHEry7YN9NyZ5dJJ2kp+rtf724OdeWGv9q8GomsuS/EaSNyf53OD+H6y1vijJv07yuFLKC2qtq8FKkvxNkn9eSrkzyQeTXJ1keVDnv05/ZM9lSa6vtb6+lHJVkl9K0kpyW5IfTvKEJD+R/gigv5fkt5P8+yT/KsnFpZT311rfse45fzzJ/7WJP9fnkvyDUsr3JbklyX9J8u6z3bHW+lullJ8qpUzVWpdKKR9O8p1J3nG2+wMA48cIIwBgN/uRJL9aa61J7i2lPGmw/4O11v81yUVJ7qm1fluSv0zyzUmOJ/lSrfUfpT8K6LpSysM2eI6vT/L8JP8wyXeUUi5L8lNJ/uiMsChJXpXkA0lem+Tvkvx6kgcPjn1N+qOSjib5P0opD09yQ5Ifq7U+Pf3w5uWD+16e5DlJnpzk5bXWbvqh0U1nhEUZ/E4f2/jPlF6t9aNJrk3yT5J8PP3L5Z68wc8spB+yJclfJHn6eZ4DABgjAiMAYFcqpcwk+Y4kLyml/H76wcyLB4c/PPh+e/pBUdIPQKaSXJHkvyVJrfXOwfFHn/HwrXW3P1VrvXMQ2pwePMa5fEut9RdqrU9L8qj0RzO9enDs/bXWe2uti+kHPI8e1PIrg9FNP5zkkYP7frTWulxrvTvJ4nn+FO1a672D24vph2TrXZpksZTyDf1fuf5A+qOcXpHk5lJK64z7Z7DvsvRDrwx+74eepw4AYIwIjACA3epYkl+rtX57rfVZSZ6U/iVnh5P0Nvi5TyR5apKUUg6kPwkni6sPAAABnklEQVT0Z5IsJZkd3OeJ6+5/tsdaydnPk36mlPJtSVJrvSvJJ5OshjmPL6W0SykXJ7kyyV8nqRnMHZT+6KJ3XcBzLq6bX+jDSb67lNIZ/H6PTnJRrfXv0h9N9dpSSrvW2kt/lNHdg9tnen6SW9ZN1j2Tr4RHAAACIwBg1/qRJG9a3ai13pPkd5I85jw/d32Sh5ZSbk3yx0n+7SBQ+aUkry+l/EH6cxtt5NNJriqlvPSM/d+X5OWllA+VUt6ffvD02sGxyfQnk35fkutqrV9K8qIkv1lKeV/6l5z9xQbP+dEk31NKOXNy7/8+eJ7UWv9w8PinBo/5xiTPG9zvl9IfZfWRwe/+5iTXrHuc3yylvLeU8t70Lz/7sXXHnpT+vEcAAEmSVq+30Qd0AACcz2DS6xfWWrd9JbdSypOTfH+t9SXb/diDx+8k+cMk3zq4LA8AwAgjAIDdrNb6p0k6pZS5IT3FC5K8VlgEAKxnhBEAAAAADUYYAQAAANAgMAIAAACgQWAEAAAAQIPACAAAAIAGgREAAAAADQIjAAAAABr+fzgwMej0+r2uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "legacy_brand = legacy_brand[np.log10(legacy_brand['Amount Spent (USD)']) > 1]\n",
    "legacy_brand_y = np.log10(np.array(legacy_brand[metric]))\n",
    "legacy_brand_x = np.log10(np.array(legacy_brand['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "legacy_brand_model = SVR('linear')\n",
    "legacy_brand_model.fit(legacy_brand_x, legacy_brand_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(legacy_brand['Amount Spent (USD)']), np.log10(legacy_brand[metric]))\n",
    "sns.lineplot(np.log10(legacy_brand['Amount Spent (USD)']),legacy_brand_model.predict(legacy_brand_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sony Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [],
   "source": [
    "columbia_data_c = data[['Reporting Starts', 'Reporting Ends', 'Result Indicator', 'Reach', \n",
    "                       'Impressions', 'Amount Spent (USD)', 'Objective', 'Post Engagement', 'Outbound Clicks',\n",
    "                       'Video Plays', 'Link Clicks']]\n",
    "columbia_data_c['label'] = ['Columbia'] * len(columbia_data_c)\n",
    "\n",
    "legacy_data_c = legacy_data[['Reporting Starts', 'Reporting Ends', 'Result Indicator', 'Reach', \n",
    "                       'Impressions', 'Amount Spent (USD)', 'Objective', 'Post Engagement', 'Outbound Clicks',\n",
    "                       'Video Plays', 'Link Clicks']]\n",
    "legacy_data_c['label'] = ['Legacy'] * len(legacy_data_c)\n",
    "\n",
    "rca_data_c = rca_data[['Reporting Starts', 'Reporting Ends', 'Result Indicator', 'Reach', \n",
    "                       'Impressions', 'Amount Spent (USD)', 'Objective', 'Post Engagement', 'Outbound Clicks',\n",
    "                       'Video Plays', 'Link Clicks']]\n",
    "rca_data_c['label'] = ['RCA'] * len(rca_data_c)\n",
    "\n",
    "epic_data_c = epic_data[['Reporting Starts', 'Reporting Ends', 'Result Indicator', 'Reach', \n",
    "                       'Impressions', 'Amount Spent (USD)', 'Objective', 'Post Engagement', 'Outbound Clicks',\n",
    "                       'Video Plays', 'Link Clicks']]\n",
    "epic_data_c['label'] = ['Epic'] * len(epic_data_c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [],
   "source": [
    "sony_data = pd.concat([columbia_data_c, rca_data_c, legacy_data_c, epic_data_c], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 426,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Brand Awareness',\n",
       " 'CONVERSIONS',\n",
       " 'Engagement',\n",
       " 'Event Responses',\n",
       " 'Lead Generation',\n",
       " 'Messages',\n",
       " 'Page Likes',\n",
       " 'Reach',\n",
       " 'Traffic',\n",
       " 'Video Views'}"
      ]
     },
     "execution_count": 426,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(sony_data.Objective)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Sony Brand awareness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 432,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Reach</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.54503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reach</th>\n",
       "      <td>0.54503</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)    Reach\n",
       "Amount Spent (USD)             1.00000  0.54503\n",
       "Reach                          0.54503  1.00000"
      ]
     },
     "execution_count": 432,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_brand = sony_data[sony_data.Objective == 'Brand Awareness']\n",
    "sony_brand = sony_brand[sony_brand['Amount Spent (USD)'] != 0]\n",
    "metric = 'Reach'\n",
    "sony_brand = sony_brand.dropna(subset = [metric])\n",
    "sony_brand[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 433,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label\n",
       "Columbia    110\n",
       "Legacy       83\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 433,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_brand.groupby('label')['label'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 434,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "193"
      ]
     },
     "execution_count": 434,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sony_brand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 435,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Columbia', 'Legacy'}"
      ]
     },
     "execution_count": 435,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(sony_brand.label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_hue(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['label'])\n",
    "scatter_plot_hue(sony_brand, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(sony_brand, metric)\n",
    "distribution_plot(sony_brand, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x147d7c6d0>"
      ]
     },
     "execution_count": 437,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sony_brand = sony_brand[np.log10(sony_brand['Amount Spent (USD)']) > 1]\n",
    "sony_brand_y = np.log10(np.array(sony_brand[metric]))\n",
    "sony_brand_x = np.log10(np.array(sony_brand['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "sony_brand_model = SVR('linear')\n",
    "sony_brand_model.fit(sony_brand_x, sony_brand_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(sony_brand['Amount Spent (USD)']), np.log10(sony_brand[metric]), hue=sony_brand['label'])\n",
    "sns.lineplot(np.log10(sony_brand['Amount Spent (USD)']),sony_brand_model.predict(sony_brand_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sony Conversion "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.818295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <td>0.818295</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Outbound Clicks\n",
       "Amount Spent (USD)            1.000000         0.818295\n",
       "Outbound Clicks               0.818295         1.000000"
      ]
     },
     "execution_count": 438,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_conversion = sony_data[sony_data.Objective == 'CONVERSIONS']\n",
    "sony_conversion = sony_conversion[sony_conversion['Amount Spent (USD)'] != 0]\n",
    "metric = 'Outbound Clicks'\n",
    "sony_conversion = sony_conversion.dropna(subset = [metric])\n",
    "sony_conversion[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label\n",
       "Columbia    2292\n",
       "Epic         648\n",
       "Legacy      1547\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 439,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_conversion.groupby('label')['label'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 440,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_hue(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['label'])\n",
    "scatter_plot_hue(sony_conversion, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(sony_conversion, metric)\n",
    "distribution_plot(sony_conversion, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 441,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14c4c1f50>"
      ]
     },
     "execution_count": 441,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sony_conversion = sony_conversion[np.log10(sony_conversion['Amount Spent (USD)']) > 1]\n",
    "sony_conversion_y = np.log10(np.array(sony_conversion[metric]))\n",
    "sony_conversion_x = np.log10(np.array(sony_conversion['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "sony_conversion_model = SVR('linear')\n",
    "sony_conversion_model.fit(sony_conversion_x, sony_conversion_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(sony_conversion['Amount Spent (USD)']), np.log10(sony_conversion[metric]), hue=sony_conversion['label'])\n",
    "sns.lineplot(np.log10(sony_conversion['Amount Spent (USD)']),sony_conversion_model.predict(sony_conversion_x))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sony Engagement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 442,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Post Engagement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.78269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Post Engagement</th>\n",
       "      <td>0.78269</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Post Engagement\n",
       "Amount Spent (USD)             1.00000          0.78269\n",
       "Post Engagement                0.78269          1.00000"
      ]
     },
     "execution_count": 442,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_engagement = sony_data[sony_data.Objective == 'Engagement']\n",
    "sony_engagement = sony_engagement[sony_engagement['Amount Spent (USD)'] != 0]\n",
    "metric = 'Post Engagement'\n",
    "sony_engagement = sony_engagement.dropna(subset = [metric])\n",
    "sony_engagement[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 443,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label\n",
       "Columbia     99\n",
       "Epic         84\n",
       "Legacy      217\n",
       "RCA          12\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 443,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_engagement.groupby('label')['label'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 444,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "412"
      ]
     },
     "execution_count": 444,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sony_engagement)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 445,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Qmp3Gs7tbGNQCxZLEVKJEZNK47ZVa/F4PH1yhUahY8no8XGCK6ewPseGAZjKX5KUSJSKTQmPXAA9tb+SKqjKKstLcjpP0pudnYEoy2XCwnd5g2O04IjGhEiUik8KdGw/hOA4fWjnN7SiTxplzCgmGI2w4qNEoSU4qUSKS9Fp7g9y3pZ5LFpZSkZvudpxJozgrjUVl2WysadcEnJKUVKJEJOndvekwwVCEG0/TKNREWzu7gLDjsF7XRkkSUokSkaTW1R/i3s11nD+viJkFAbfjTDoFmaksKc/h9doOOvsH3Y4jMq5UokQkqd2z+TA9wTA3nj7d7SiT1hmzC3BweGlfq9tRRMaVSpSIJK3eYJi7Nx1m7ewCTEmW23EmrdyMFJZNzeWNuk7aejUaJclDJUpEktZ9W+rp6A9xk0ahXLdmZgFej4d1+7U4sSQPlSgRSUoDoQh3bjzEimm5LKnIcTvOpJed7mfplBy213fp2ihJGipRIpKUHtreQEtPUKNQceS0Gfk4wCsH292OIjIuVKJEJOmEwhFuf6WWqvJsVk7PczuODMvLSGFhaTabD3fQN6hZzCXxqUSJSNJ5vLqZus4Bbjp9Oh6Px+04coxVM/MZDDu8VtvhdhSRMVOJEpGkEnEcfvVKDXOLMzlzdoHbceRtSrLTmF0YYGNNO4PhiNtxRMZEJUpEksqzu1s40NqnUag4tnpmPr2DYbbUdbodRWRMVKJEJGk4jsMvN9QyIz+D8+YWuR1HTmBafgYVuem8crCNSMRxO47IqKlEiUjSeGl/G7apmw+fNg2fV6NQ8crj8bBqZj7tfSGqm7rdjiMyaipRIpIUHMfh5y/XUJadxqULStyOIycxrziTgkAKGw624TgajZLEpBIlIklhw8E2ttZ3ctPp0/D79NIW7zweDyum59HQOUBdR7/bcURGRa80IpLwHMfhp+trKM1O44qqMrfjSJSqynNI83vZqOkOJEGpRIlIwnulpp0tdZ3ceNo0UjQKlTDS/F4WV+RQ3dhFa0/Q7TgiI6ZXGxFJaI7j8NOXDlKSlcqVGoVKOKdOzSXiwMPbGtyOIjJiKlEiktBerWnnjbpOPnzadFL9eklLNAWZqcwuDPDwtgZNvikJx+92ABGR4xlwoHd4fbW+jn76g+9ca81xHP7vpYMUZaZytimm7TjPeTdh3RQWF1ZMz+Oe1+t4elcLl+jOSkkgKlEiEpd6B8M8W90EQCAjld6+d14zc6C1l211nVxoilm3p2XE+1g9t3jMOWXsZhcGmJKXzj2vH1aJkoSisW8RSVh/2ttKVpqPZVNy3I4iY+DxeLhySTlb67vY0dDldhyRqJ10JMoY4wV+CCwFBoCPWWv3HPP4p4EbAQf4V2vtQ7GJKiLyZwdbe6lt7+MCU6x5oZLARQtKuG19DfdsruNrlxi344hEJZpXnquBdGvtauDLwLePPmCMKQI+BawBzgf+zxijtRZEJOb+tK+VrFSNQiWLzFQ/ly4s4SnbTGf/oNtxRKISTYlaCzwGYK19GVhx9AFrbQuw1Fo7CJQB7dZaXaopIjFV09pLTVsfq2bla16oJHL14jIGQhEe29nkdhSRqERzYXkOcOx0smFjjN9aGwKw1oaMMZ8B/gW49WQb8/k85OUFRhV2rHw+r2v7TnQ6dmOj4zdyfR39BDJSAfB6PW9+DPDSwTqy0vysqSweU4ny+7xv2e54i/X2o93H249fLPYxVulpKawypVRV5PDg9kY+fk4lHo/7Jzb0uzs2yX78oilRnUD2MZ97jxaoo6y1PzDG/AR41BhzrrX22RNtLBx2aG/vHV3aMcrLC7i270SnYzc2On4j1x8Mv3lH3rF359W09bG/pYfz5xUxGAwxlhM/oXDkuHf9jZdYbz/afZzo7sbx3MdY9Q8M0t4e4YpFpXzjyd2sq26kqtz9U7X63R2bZDh+xcXZJ3wsmv/CrQMuAzDGrAK2Hn3ADPnD8HVQgwxdeK7Z0kQkZv607wiZqT6WT811O4rEwMXzi8lI8XLflnq3o4icVDQl6j6g3xjzEvBd4PPGmC8YY6601lrgDWA98BLwsrX2+djFFZHJrLatj4OtfayaqWuhklVmqp+L5pfwRHUz3QOhk3+DiItOejrPWhsBbn7bl6uPefxfGLoeSkQkpl7cd4SARqGS3jVLynlgawOPVzdx3dIKt+OInJD+KyciCeFAay8HW/tYrVGopLewNIu5xZnct0WLEkt80yuRiMQ9x3F4fs8RstP8nKJRqKTn8Xi4Zkk5tqmbnY2awVzil0qUiMS9XY3d1HX0c8bsAs1OPklcuqCENL8uMJf4plcjEYlrjuPwVHUTeRkpLKlw/5Z3mRhZaX4umFfEE9XN9A+G3Y4jclwqUSIS16obu2no7OfMOQX4vO5PvigT54qqMnqCYZ7d0+J2FJHjUokSkbgViTi8sPcIxdlpLCw78YR3kpyWT82lIieNh7Y1uh1F5LhUokQkbm1r6KK1d5DzTQneOFgCRCaW1+PhPYvKeLWmnYbOfrfjiLyDSpSIxKVgKMKLe49QlpPGwnKNQk1Wly8qxQEe2q7RKIk/KlEiEpce3FpPZ3+IcyuL4mIhWnFHRW46K6bl8tD2RhzHcTuOyFuoRIlI3OkeCHH3xkPMKgwwszB5V4CX6FxRVcbhjn5eP9zhdhSRt1CJEpG4c/urtXT1hzinstDtKBIHzptbRGaqjz/qAnOJMypRIhJXmrsHuGvTYc6dV0RZTrrbcSQOpKf4uMAU8/SuZnqDmjNK4odKlIjElZ+tryEccbhx1Qy3o0gcuWJRKX2DEZ7e1ex2FJE3qUSJSNw40NrLA1vruW5pOeW5GoWSP1tSkcP0/AzdpSdxRSVKROLGD/90gDS/j4+smu52FIkzHo+HyxeW8tqhDuo6NGeUxAeVKBGJC5sPdfDs7hZuWDmVgkCq23EkDl26sASAR3dqNErig0qUiLgu4jh87/l9FGel8sEVU92OI3GqPCedU6fl8siOJs0ZJXFBJUpEXPdkdTPbG7r45BkzSU/xuR1H4tjlC0upaetja32X21FEVKJExF0DoQj/+6f9zCvO5PJFpW7HkTh33rwi0vxeHtmhU3riPpUoEXHVb187TH3nAP/vnNlaZFhOKjPVz7lzi3iiuplgKOJ2HJnk/G4HEJHJq603yC821LB2dgErp+e7HUdc5PF4aItyIs2z5hXx2M4mHtvVzJmVRVHvI5DiI009XcaRSpSIuOan62voHwzz2bNmux1FXNYXirB+d3QTaUYch6w0H3e/eojQCEajzp1fQlqqrrmT8aPTeSLiij3NPfz+jTquWVLOLC0yLCPg9XioKs9h35EeeoIht+PIJKYSJSITznEcvv3cXrLS/HzijJlux5EEVFWeTcSBHQ3dbkeRSUwlSkQm3HN7jrCxpp1PrJlBXkaK23EkARVnpVGWnca2uk63o8gkphIlIhNqIBThe8/vY05RgGuXVrgdRxJYVUU2DV0DNHcPuB1FJimVKBGZUHdtOkRdRz9fOGcOfq9ulZLRW1iWjdcD2zTxprhEJUpEJkxT1wC/3FDDOZWFnDZDUxrI2GSm+pldmMm2+k4iWgZGXKASJSIT5tYX9hGOOHzubE1pIONjcUU23QNhDrb2uh1FJiGVKBGZEBtr2nm8upkbVk5jal6G23EkSVQWZZLu97K1Tqf0ZOKpRIlIzA2GI3zz6T1U5KZz42nT3I4jScTv87KgLBvb1M2AloGRCaYSJSIxd9emw+xv7eWL584hPUUzRsv4qirPJhRxsE2aM0omlpZ9EZERG3CgdzC6dc6augb46fqDrJ5VQNW0vKjXRwvrOmGJ0pTcdPIzUthW18mSihy348gkohIlIiPWOxjm2eqmqJ77+zfqCEcclk/Jifp7AFbPLR5tPJlkPB4PVRXZvLi3lY6+QXI1gatMEJ3OE5GY2dvSw66mHs6YXaA/bBJTVeVDI1CaM0omkkqUiMREMBTh8Z1NFARSOF1zQkmM5WWkMD0/g231nTiaM0omiEqUiMTEC3uP0NEf4rKFpfg0M7lMgKrybFp7B6nr1DIwMjFUokRk3B3u6OfVmnaWT81lWr7mhJKJMb80C7/Xw1YtSiwTRCVKRMZVOOLw6I5GstP8nDu30O04Momk+X3MK8lkZ0MXoYjmjJLYU4kSkXG1fn8rzd1BLl5QTJpfc0LJxFpcnkN/KMLeZi0DI7GnEiUi46ale4B1+1tZUJrF3OIst+PIJDSzIEBWqo+t9TqlJ7F30nmijDFe4IfAUmAA+Ji1ds8xj38eeN/wp49Ya/8lFkFFJL5FIg4P72gi1e/lwvma40nc4fV6WFSezas17fQGQwRSNR2ixE40I1FXA+nW2tXAl4FvH33AGDMb+CtgDbAauMgYsyQWQUUkvr10oJW6jn4unl9Cpv5wiYuqynOIOLCjQcvASGxFU6LWAo8BWGtfBlYc81gtcIm1NmytjQApQP+4pxSRuFbf2c+6fa0sLMtiYVm223FkkivJTqM0O02n9CTmoilROUDHMZ+HjTF+AGvtoLW2xRjjMcZ8C3jdWrsrFkFFJD4NhiP8cVsjgVQfF80vcTuOCDA0Z1RD5wAt3ZozSmInmjH3TuDY/1p6rbWho58YY9KBXwBdwKdOtjGfz0NeXmCkOceFz+d1bd+JTsdubJLt+PV19BPISAXgkW31HOkJ8uFVMyjMGb85ofw+75v78Ho9b348no7dRyzEevvR7mOsxy9efo6RWDGzkGd3t1Dd3MtFxUN/wtLTUsjLTR/RdpLtd3eiJfvxi6ZErQOuAO4xxqwCth59wBjjAR4AnrHW/lc0OwyHHdrb3bn1NC8v4Nq+E52O3dgk2/HrD4bp7QtyoLWX9ftaOWVaLhXZqfT2BcdtH6Fw5M3tBTLGd9vH20csxHr70e5jrMcvXn6OkfACswoDbK5tZ83MPLweD/0Dg7S3j2z+qGT73Z1oyXD8iotPfIlCNCXqPuBCY8xLgAe4yRjzBWAP4APOBtKMMZcOP/8r1tr1Y4ssIvGuJxjij9saKAikcN7cIrfjiLzD4ooc7t/SwMHWPmYVJu9oiLjnpCVq+ILxm9/25epjPh7Z2KiIJLyI4/DHbY30D0Z47/IppPg05ZzEn7lFmaT5vWyr71SJkpjQK5+IjNjdGw+x/0gvF5piSrPT3I4jclx+n5cFpVnYxm4GQloGRsafSpSIjMim2nbu2FDDwrJslk7JcTuOyLtaXJHDYMTBNmnOKBl/KlEiErUjPUH+8eFqKnIzuHRBCR6Px+1IIu9qSm46eRkpbNOcURIDKlEiEpXBcIR/eGgn3QMh/ulSQ6pfLx8S/zweD4vLsznY2kdTl+aMkvGlV0EROSnHcfivp/bw2qEObrloHrOKMt2OJBK1ReVDp52frm5yOYkkG5UoETmpuzYd5oFtDXxk1XQuWaBZySWx5AdSmJaXzpPVzTiO43YcSSIqUSLyrl7ce4T/eX4f580t4hNrZrgdR2RUqspzONTex46GLrejSBJRiRKRE9rT3MMtD1djSrL42qUGry4klwQ1vzSLVJ+XP25vdDuKJBGVKBE5rkPtfXz2D1sJpPr41tWLyEjxuR1JZNTSU3ysrSzk8eom+gfDbseRJKESJSLv0NQ1wKd/t5VgKML3r1+sCTUlKVy2qJTugTBP7Wp2O4okCZUoEXmLtt4gn/7dFtp7B/mf6xZTqTvxJEksrshhen4G929pcDuKJAmVKBF5U1d/iL/5/TbqOwf4zjWLWFR24tXLRRKNx+Ph6sVlvFHXyb4jPW7HkSSgEiUiwJ9HoPa29PDNKxdy6rQ8tyOJjLvLF5Xi93p4YKtGo2TsVKJEhPrOfj72mzfYd6SXb165kDWzCtyOJBITBYFUzqks5OHtjVqUWMZMJUpkktvb0sNH795MW+8gP7huMWfOKXQ7kkhMXb24nI7+EM/tbnE7iiQ4lSiRSWzzoQ7++rdv4Djwk79cyrKpuW5HEom5lTPyqMhN5/6t9W5HkQSnEiUyCTmOw29fO8zN924hLyOFn79/GZXFugtPJgevx8NVVWVsrO2gtq3P7TiSwFSiRCaZvsEw//RINd96di9rZubzqw8spyI33e1YIhPqiqpSfPBygjgAABvCSURBVB40GiVjohIlMokcONLLTXe9zhPVzXxq7Uy+dfUistP9bscSmXDFWWmcOaeQB7Y26AJzGTWVKJFJIBRxuP2VWv7qjk20dAe59boqbjp9utbCk0ntvcsr6OgP8aRtcjuKJCj9F1Qkye1p6eFfH7PsbOzmnMpC/v78SoqytIyLyIppecwqCHDP63W8Z1GZ23EkAalEiSSp7oEQt79ayx2vHiIrzc9/vGcBF8wrwqPRJxFgaAbz65dV8N/P7GF7fSeLynPcjiQJRqfzRJJMKBzh3s11XPvzV/nlhlouNMXcc+OpXGiKVaBE3ubyRSVkpvq4Z3Od21EkAWkkSiRJhCMOz+xu4cfrDnCwrY9TpubyvbNns1Dr34mcUGaqn8sXlnLf1no+d/ZsCgKpbkeSBKISJZLgBkIRHt7ewB0bD3GovZ9ZBQG+ffUizpxdoJEnkShcv6yCezbX8cDWBm46fbrbcSSBqESJTKABB3oHw+OyrSPdAzy6o5E/bm2grXcQU5LFVy+bzwWmmAyvypNItGYVBlg5PY/fv1HPDSun4dfvj0RJJUpkAvUOhnm2evS3UzuOw4HWXl4/1MGu5h4cZ+gPwKULSpien8HgYJj+UISMVN84phZJfu9dVsHfPbiDF/ce4dy5RW7HkQShEiWSAI70BNlW38X2+k46+kNkpPg4fUY+S6fk6BoOkXGwdk4hZdlp3P3aYZUoiZpKlEic6h4IUd3YzfaGLuo6+vEAMwsDnF1ZhCnNxO/VzbUi48Xv9fD+U6fw3ef2aboDiZpKlEgc6RsMYxu72dnYxcHWPhygOCuV8+YWsbAsW0u0iMTQVYvL+On6g9y58RDfuGKh23EkAegVWcRlA6Ewu5t72NHQxf4jvUQcyA+ksGZWAQvKsijW7OIiEyIz1c+1Syq4c2Mth9r7mJqX4XYkiXMqUSIuCEUi7G3pZUd9F3taeghFHHLS/aycns/CsixKs9M0PYGIC/5yeQV3bTrE3ZsO83fnV7odR+KcSpTIBIk4DpsPtfPI9kaqm7oZCEUIpPpYOiWHhWXZTMlNV3EScVlJdhoXLyjhwW0NfHzNDPLy3E4k8UwlSiSGHMdhV1MPz75cwx/fqKOpO0iqz8O8kiwWlWczMz+Ad5znpPF4PLQFx2cuqhMJOzHdvIirPrhiKg9vb+QPb9TzhfJct+NIHFOJEomBrv4Qj+5s4v6t9exu7sHv9bB6Zj4fO6OI4GCYFF/s7qzrC0VYv7s5ZtsHWD23OKbbF3FTZVEmq2fm89vXD/Pp8+e6HUfimEqUyDhxHIctdZ3ct7WBp2wzA6EIC0qz+PIFlVy7cjqeYIi24Ngm2xSRiXHDyql86t6t3P9GHRdXFrodR+KUSpTIGHX0DfLIzibu21LP/iO9ZKb6eM+iUq5eXMb80qHFf/MCqbQHQy4nFZForZiWx4LSLH7y4n7On12gpWDkuFSiREZpT3MPd206xOPVTQTDDovKsrnlorlcaEoIaNkVkYTm8Xj46KoZfPGB7Ty6o5ErqsrcjiRxSCVKZAQijsP6A23ctfEQr9S0k+73ckVVGdcuKWdeSZbb8URkHJ01p4CF5Tn8YkMNly4s1WiUvINKlEgUwhGHp3c184sNNext6aU4K5VPr53JNUvKyc1IcTueiMSAx+Phb86dwyfvep3HdjbynkUajZK3UokSeRehcIRHdjZx2yu11LT1MasgwNcuMVw0vzimd9iJSHw4f34J84oz+fnLNVyyQKNR8lYqUZIQBhzoHYzt3Eepfh/B0NA+whGH53Y3c/vLtdR39lNZnMk/XWo4Y04hXo+H7rAD4ejz9HX00x8Ma34lkQTj8Xj46zUz+OIDO3h8ZxOXLyp1O5LEkZOWKGOMF/ghsBQYAD5mrd3ztucUAy8Bi621/bEIKpNb72DspwZYPbeYl3Y1sae5h+f3HqG5O0hJVirXLyunsiiTUCjC83Z08y8FMlLp7QtqfiWRBHTWnMLh0aiDXLygRKNR8qZozkdcDaRba1cDXwa+feyDxpiLgScA1XNJaHuaurlz4yF+90Y9oYjDVYvL+Miq6cwtztJyLCKTmMfj4eOrZ1Db3s/jOzXPm/xZNKfz1gKPAVhrXzbGrHjb4xHgAmDTOGcTmRBd/SGe39vC1rouAik+LllQwpKKHHz636aIDDu7shBTksWPXzrABaaYNL+uiZToSlQO0HHM52FjjN9aGwKw1j4JYIyJaoc+n4e8vMBIc44Ln8/r2r4TndvHrq+jn0BG6rhuMxxxWLe3hed3tRB2HK4/ZQqmNJv0lPGf48nr9RDISMXv8477z/F2ybiPo8cvlvuIhXj5txjr8YuXn2Os0tNSyMtNH9H3HPva9w+XLeDDv3qVP1Y387G1s2IRMem4/bcj1qIpUZ1A9jGfe48WqNEIhx3a23tH++1jkpcXcG3fic7tY9cfDNPbFxy37dW29fHYziZaeoLMLc7k/HlFXLZ0Cut3N9MbGv8L2I9eExUKR8b15zieZNzH0eMXy33EQrz8W4z1+MXLzzFW/QODtLdHRvQ9x772LSzMYM2sfH743F4umFNAnqY3OSm3/3aMh+Li7BM+Fs145DrgMgBjzCpg6/jEEpl4vcEwD29v5M6NhxgMR7h+WTnXL6sgPxDb/wGLSHL4m7Nm0xMM8YuXa9yOInEgmpGo+4ALjTEvAR7gJmPMF4A91toHY5pOZBxVN3bxeHUz/YNhVs3M54zZBaRqricRGYHKokyuqCrj3s11vHd5BVPzMtyOJC46aYmy1kaAm9/25erjPG/mOGUSGVc9wRBP7Gymuqmbsuw03n/KFEqy09yOJSIJ6uY1M3h8ZxP/++J+vnHFQrfjiIs02aYkterGLh7b2UQw5HB2ZSGrZuTj1V13IjIGRVlp3LByKj9dX8MH6jpZXJHjdiRxic5lSFIKhiI8vL2R+7Y0kJuRwkdWTWPNrAIVKBEZFx9cMY2izFT++5k9hCNaimCy0kiUJJ36jn4e2NZAW+8ga2bls3Z2oeZ8EhE8Hg9twZHdfXt0yabj+fjamXzj8V3csekwVy0tByCQ4iNNLzeThkqUJA3HcdhwsI3n9xwhM9XPB06dwoyC5J2fRERGpi8UYf3ukS3d9G7TQziOw8yCAD9ddwCP45Cd7ufc+SWkpY7/XHMSn3Q6T5JCV3+Iu187zLO7jzC3OIuPrp6uAiUiMeXxeLh4QTFhx+HpXaNbV1MSm0aiJOHtaurm4R2NhMMOly0cWrJFa92JyEQoCKSyZlY+L+5tZXFLD+e6HUgmlEaiJGENhiM8trOJ379RT156Cjetms7SKbkqUCIyoVbNzKcgkMIT1U0MxGDFA4lfKlGSkBq7BvjlhlpeP9TB6TPy+dBp0yjM1KzjIjLx/F4vlywoob0vxB0bat2OIxNIp/MkoTiOw6s17Ty3+wgZKV7ed8oUZhXq2icRcdeMggBLp+Rw72uHuWBuEcun5rodSSaARqIkYXQPhPjt63U8vauF2UUBPrp6hgqUiMSNC+YVU56bzj8/Wk33QMjtODIBVKIkIWzY38rP19dQ29bHxfOLuW5pOQHdRiwicSTV7+VLF86lsWuAbz2zx+04MgF0Ok/i2kAowvdf2MdvX6+jJCuVqxZPoShL696JSHxaWJ7DR06fzs9ermHt7EIuMMVuR5IYUomSuFXd2MVXH7XsP9LLNcvKqSwI4Pdp8FRE4ttHV01n/YE2vvHUbpZU5GjB8ySmv0gSd0IRh5+/fJAb79pM90CIW6+r4pNnzlaBEpGE4Pd5+dfL5hMMRbjl4Z0MhiNuR5IY0V8liSsHW3v5+G8286N1B7lgXhG/+fCprJ5Z4HYsEZERmZ6fwS0XzeP1w51897l9bseRGNHpPIkLjuNw7+Z6bn1hH2l+L1+/fD4XzS9xO5aIyKhdvKCEnY3d/HrTIeaXZnFlVZnbkWScqUSJ6xq7Bvi3xy0bDrazZlY+t1w0j2JdPC4iSeAzZ81iV3M3//nUbuYUBlhUnuN2JBlHOp0nrnEch4e2N/D+2zbxxuFOvnJBJd+7pkoFSkSSht/r4T8uX0BRZipfenAHLT1BtyPJOFKJElfUtPXxqd9t5V8e28XswgB3fehUrl1aoXXvRCTp5AVS+O+rFtHRH+Jv799OT1ATcSYLlSiZUIPhCL94uYb337aR6sYuvnJBJT9531Km5We4HU1EJGZMSRZfv3wBtrGLLz2wg2BId+wlA5UomTAv7W/lfbdt4v/WHeCsOYXce+MKrl1agVejTyIyCZxdWcgtF8/jlZp2vvpoNeGI43YkGSNdWC4xV9vWx3ef28uL+1qZnp/B966p4ozZmrZARCaf9ywqo6MvxPee30du+h6+fEGlLmNIYCpREjPtfYP8akMt92w+TIrXy2fPmsX7TplCiibNFJFJ7K9WTKWtb5DbXqklI8XH586epSKVoFSiZNz1D4a5+7XD3P5qLT0DYS5fVMqn187UmnciIsM+vXYmfcEwv950iL7BMF86vxKfV0Uq0ahEybgJhiI8sK2BX26oobk7yJmzC/jUmbOoLMp0O5qISFzxeDx88bw5BFJ9/OqVWnqCIb52idHyVglGJUrGbCAU4f4t9dz+ai1N3UGWVuTw9csXsHxqrtvRRETilsfj4dNnziIrzc8PXtxPTzDMN96zgPQUn9vRJEoqUTJq3QMh7ttSz12bDtPSE2T5lBz++RLDyul5Or8vIhKlD582jew0H//51B4+ee8WvnnlQk06nCBUomTEGrsG+M1rh7lvSz09wTArpuXy75fP59RpeW5HExFJSNcurSAvkMrXHq3mhjtf55tXLmRJhZaIiXcqURIVx3F47VA7v99czzO7W3Ach/PnFfPBlVNZUJrtdjwRkYR33twipucv54v3b+cTv32Dvz+/kquXlLsdS96FStQkMOBA72B4VN/bEwzxdHUzD29rYP+RXrLSfFyxpIxrllZQlpM+9JwIBEOj2360wpqTTkQmgcqiTG77q+Xc8nA1X39yN1vqOvnCuXPIStOf63ikf5VJoHcwzLPVTSP6nsauAV6rbWd7QxeDYYcpeelctrCEhWXZpPi87KzrZGddJwCr5xazfndzLKK/afXc4phuX0QkXuRmpPC9a6v4yUsH+NUrtWyqbeefLzWcMlWXTMQblSh5U/9gGNvUzRuHOznc0Y/f62FhWTbLp+ZSWZZDb59WHxcRmQg+r4dPrp3FmlkFfO0xy82/3cJfrZjKzWfMJM2vaRDihUrUJBeJOOxv7WVrXSe7m3sIRRwKAimcP6+IxRU5ZOhWWxER1yydksuvbziVW1/Yx50bD/HcnhY+f84czpxdoLug44BK1CTV1DXA1vpOttd30RMMk57iZUlFDlUVOVTkpOmXU0RkFDweD23B8b9G9BNnzWblzAL+94V9/O3921k9M58vnDuHmQWBcd+XRE8lahJp7Q1iG7vZ0dBFU3cQr2foIsaqihzmFAXwezVELCIyFn2hSEyvEX3/KVPoDIa5Y0MN77ttE9cuKefDp02jNFvzSrlBJSrJHWjt5aGdTTy6rYGm7qFrmipy07lofjELSrMJpOp0nYhIovB5PVy7rIJrqkr58bqD/GFLPfdvrefKqjI+fNo0yofvmpaJoRKVZBzHYd+RXp7Z1cLTu5vZ29ILwNS8dM6fV4QpySI3I8XllCIiMhYFgVS+cuFcbjx9Gre9UssDWxu4f2sDF5lirl9WweLybF2WMQFUopJATzDExpoO1h9oZf2BNuo6+vEAy6bm8sVz53DKzHy2HupwO6aIiIyz8px0vnzBXG48bRp3bjzEQ9sbeXRnE/OKM7luWQUXzy8mM1V/6mNFRzYBOY7DnpYe1u9vY/2BVjYf7iQUcQik+Fg5PY8PrZzK2ZVFFGWmAsTkIkcREYkfZTnpfPG8Sj61dhaP7Wzkd2/U840nd/OdZ/eydnYBF5li1swq0OLG40wlKgFEHIf9R3rZfLiD1w918NqhDpqHr2+aW5zJB06dyppZ+SypyCHFp4vDRUQmq0Cqj2uXVnDNknK21nfx+M4mntrVzNO7Wgik+Fg9K5/VM/NZNbNAF6OPA5WoONTWG2RHQzfbGzrZ0dDNtvpOOvpDABRlprJ8ai6rZg79ImilbxEReTuPx8OSihyWVOTwhXPn8Nqhdp60zazb18rTu1oAmFMUYMW0vDefV6aL0kdMJcpFXf0hatr7ONjay57mHna39LC3pefNUSYPMKswwFlzClk2NZflU3KZmpeuiwVFRCRqPq+HldPzWTk9H8dx2Hukl/X7W3n5QBsPbmvgt6/XAVCSlcrCsmzmFmcytziLucWZVOSm49XfnBM6aYkyxniBHwJLgQHgY9baPcc8/nHgE0AI+Hdr7UMxyppQBsMRmruDNHcP0HT0fdfQ+8auAWrb+2jtHXzz+Sk+D7MKAqycnkdlUSYLy7KZX5qlCwJFRGTceDweKosyqSzK5IaV0whFHPY0Dy33taWuE9vUzfN7jnB0zfdUn4cpeRlMz8tgal4GpTlpFGWm/vktK3VSr2wRzV/oq4F0a+1qY8wq4NvAVQDGmDLgs8AKIB34kzHmSWvtQKwCR8txHMLO8PuIgwP4+kN09YeIOM7wG2977xCJQNhxCIYiBMMRBobfB0N//rh/MEL3QIiugfDw+6G37uG3jr4QbX2D78iU5vdSnJVKSVYaZ84pZEZ+BtPzM5ieH2BaXjp+Xc8kIiITyO/1ML80m/ml2fzlKVOAoXVU97b0sKu5h5q2Pmrb+qhp72P9gVaCYecd28hM9VGYmUphZiq56X4CqT4CKT4y0/wU5qTji0SGvpbqJ83nxe/z4Pd6SPF5h9978Hu9w+89+I/5utfjwcNQ+fN6ePNjzzEfuymaErUWeAzAWvuyMWbFMY+dBqwbLk0Dxpg9wBLg1XFPGqWatj4+dOdr9EzAHWkpPg/ZaX6y0vxkD7+VZaeRne6nODON4qxUirPTKBkuTjnpftf/wUVERN5NeoqPReU5LCrPecvXI45DZ1+Ilp4gLT0DQ++7gxzpHRx63zPAofZ+eoMheoJheoJhQpF3lq7x4vd6+N61VZw+Iz9m+zgZj+O8+w9ojPkZ8Htr7aPDn9cAs621IWPMB4HF1tq/H37sduB2a+1T77LJZuDguKQXERERia0ZQPHxHohmJKoTyD7mc6+1NnSCx7KB9pNs77hBRERERBJJNBfhrAMuAxi+JmrrMY+9ApxpjEk3xuQCC4Bt455SREREJM5Eczrv6N15Sxi6jusmhkrVHmvtg8N35/01Q4XsP6y1v49tZBERERH3nbREiYiIiMg76Z56ERERkVFQiRIREREZhaSfDvtkM65LdIwxpwP/Za09x+0sicQYkwL8ApgJpDE0q/+DroZKEMYYH/BTwABh4CZr7V53UyUeY0wJsAm40Fpb7XaeRGKMeR3oGP50v7X2JjfzJBpjzFeAK4FU4IfW2p+7HGncTYaRqDdnXAe+zNCM6zICxpgvAT9jaFZ6GZkPAkestWcClwI/cDlPIrkCwFp7BvBV4Dvuxkk8wyX+x0Cf21kSjTEmHcBae87wmwrUCBhjzgHWAGcAZwPTXA0UI5OhRL1lxnWGlqiRkdkLXOt2iAR1L/BPx3weOtET5a2stfczdOcvDE121+hinET1LeBHQJ3bQRLQUiBgjHnCGPPM8BQ/Er2LGZoS6T7gj0BSrqs7GUpUDn8ejgUIG2OS/jTmeBqetuKdiwHKSVlru621XcaYbOB3wC1uZ0okwysj3AZ8n6HjJ1EyxtwINFtrH3c7S4LqZaiEXgzcDPxafztGpIihQYu/4M/HL+nWPZsMJerdZlwXiTljzDTgWeAOa+1dbudJNNbaDwPzgJ8aYzLdzpNAPgJcaIx5DlgG3D68aLxEZxdwp7XWsdbuAo4A5S5nSiRHgMettUFrrQX6ScIVSyZDq17H0LUV9xxnxnWRmDLGlAJPAJ+x1j7tdp5EYoy5AZhqrf0GQ6MCEYYuMJcoWGvPOvrxcJG62Vrb4F6ihPMRYDHwKWNMBUNnNerdjZRQ/gR8zhjzHYbKZyZDxSqpTIYSdR9D/xt7iT/PuC4yUf4ByAf+yRhz9NqoS621utD35P4A/NIY8wKQAvw/a22/y5lk8vg58CtjzJ8AB/iIzmJEz1r7kDHmLIaWh/MCn7bWJt1/gjRjuYiIiMgoTIZrokRERETGnUqUiIiIyCioRImIiIiMgkqUiIiIyCioRImIiIiMwmSY4kBExsHwWlj3ADsYuuU7A/i1tfb7I9zONcAGa23dMV87dttHNVtr/2KMsV1njPmMtVZrJookIZUoERmJZ6y17wMwxqQB1hhzh7W2fQTb+BxDy0C8fT23N7edZG5BC0+LJCWVKBEZrWyGZhAPGWOWM7S+XZih5R0+DjQxNLqUy9Co1ZcYmrX46BIka621wZPtZHi27c1AFUOzRv+Ftfbg8OSl1wDNQIChhZ73AP8HpAOFwL9aa+83xrwH+FeG1tFsA7ZYa79mjPkGcBZDlzZ8x1p77/D+3hjeXzfwIkPrp+UBFw1/7UfA3OHvu8Va+5wxZgvwPLCEoZG6q4DPAAXGmB9aaz81ssMrIvFO10SJyEicZ4x5zhjzDPBr4G+std3ATxla2uZs4IfAd4A5QBlDyy59AAhYax9mqBB96DgF6ui2j7793TGPvWKtvQB4Eni/MWYpcCmwEriaP69pNh/4trX2QoYKzKeNMT7gVoZmij8X6AMwxlwKzLLWngGcC/yjMSbvmP2dD6QBvcPb2wGcDXwMaBleVuUq4H+HvycHuHv4GBwe3t/XgVYVKJHkpJEoERmJE51yq7DWbh7++AXgP621240x/wvczdCyLbeOctsArw+/r2WomC1gqOiEgT5jzMbhx+uBW4wxH2VoNCiFoUVPO621jcPPeXF4G4uBU4dHnhh+7ozhj18bft/On6/TamNohGsxcKYx5vThr/uNMYXHyZl+kp9XRBKcRqJEZDzUGWOWDH98NrDLGLMYyLbWXg58mKHTfTC0kPBIX3vevj7VdmClMcY7fG3W8uGv/xtwu7X2BuBZhtbLbAKyjTFHV5BfNfy+GnjWWnsOcB5Dpx73nWB/x6pmaMTpHIZGw+5lqGCd6Ps8J/3pRCQhqUSJyHj4OPADY8yLDF04/nlgN3COMeYVhorGV4ef+xJD10QVvG0bbz+d95wxJuN4O7PWbgUeAV5maJHxweG3e4Fbh3NcCBRZayMMndp7xBjzFDB9+Ll/BLqHn7sJcKy1XVH8rD8G5htjnh/+WQ4O7+NEdhhj7oxiuyKSYLQAsYgkHGNMCXC9tfaHwyNR24HzrLU1J3j+Vxi6cHxguNA8Ya29fQIji0gS0jVRIpKIWhg6nfcqQ6fQfnaiAjWsC3jZGNMLHAB+G/uIIpLsNBIlIiIiMgq6JkpERERkFFSiREREREZBJUpERERkFFSiREREREZBJUpERERkFFSiREREREbh/wMU9gA5YxCIUwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_hue(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['label'])\n",
    "scatter_plot_hue(sony_engagement, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(sony_engagement, metric)\n",
    "distribution_plot(sony_engagement, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 446,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14d6adb50>"
      ]
     },
     "execution_count": 446,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sony_engagement = sony_engagement[np.log10(sony_engagement['Amount Spent (USD)']) > 1]\n",
    "sony_engagement_y = np.log10(np.array(sony_engagement[metric]))\n",
    "sony_engagement_x = np.log10(np.array(sony_engagement['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "sony_engagement_model = SVR('linear')\n",
    "sony_engagement_model.fit(sony_engagement_x, sony_engagement_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(sony_engagement['Amount Spent (USD)']), np.log10(sony_engagement[metric]), hue=sony_engagement['label'])\n",
    "sns.lineplot(np.log10(sony_engagement['Amount Spent (USD)']),sony_engagement_model.predict(sony_engagement_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sony Event Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 447,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.89671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.89671</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)             1.00000      0.89671\n",
       "Link Clicks                    0.89671      1.00000"
      ]
     },
     "execution_count": 447,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_event = sony_data[sony_data.Objective == 'Event Responses']\n",
    "sony_event = sony_event[sony_event['Amount Spent (USD)'] != 0]\n",
    "metric = 'Link Clicks'\n",
    "sony_event = sony_event.dropna(subset = [metric])\n",
    "sony_event[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 448,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_hue(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['label'])\n",
    "scatter_plot_hue(sony_event, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(sony_event, metric)\n",
    "distribution_plot(sony_event, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sony Lead Generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "metadata": {},
   "outputs": [],
   "source": [
    "sony_lead_generation = sony_data[sony_data.Objective == 'Lead Generation']\n",
    "sony_lead_generation = sony_lead_generation[sony_lead_generation['Amount Spent (USD)'] != 0]\n",
    "# metric = 'Link Clicks'\n",
    "# sony_lead_generation = sony_lead_generation.dropna(subset = [metric])\n",
    "# sony_lead_generation[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 450,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Starts</th>\n",
       "      <th>Reporting Ends</th>\n",
       "      <th>Result Indicator</th>\n",
       "      <th>Reach</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Objective</th>\n",
       "      <th>Post Engagement</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <th>Video Plays</th>\n",
       "      <th>Link Clicks</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1715</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:onsite_conversion.lead_grouped</td>\n",
       "      <td>15740</td>\n",
       "      <td>18329</td>\n",
       "      <td>205.71</td>\n",
       "      <td>Lead Generation</td>\n",
       "      <td>884.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>510.0</td>\n",
       "      <td>Columbia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1716</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:onsite_conversion.lead_grouped</td>\n",
       "      <td>7568</td>\n",
       "      <td>9194</td>\n",
       "      <td>117.67</td>\n",
       "      <td>Lead Generation</td>\n",
       "      <td>326.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201.0</td>\n",
       "      <td>Columbia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1717</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:onsite_conversion.lead_grouped</td>\n",
       "      <td>332</td>\n",
       "      <td>452</td>\n",
       "      <td>6.91</td>\n",
       "      <td>Lead Generation</td>\n",
       "      <td>51.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Columbia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1718</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:onsite_conversion.lead_grouped</td>\n",
       "      <td>7316</td>\n",
       "      <td>9381</td>\n",
       "      <td>97.26</td>\n",
       "      <td>Lead Generation</td>\n",
       "      <td>507.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>325.0</td>\n",
       "      <td>Columbia</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Reporting Starts Reporting Ends                        Result Indicator  \\\n",
       "1715       2019-01-01     2020-08-31  actions:onsite_conversion.lead_grouped   \n",
       "1716       2019-01-01     2020-08-31  actions:onsite_conversion.lead_grouped   \n",
       "1717       2019-01-01     2020-08-31  actions:onsite_conversion.lead_grouped   \n",
       "1718       2019-01-01     2020-08-31  actions:onsite_conversion.lead_grouped   \n",
       "\n",
       "      Reach  Impressions  Amount Spent (USD)        Objective  \\\n",
       "1715  15740        18329              205.71  Lead Generation   \n",
       "1716   7568         9194              117.67  Lead Generation   \n",
       "1717    332          452                6.91  Lead Generation   \n",
       "1718   7316         9381               97.26  Lead Generation   \n",
       "\n",
       "      Post Engagement  Outbound Clicks  Video Plays  Link Clicks     label  \n",
       "1715            884.0            111.0          NaN        510.0  Columbia  \n",
       "1716            326.0             29.0          NaN        201.0  Columbia  \n",
       "1717             51.0              5.0          NaN         30.0  Columbia  \n",
       "1718            507.0             49.0          NaN        325.0  Columbia  "
      ]
     },
     "execution_count": 450,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_lead_generation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sony Page Likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 451,
   "metadata": {},
   "outputs": [],
   "source": [
    "sony_page_like = sony_data[sony_data.Objective == 'Page Likes']\n",
    "sony_page_like = sony_page_like[sony_page_like['Amount Spent (USD)'] != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 452,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Starts</th>\n",
       "      <th>Reporting Ends</th>\n",
       "      <th>Result Indicator</th>\n",
       "      <th>Reach</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Objective</th>\n",
       "      <th>Post Engagement</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <th>Video Plays</th>\n",
       "      <th>Link Clicks</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1719</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:like</td>\n",
       "      <td>2799</td>\n",
       "      <td>2985</td>\n",
       "      <td>34.73</td>\n",
       "      <td>Page Likes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1720</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:like</td>\n",
       "      <td>1594</td>\n",
       "      <td>1656</td>\n",
       "      <td>30.44</td>\n",
       "      <td>Page Likes</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1721</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:like</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.03</td>\n",
       "      <td>Page Likes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1722</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:like</td>\n",
       "      <td>1888</td>\n",
       "      <td>2969</td>\n",
       "      <td>33.80</td>\n",
       "      <td>Page Likes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>actions:like</td>\n",
       "      <td>133184</td>\n",
       "      <td>192805</td>\n",
       "      <td>891.19</td>\n",
       "      <td>Page Likes</td>\n",
       "      <td>57139.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>160106.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>Legacy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Reporting Starts Reporting Ends Result Indicator   Reach  Impressions  \\\n",
       "1719       2019-01-01     2020-08-31     actions:like    2799         2985   \n",
       "1720       2019-01-01     2020-08-31     actions:like    1594         1656   \n",
       "1721       2019-01-01     2020-08-31     actions:like       3            6   \n",
       "1722       2019-01-01     2020-08-31     actions:like    1888         2969   \n",
       "2731       2019-01-01     2020-08-31     actions:like  133184       192805   \n",
       "\n",
       "      Amount Spent (USD)   Objective  Post Engagement  Outbound Clicks  \\\n",
       "1719               34.73  Page Likes             20.0              NaN   \n",
       "1720               30.44  Page Likes             12.0              NaN   \n",
       "1721                1.03  Page Likes              1.0              NaN   \n",
       "1722               33.80  Page Likes             18.0              NaN   \n",
       "2731              891.19  Page Likes          57139.0              NaN   \n",
       "\n",
       "      Video Plays  Link Clicks   label  \n",
       "1719          NaN          NaN     RCA  \n",
       "1720          NaN          NaN     RCA  \n",
       "1721          NaN          NaN     RCA  \n",
       "1722          NaN          NaN     RCA  \n",
       "2731     160106.0         91.0  Legacy  "
      ]
     },
     "execution_count": 452,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_page_like.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sony Reach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 453,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Reach</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.762988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reach</th>\n",
       "      <td>0.762988</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)     Reach\n",
       "Amount Spent (USD)            1.000000  0.762988\n",
       "Reach                         0.762988  1.000000"
      ]
     },
     "execution_count": 453,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_reach = sony_data[sony_data.Objective == 'Reach']\n",
    "sony_reach = sony_reach[sony_reach['Amount Spent (USD)'] != 0]\n",
    "metric = 'Reach'\n",
    "sony_reach = sony_reach.dropna(subset = [metric])\n",
    "sony_reach[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 454,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label\n",
       "Columbia    637\n",
       "Epic        182\n",
       "Legacy      155\n",
       "RCA         666\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 454,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_reach.groupby('label')['label'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 455,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_hue(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['label'])\n",
    "scatter_plot_hue(sony_reach, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(sony_reach, metric)\n",
    "distribution_plot(sony_reach, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x145113a90>"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sony_reach = sony_reach[np.log10(sony_reach['Amount Spent (USD)']) > 1]\n",
    "sony_reach_y = np.log10(np.array(sony_reach[metric]))\n",
    "sony_reach_x = np.log10(np.array(sony_reach['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "sony_reach_model = SVR('linear')\n",
    "sony_reach_model.fit(sony_reach_x, sony_reach_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(sony_reach['Amount Spent (USD)']), np.log10(sony_reach[metric]), hue=sony_reach['label'])\n",
    "sns.lineplot(np.log10(sony_reach['Amount Spent (USD)']),sony_reach_model.predict(sony_reach_x))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sony Traffic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 456,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.825296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.825296</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)            1.000000     0.825296\n",
       "Link Clicks                   0.825296     1.000000"
      ]
     },
     "execution_count": 456,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_traffic = sony_data[sony_data.Objective == 'Traffic']\n",
    "sony_traffic = sony_traffic[sony_traffic['Amount Spent (USD)'] != 0]\n",
    "metric = 'Link Clicks'\n",
    "sony_traffic = sony_traffic.dropna(subset = [metric])\n",
    "sony_traffic[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 457,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label\n",
       "Columbia    2706\n",
       "Epic        1580\n",
       "Legacy       769\n",
       "RCA         4616\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 457,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_traffic.groupby('label')['label'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 458,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_hue(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['label'])\n",
    "scatter_plot_hue(sony_traffic, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(sony_traffic, metric)\n",
    "distribution_plot(sony_traffic, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 459,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1503c9350>"
      ]
     },
     "execution_count": 459,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sony_traffic = sony_traffic[np.log10(sony_traffic['Amount Spent (USD)']) > 1]\n",
    "sony_traffic_y = np.log10(np.array(sony_traffic[metric]))\n",
    "sony_traffic_x = np.log10(np.array(sony_traffic['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "sony_traffic_model = SVR('linear')\n",
    "sony_traffic_model.fit(sony_traffic_x, sony_traffic_y)\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.scatterplot(np.log10(sony_traffic['Amount Spent (USD)']), np.log10(sony_traffic[metric]), hue=sony_traffic['label'])\n",
    "sns.lineplot(np.log10(sony_traffic['Amount Spent (USD)']),sony_traffic_model.predict(sony_traffic_x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sony Video Views"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 517,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Video Plays</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.732685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Video Plays</th>\n",
       "      <td>0.732685</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Video Plays\n",
       "Amount Spent (USD)            1.000000     0.732685\n",
       "Video Plays                   0.732685     1.000000"
      ]
     },
     "execution_count": 517,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_video_view = sony_data[sony_data.Objective == 'Video Views']\n",
    "sony_video_view = sony_video_view[sony_video_view['Amount Spent (USD)'] != 0]\n",
    "metric = 'Video Plays'\n",
    "sony_video_view = sony_video_view.dropna(subset = [metric])\n",
    "sony_video_view[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 518,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label\n",
       "Columbia    190\n",
       "Epic        235\n",
       "Legacy      557\n",
       "RCA         284\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 518,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sony_video_view.groupby('label')['label'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 519,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_hue(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['label'])\n",
    "scatter_plot_hue(sony_video_view, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(sony_video_view, metric)\n",
    "distribution_plot(sony_video_view, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 520,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x15548c210>"
      ]
     },
     "execution_count": 520,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AJmA+EAVMOepYe2C72+3OA3C5XKuBgcBn1VQXSvreX2aOF4BpCaOk7/0hfU6LFi0ZO/ZKXnzxBR577GlmznwWn8+H1+ulY8dO3HLL7bzyyiyGD7+wzHWjRo1h3rxPReAlCIJwhpJlCdOiops6dpyoqn7c88MMP8a+g1h37cbeujV+Wxh+KbSbRhuqStbqFaQvmk/e+jQkRSFx4Dk0HjWauLN6IIlRmGpRXYFXPNAMGAm0ABa5XK52brfbpDQQKzjq3CIguprqARyZQB/qVY3du/eke/eym49fd91NwX8///xL5a6ZNGlKubKhQ4cxdOiwU6qLIAiCcHqSLVAoZfPy+lfI9eVwZdsr6RHfC8lvq/B8BxreBV+wd+bMQzeQafzyy1i79eQE8VqlePZlkJG6gH1fLyaQl4ejURKtbxlP8gUjsTdocMzrFEVCRUI3IUyR0EJRmSqQJDCsATQpgCTJWHUHplr3gsPqCrxygT/cbncAcLtcLh+QAGQBhUDkUedGAvnHu5miSMTElE3ClpkpoSiVb3Ct/WUUtL+s7H0rfFbd+yZWhSSVb8vqoihyjT2rvhBtGlqiPUNLtGfFDgZyuXrh1ZSoJQCkZabx7KDnGNZkGGYFo4hmbjbps2cfKTAMMqc9SvPP50Fs3EnVwVBV9q1cwc7PPyfzpx+RFIWkQYNpNXYsDfv2O2HvlmaY/JXn4fEvt5JV6OeqXk24pGsykfbQhhHFWiFe3YthmjiVMCKtR/plCrV8nv/1GZbuXopdsXN719u5pNVoIiyRx7ljWafDz2h1BV6rgYkul2sGkASEUxqMAWwF2rhcrjigGBgEPH+8m+m6SX6+p0yZaZrouhHSSiuKHPJ7nm5Ms3xbVpeYGGeNPau+EG0aWqI9Q0u0Z3mKIrOpcFMw6Drsv398xFmxPVDU8vsWRvoDoGllyrTcg+i6TlEV29ebeYCMxQvJWJJKIDcHe0IiLW+4hcYXjsKRkAhAQaHvhPdRLQqjX/kR76Ferumpv6NIEqPaJ6Jpoen5Mh0+nlr7JN/99R0AZzc8m6cHPIPkdWCxSizJWMJXu74q/VyalxfSXqB3oz4kYAmmazqRmvoZTUg4djBYLYGX2+1e7HK5BgG/ADJwB3Cly+WKcLvdc1wu1z3A0kPH3na73eVnvguCIAhCHWeaJnGO2HLlDRwNUKSKX8GGzY69TRv827YFyyLPPx9NqXhostwzdZ2cNT+Rvmg+Ob/8BKZJfO++pNz7Lxr06otsqdqrX5Yltu4vDAZdh32ydi/nuRIIxcwzRZHZcHBzMOgC+DXzV5btXcaIpIsJ4GP1vtXlrluXlcZFyU1POGfudFJt6STcbvd9xzmWCqRW17MFQRAE4XRgGCaNw5vQPaE767LXARBmCWNCtzuRNSsG5XtqfPZwGv/nP+TOno130yYiBg8i5p/XUyRbqeD0I9dlZ5GxJJV9Xy7Cl5WJLa4BLf7vOhpfdDFhjZJO+jOYJiRGOTirSQyX944l3C6zbEsxARUsMnDUQJHFImOaVHn0SFFkNuZsLFf+W/Z6LkgeidW00atRb37c92OZ413iu9a5kap6kUBVEARBEGqL4g/j2YHPk16yl1xvLp3jO2PTwo+ZJkLXTYpsESQ8+CCBwmJ0exiFhlRh0GUaBrlrfynt3fpxNaahE9ezF20nTCKh38Aq925VxDRNEqMkJo5UeGXjoxT6C7m47eWMaT0aRTUxKF1AoFo9/JqZht3ioFODTlgDTnS9ckOAmqZzTpMhvLn5zTLlw5tdAIaEphmMajGKdZlprMxYiUW2cFPHm0h0NMLwV3+6jVASgZcgCIIghJgsS+gWPxoqdsJQ/A6aW9vSwiah+wxO1EdjmoDdgcdqUNHJ/oO57PvqSzIWL8C7fx/WmFiaXXk1jS+6BGdKk5B/noBZyKQVt6GbpUN6r296kZTIRAbFD8U0TXxKIVekXkFhoBCAlMgU5p7/LrI3rFL3NwyTRvZkpvaayqsbXkU1VK7rcB2dYjuj+UsbQPY5eOTs6Wi9AsiSjEW3g7/uhTF1r8ankXXr1rJw4bwym2QLgiAI9ZusSBTKOTzzy9Nsz9/OkCZDuKXTOGSf45SSoZqmSd76NNJT55O1agWmphHbrTutbxlP4oDByLbKzQGrKotF5tfMtcGg67BFOxfSJ7E/NtnOB398EAy6ANKL0llz4GcGNhiKplVuKFAO2BmeNJIhjc8FCax6GIb/SKZ80yw9x4b9OHc5/dWbwOu7jKW86X6dbF8WCY5EbnbdxnmNh9d2tQRBEIQzjGot4eavbyLLkwXAx+6P8WpeJna+FwJVf+0G8vPZt/RLMhYvxLP3LyyRUTQZM5aUkaMJb9b8pOooSSBZTFQCOAhDVY8dHBmGSbOoZuXKW0W3wmJaMSWTPF9eueN5vrwqbzGkq6BQmu6hbs3cqrx6EXh9l7GUFzY9jd/wA5Dly+SFTU8DhDz4Wr8+jTlzXkVRFJKTG3PffQ+i6xqPPfYoubnZJCY25Lff1rNw4desX5/GO++UblPp8/l46KHpNG3ajLlz32TVqhXous7o0ZchSRLp6Xu5446J6LrODTdcw5tvvo+tmv66EYRqY9XRFB+qoWKT7Ni0ys8BEYS6wqN5gkHXYd/s+YYJXe9EqeRr1zRNstel8cdHH5O54ntMVSWmUxda/OMGGg4egmIvm4ZCkiRMRUY1TByKhH6cVX6KIuO1FPDGpjnsLtrNRS1GMjj5HCRfxT1JhmGSEt6EISlDWJ6+HICk8CSu73gDpl8CSeL/2l3Ll7u+DF5jk20MbToU1V93VhvWlHoReL3pfj0YdB3mN/y86X49pIGXaZo888wTvPbam8TGxvHGG6+xZEkqPp+P5ORkHn/8Gfbs2c0//nEFALt27eSRRx4jPj6B9957m+XLv6Nv3/6sWfMjc+bMRVVVXn/9ZcaNG8+NN17LbbdNYM2an+jevacIuoQ6x7QGWL7/O55Lew6/7qd1TGteHvIKdiOq0jl4BKEucFgcyJKMYR7ps0mJSME0Ttz7oxYVsv+br0hPXUDJ7l1YwsNJGXkJKaPGENGyVYXXKIpMiQnPL3WzLbOYizo3YmyPFOSAVuH5AWsx1339TzI9mUBpQteJZ+VzadMr0dWK66X4HTx49sPc3eNufJqfWHssNjUC3TQwTZOGtmTeHf4eb215kzCLk9s634pDjzzeIsx6q14EXtm+rCqVn6z8/Dxyc3N4+OHSPSD9fj+9evUhPz+P3r37AdCsWXNiYkpzuiQkJDBr1nOEhTnJzs6ic+eu/PXXHtq374iiKCiKwqRJpfuLd+vWnV9++YklSxZx/fW3hLTeglATArKPJ355AvPQr+Lt+duZse4F7u/2IKih3YNOqBxJOpw42hTBbwhZdDsTuk7gpd9Kt41zKA4e6fMoDiMcrYIBNNM0Kfh9Cxmp8zmw/DsMv5+o9h3oOW06Ub0HoYQdf4K6X5K4as7PZOSX7kf8+/5CDpaojB/QHPNvyU0lCQ76DwaDrsM+/fNTLmw2EivhFT7DNEH2O4jAQaQEpg/0oz6LpFppbmvLtJ6PIyEjaQrGadabbbGcHjvT1IvAK8GRSJYvs8LyUIqOjiExMZGnn55BREQEq1evICzMye7dO9m8eSODBp1DRkY6BQWlOyQ988zjfPrpQpzOcB5//FGgNDBbsGAehmFgGAaTJ9/Fs8/OYtSoMXz44bsUFOTTunWbkNZbEKqbJEnsL9kfDLoO25yzGVUKYA1JCkahKhxGAEtxAd4NG3C6XJjxiXjkI0NNh19SmhxAJYDdDMNQqzZfp76SVCsXN7+UES1GkO3JISk8CYsWVm6SuVZSwv7vviZ90QKKd2xDCXOSdP6FpFw8mqg2rkpnWS8O6MGg67B569O5sX8z/j42YpoQZi0fyMXYY5ApG5hYrBI+qTTjvsMMR1PN4D0qousG6BZMKPd/vVZZdPxKCWuyfqOJ2oRGjiSUgOOYn6Paq1M7j61ZN7tuKzPHC8Au27nZddsp3/uXX9Zw003/CH59xRXXMGXKREzTxOkM5+GHp9OpU2eeeGI6d9xxC40aNQoOEw4ffiHjxl1PZGQksbENyMnJpk0bF71792X8+JswDIMxY8Zis9no2LETGRl7GTPm8lOusyDUNNM0SYlIwSJZ0Mwjwx99k/piMx2n06/oesEmm2irVpI+dWqwLO6WW3D+43oCFhuqrYQ/8v4kJSqFV9a/gjvPzaCUQVzX/npkX+29sOoSOWDDjo0mlmhMX9kUXIXuP0hPnc+B775B93mJbN2W9vf8i0bnnY/FWXGP0/E4rOV7chIj7UjH+D455XCGNRvGt3u+BcAiWbiv533Yj+qRM2x+vtm3jDc2v4EiKYzvejt9E/sjB+rWikKLRWa3fzs3fnNj8HfPuU3OZWrPh5D95bdrqglSXeheVlXd/HvUf+DAHho1Kr/K4lgqs6qxuvZq3LRpA16vl169+rB371/ce++dfPrpwirdwzAMxo+/iRkzZhMeHnHSdalqu50KsW9b6NXpNrVobC3exLSfppHjzWFA4wE82mcaii+s1l7kdbo9T0GEVsLeMWPQ8/OPFCoKLb79lrxIiauWXMm0vtN4fu3z/FX0V/CUkS1Hck+X+465Mq+utWdpr54Usr0Gj0f3etm/7BsyUhdQ6N6KbLfTaOj5pIwaTVS7DhWu/qtse+qKzGurdvHuT3sAsMgS79/Ui3ZxzmN+NsPuY793H3uL9nJWYjfsegRoClD6Ltzm28LN395U5poPR3xEY6XFKaXEqGm6zcvdqyeyOWdzmfKFFy8kUkuotucmJESmAT0rOlYverygdPVibaWPSE5uzLRpD/LOO3PQNI177vlXla7fty+DqVOncMkll55S0CUItUqz0CniLD684L8ggWJYkH32Y84tkmUJxVqarVtTDdHLEkISoBcXly3UdSRdY962hRz0HSTKHlUm6AL4evfXTOw2qdIr805XiiIRrnrwrVmPXlREVP/+eO0RHCejAgB2dGyqFzQNw2rHa3OeMAgp2rGN9NQFHPj2a7SSEiJatMJ1170kDbsAa+SxN1Ku0ufRDcYPasnVvZqy96CHDklR2DCPG1DKfgdNLK1o1qB1MEFp8H4WidSdi8pds3TPUm513YHfX/Gk/dORgUm+P79ceYnqIUo+9rBpdarb/3vqiAYN4pk9+z8nfX1ycmPmzv0ohDUShNqha2DRnMGvjzkPxKpz0Mjhg83vE24J5+p21+DUozHqzu/705pmsRM1aiSF8xcEy8K6dcO0OzjoPwiARbagSEqZpJmNnI3OiADYGfCw97p/ou4p7SGSw500m/cFWkSDY/4h4DADqN9/x76nn8b0+bC3b0/jV16hyBZZ7hrd7yNz+TLSUxdQsGUTstVGwyFDSRk1muhOXaqc26oyFE0n3iqRmBSBrleuB88wzAoDR9OAjg06sXBH2ZGZDnHt69y+iGGEc0XbK5mR9kKwLNGZSGJYIqavduokAi9BEE4rsiyRo2dx5ZdXBF/6X2z/gi9GzceqiR7fUPBJFhrcfQ/2Vq0p/uEHwrp1I+Yf/8BjdXKV6yrmbZvH8r+Wc33H63lr81tA6TygR/o8ikOPqHBl3slSFBnDqLkeTYtFxp+2Phh0ARglHg6+8QaR99yHz6w4KLL6vaRPnx7sIvFv3Ur2jBlE/2sqvkOv0uI9u8hYtIB933yFVlSIs0lT2t4xkaTzL8QWHV3tn610c+pTb0hV1RnaZCipOxexKWcTAD0b9uTsxF5ovroVeGkBk4uajSTaFsWinYtoFtWMWzqNw6ZVvMK0JojASxCE04pkMXlv07tlelpK1BJ+2LucC5NHox4nMaRQOaYJRZID22VXEj/qEgyrnUId0AxirAl8MOJD3tr0Jhe0uICFlyzkQMkBmke1wFrByryTZTdVbL4SfJs342jZEjO2QZlVlaEmSWC1WpBlCbWwsNxxo6CgtKsHpdwxWZZQ09PLjUv5NmwgxlPM/p9KN6nO37AeyWIhcdAQUkaNJrZb92rp3ToWWZZQLR50SUOWFGxaGIZ2cs9X/GHMGDgLr+FBQiJMdiL7w06v1YqVJPnsnJs4nH6Jg4gMc+It0tHM2gsgReAlCLWfHIwAACAASURBVMJpRULCrpRfbWRT6tZqqrogoJkg2+GoWFZSLTRWmvNQj0cBCUmzEO1IxPCF7oVrVSTMtWnsmjgxGMzE3Xwzzn/egE8KfWoRGzr2onwKF6WiJCYQOWggWU4npufIxPXYG2/EL1uhgqE0wzCxNW0KigKHhvF8QFZ4GGlXjUUvLCYsuTFtbr2D5AsuwhYbF/LPcCKSJOG3FTF55b1sytlElC2KaX2n0zW6B5JW9Ve9YZgo/jAiOJJ6oi4GXYepqoGCHVu4HY9ZuwtAROAlCMJpRVfhug7/JHXHInx66SSM+LB4BjQegOoVvV01QddN0EtfD6F42SqKhGQxkUwZTTWw+0tIf/yxMj1IB99+m5hrrsFnDW3gJcsS1sz97LriCtBKJwn6Rl9Ciy/mkfvGmxgFBcTeeCNGSrPjzl/y28JoNGMG7oceIqukmGJJgh072d5GJvbW4Vx9ycOYJxHghIppDfB82nPBocHCQCH3rZzCl2OWiCH604wIvE7BunVreeSRB2jevEWwLCYmlscff6bcudu2uVm9eiU33CCyzgvC8ZimSYQRw4KLF7J0z1KcVifnpJyDLRCOfpwgQJIkLJbS+UJi/8fTh2kNsNefzkebPyIhLIFr2l1DpKag5f1tpZlhYKoqoc6lazNUcl95JRh0ARQuWEjkhRcRNflfmIaOX7IeN+jy7t/H9i8XkrEklYCnBFtiPMqg9sxt+jvp1nyibGsYqwSw1GLgpRJgXea6MmWaqZHtyaaxEnFGLIo4U9SbwMv3zdd45ryKkZWJnNgQ57jbcZx/wSnft0ePnkyf/tQJz2vTxkWbNq5Tfp4g1AeGJmPTIrm0yZUAqF79uEGXaQ2Qbxxk1d5VtIttR6voNih+keiztlksMm7Pdm759uZgWerOVFKHf0b0xaMomPdFsNzucmHYK05oKUkSNpuCaULgGPsPHotkUiboOsz0egmY8qGRxQqGFzWNnJ9/JH3RF+T+ugYkifg+/Wh06XCuPfAIpvxj8Nw4Rxy1PQpnxUb3ht2DSVGhdEFEgjOh1lbvCRWrF4GX75uvKX72SfCX/vQZmQdKv4aQBF9/N2HCOJo1a86ePbsBmD79Sfbs2c3ChfOYPv0pFi9ewPz58zAMnQEDBnPTTbeGvA6CcCaozER6i1Xi54O/ct+qKcGyYc2G8a+zpta5LNunM0kC3epHlXzopoFdcmBVj5/HKiD7eGvzm2XKDvoO8lvhH/SaNBG5cTLe5SuwdupAwq234ndGIpsBFFNBPbQ9jWI3yTey+Xjrx0RYIxnb5jLsWmSlU4sELDbibruN4pUrg0ObSnw8jq5dKaygl8uXlUXGlwvJ+HIR/pxs7PEJtPznjTS+6GIciQ0xbH4u3XI587Z9XnovSeH+sx/AYRx/tadilfDLJSCBxbAhqZaQ/mEgqTYm95jC/pL9bM7ZHJzjZdVrJzu7cGz1IvDyzHk1GHQF+X145rx6yoFXWtpaJkwYF/y6X78BAHTq1IUpU6byxRef8f777zBo0BAA8vIO8sEH7/Luu//FarXx8ssz8Xg8OJ3OCu8vCMLxeaViZq6bUabs2z3fck/3e7AjAq9Q0e0+nvr1CZbtXQZAhwYdeOmc2cjeQ5OvrToHAzkEbCpWyYZVdQIyDsXBsGbDuLT1pYRZw9iYvZGkiCTm/vUFu9rv5uyzR7Ddl85vv97NkwOf5KX1L+GKdXFp68uwmFGke3dz3ddXB7d7+cT9MZ+PnIdFq9zWOrpuoDduSrP5X5D/4UdYEhKIHjuWEls4HBqSNnWdnF/XkJE6n+yf/gemSYOze9Nu0hTi+/RDthx5VcoBO+M73c7lbS5nd+FuuiZ0waaHH3e1p2lV+TXvV5765Sny/flc0PwC7ul+L5I3dEGRaZrYA5HMGvASmqQeWdUo9tc87dSLwMvIKr9B9vHKq6KiocYff1xNjx5nA9C5cxdWr14RPJaRkUGLFq2wH+pSv+uue0+5DoJQn0kSeDVvuXLN0EXYFSKKIuMu+DMYdAH8nvs7qTtTubLVNfh0L0vTv2LWupn4dT8dG3Rk1uBZ2NQI7u1xL2uz1nL/6vsp9BcyoPEALmxxIQt2LCCjOIMlfB2850HfQX7Y+wPL/lrG0j1Lebrva3z4x7tl9vcsDBSyet9qhjW8sNKpRfySFTUhhYjJ92MChQEddBN/bg4ZS1LJWLwQX+YBbLFxNL/6H6SMvISwpORj3k/2O2goNSU5rjl+DfymiWyRsJomUkW9aFIJU1ZOCS5U+HLXl6RENOGalv9EVyv1ESrFMEzkgAMbpe+XupVxq/4ov7PmGUhObFil8lBwu7cCsHHjBlq0aBksb9w4hb/+2k0gEADgoYfuIzs7q9rqIQhnOrsZzrXtri1T1i6uHQ457BhXVJ7FIqPbvKi2EhTbKd+uzpJlia0Hfy9Xvjl3E79nFVCgFfLMr0/j1/0AbMndwmsbX8NQNCyyhX//9G8K/AWYmKzKWMU7W95hZMuR5e5nVawYh/Ir7cjfgaKoKFL515RFUqo8TGcYJv6Ajt+nkrt2DRseeYBVV1zCjrf+g7NxCl2mPcHATxfS5pbxwaBLUWRkueIeI9M08UsSk7/YyMDnfmDI8yv477oMdKVsHjBFkfnj4NZyq0NXZazET/k/GIQzX73o8XKOu73MHC8A7A6c424/5Xv/fagRwO/3s2TJYj755CMcDgcPP/xvduzYDkBsbCz/93/XMWHCOCRJon//gSQkJJ5yPQShvtIDMKbVZTSLas6S3V/SIa4DY1pfisXvxKjEjGfFZhIw/dgJQ1OPOt+is9u/nad+fYpcXy6jW43myjZXI/nqXz+aphkMbDyIl9a/VKb8/KYXUuiFEvmvctdsyNmALmnsyN9ZLuj4ef/PPD3gGeZsnBM8NqzZMLbmlg1QPAGNS1v+k693f4VqlHYNNXA0oG9yP7QqphYJ5Oex76vFpKcuxLsvHWtUNE3HXkXjUZcQntK0zLlWySRM9eD7bTOWhATkpGRKlLKLNSxWhQ9+3cvq7bml99cNZn63jWHtG5JoV4LbCBmGQcvoVuXq0zmhCzbsoleqHqoXgdfheVyhXtXYvXtPFi/+tlz5hAnjuO22CTRr1rzMud27l25UfuGFo7jwwlGn9GxBOJ0czgoOVV91FpLn++z0jh1IzwZ9UEwFzWueMOiSZYm8QC5v/vEWW3I2M6TJEC5uORrJWxpYqRYPNy6+Ee3QLO45m+YQbY9mVONLgwGaLEtIklQj+9c5LSp2yQumhI8wvDWYusA0TWKt8TzZ/yleXD8Ln+7jyjbXontacPcn6/nkjnZISGWCpr5JfbGaNppHNy93v27x3Yi3JbDoklR+zfyVVtEtibJHcc2Sa4Ln9E/uT2aBycJ1Bbw19DN+2LeEWEcUw5ufj8W0IsnSCTeoNk2TvN/WkZ66gKyVyzE1jZiuZ9HqxltIHHgOir18EC3LEvbcA+y66qpgglVnv74kPvUMxfKROVl+w2TNrtxy129ML2B42wZo2qH5YyZEKtHc3vV25mycg2ZqtI9rz82dbsb01YtBJ+Fv6kXgBaXBV3WsYBSE+k6ymHiVQj7a9gUW2cLo1qNxqJFUcp/ekNE0HZDRKrmuX7V6uGPZeP7M+xOAjTkbSS9KZ0KnSci6lQ25W4NB12Ff7vqSYY0vwCqFodt9/FWyl2xPNl0TumLTnCe9PcthFouMJEloml6mdyXa6sXy80zkX98EWcHZbxLWbjdSqJ36cGplyQEbA+LPoefws9GBF7/JYNa6beiGycK0PKb1eZqZ65+iwF/A4JTBXN/hBnSvRJQjmrnD5/LT/p9YuGMh8WHx3NZlPPitRBDHeYkjMAwTXfLz0YiPWJG+gtaxbWgf0x7TiMDT3kFuoU7/xn347x8f8eL6WXRs0JHnB76Axe/ENMEiQ1jAg1GYjxIZRbHHz65vviF90QI8e/dgiYikySWX0XjUaCKOyrtYEZvuJ2fGC2Wy2nt+/Akj6wBSUotgT5ZdgkFtEvh558Ey15/VNKZcIC4H7IxtfhWjW41BNVRskh2r34lx1DdZsYIfD1bJDmrVh1KFuqPeBF416eWX59R2FQQhpCwWGVM2kE0ZVT3yUpEkKJHzuWzRpcH5PR9s/YDPR83Dqp/e2bIDpj8YdB22aOcibutyOxbVQuOIxuWuaRndEqtkQ7f5mPq/+/kl8xcAHIqDD0Z8SLycfMJemIpIkkSE7sX/y3oCu3cTcd55qJEx+CUrFouMJeMn5J9fLT1ZB3nFU9ia90eJPqtGk8VqqolVcpLp0fhs7f5g+Tur9zPZ2Yp5o+YjSxKGKiH7bBh2P2ty1vLRHx8SZ4/jtaGvEW2NRfbbg0HH4dWAkmEjRmrIZU2vLg3EfAYSGoObx+CxFDDii5uCPWobsjfw8obZTOo8GUW3Yj/wF7uvu46ioiJyZJkCi4Kh60R37EzH+x+m4ZChKMfIEfZ3sq6j5ZTvydIP5iEltwgGRJpmcFn3xmzZX8hXm/bjtFmYcn5bou0KZkU9oKoFi2oJvnQP98hKEhgOHx9v/5zle7+nXWw7xne9HYcaWan6CnWP6OcUBOG4TLufDUVreXL9dD7/62OMMG9wwrHVpvDfPz4KBl0ARWoRS3d/jc1WfrPh04lFtiD/beJ2jD0GTBPTNImzxXNJq0uCxxKdidze9Q4kzUq2PysYdAH4dB8vrp+FbgmcVF3CNQ/777qTfRMnkjNzJrtHjkTa8Wdp0KWA7F5c/iL3EiJsNb+FkmlCw0g7SdFHApkHLmpGl9Z5PPHLY7yx6Q1UyYfNJrPh4DqmrJzM+qz1LNu7jGuWXINmqscMTk2zNHfb0T1GhmGyt3BvuXliaVlpBPAh52by24QJ/F5SzDZFpgCTOF3nvP/Modcrb5B8wUWVDroAVEc40VddVaZMjojA3rZtuXorqsYjF7Rj1ZQh/DB5MGO6NuJEazAUpXTBhmYvQbd5sTogoySdPkm9eajPQzSJasKE7+8gYCmpdJ2FuqXaerxcLtd6oODQl7vcbvcNRx17CegPFB0qusTtdhdQRaZp1ujO73WdKfquhSqy2CQW7/2KZ9c+C8DSPUv5avcSXjnnNRR/2DH38asLP2kW3c51Ha7jnS3vAKWbcz/Q6wHsejgaJrLfzp2dJ3FL53F4VQ8x9lhsajimRSOnMLvc/XJ9ueimhqWKe95IEpgHc/Ft2HCk0DTJmTGDxJdeRg2LwGwxGGnjp2WvS+qConuAmu9ZtJsmn93al9dX7sAiS7RIyeSO5ZOCx7/e/RWfXPQJH/3xUZnrvJqXDdkb6BUzoNLz4gzDpElkE2RJDq54xDQZ4GnJtidncuC779B9PsKAJoZBrAkKJpENG1J8Ep9N1QzCBw2m0VNPUfDJJ1gaNqTBxIl4bOHl8jOYJiiGgeTwsix9Ob9lr+eC5iNoH90ByV9+/piiyBTI2UxZMRl3npsu8V14bvBzTP95OjvydyAhMbbtWK5udzV+Q6SbP1NVS+DlcrkcAG63+5xjnNIdGO52u3NO9hkWi42SkkLCw6NE8FUJpmlSUlKIxVKP18QLVeajmHd/f7dM2Z95f1KiFxNFGFrA4Op2V/P5ts+DvV4R1gguaH4BAd/pvaG1pFq5vuMNXNTiIrbn76BTfCfCzIgyKxvlgB0ndpzEgg90TDSrlxh7DFG2KAoDhcFzr3JdRRjhqCexTs1UyydzMv0+MM3SXFWthkK7kfDHYpBk6HIFWMNLl3TWAl03cEhw9+BWqIqHKavL7k970HeQPH8eCWEJ5a5tENYA0zRRFAlZltF144TDszYjjCf7P8Vzqx6nyYZC+m8JIyrjBw6EhZFy3jAa5OVhrlwZPF+JiUGKLD9UJ8ul+3nqunncwK9EsmM5ZxjxffpjWix4ZOsx66jbvExdfWTYefHOxdzZ7U4ua3ZVueSlAaWEScsnsrNgJwCuOBdvbHyDHfk7gNINyT/78zNeP+917BaRcf5MVV09Xl0Bp8vl+ubQM6a63e6fAVwulwy0Aea4XK6GwFtut/vtqj4gNjaBvLxsiovzT3xyJUmSdEb3ClksNmJjy/8iFIRjk7Aq5XtwLHLprw7ThHAjli9GzWfe9s+xyTZGtx6DXY2oE8vkIy1RGKaFhNgU9MCJayxJEvtK9vHyb7N5eejLfLj1Q7I92VzY4kL6JfVD9Z5E0GWC0rAh1pQU1PT0YHnsjTehhkWAZlCsO4nofRtS/7tKD+5ahbnpE9Sk3lV+XqiYJpiajixLhFvLZ5HP9mZzbYdrWZmxkhK1dNisa0JXmkY0Q9VktmeXsCE9n0FtE0h0WpGPEwgV/r6DyMX/Y/y3AXSPSUTrJJrccxmNhg7HGhFOpO4lZ8YMipcvx96yJQ2nT8drdZbpoTIUhYxiP8v+yOKsJjF0aBSJoh37jwNNM9AOBz/H2xYJf5lhZ4C5W+ZycYtLUPjbjiSKSb7/yDsrJSKF7/d+X+6eB0oO0D6y0zGfKdRt1RV4eYDngTcpDbK+crlcLrfbrQHhwGxgBqAAy10u11q3272xKg9QFAvx8UkhrXRMjJP8fM+JTxSEEDFtKprsR9UD2OUwbJqzRidLn4jDjGBit4lMOWofxL7J/XBIR1bTmZqEU4rhpja3lW5i7DvejnWnH9Ok0sNepmnSyNmItMw07l5+Nxe1vIh2ce3I8eYg61UbYjyaxxZBkw/ep+DTzwjs2EH0FVcgt3HhOTTx3KfJ2GJdWHI2I/++ALNpP/Su/6BYrfxWY4oioypeTNPEQXils76fiEW3c+dZd7HmwJrgKlBXrAsZmdnrZ/OfYf8h25NNrD2OlPAmSJqTZ7/9k3nrMgB47ps/efySjoxol4hxVCCk+3wcWP4d6Yu+oHDr78g2O43OPY/Go8YQ3aFjcKTDNKFICSNq8r+ImzgJQ1bw2pxlvqeKReHrP7J4eOGWYNnILkk8dEE7lBMsvy1NGcIx/1/KlB9xUWSFo4tlS+kqWnfeHzwx4AlK1BKm/zidTTmb6Jfcjw3ZR4aZJSTObnQ2ul+Gmlu0KtQgqTp6eFwulx2Q3W6399DXvwCXud3uvS6XSwGcbre76NCxZ4FNbrf7/WPdzzAMsyZeRooi10g+nvpCtOfxFWtFzN3yDnN/n4thGrSIasGcYXNoYD92r2RttGmJVkyWL4vv9yyjXVw7OsV3JtoaU6N1qBaaCj4vhDlBqfzfoF7dw/d7l/HkL0/i1by0jW3Ly+e+TLz9FBMhF+ZjlnhAlpCc4RAZVeFppQGHWT7dQEkxptcDuo4UFgZRR75Hft3H9sJtvLjuRQJ6gJs738xZCd0Jtxx/fpgkUam0BgHDT14gj5XpK3BYHCRHJPPg6gfJ8mQhSzIfjPiAdjEdAMgqDtD/mbK9PDFOK0snDSIuzErB9m3s/Pxz9ixejFpcRGTLlrQaeznNRo7CFlVxmwAU+jR000SRJKIcZb+fB70qF8xaSZ6n7JDu//41hMSIYyfELVDz2FO0B4/qwRXXjhhrLNLfAq28QC7//vnfrEg/sjXcxO4TGdNqDFGH/p+kl/zF1UuuDvb89Unqw9i2Y3lqzVO8N+I95m6ZS+qOVGIdsTzQeyo9E3rgUJzid2g1qKk2tVqVNKBnRceqK/AaD3R2u923u1yuZOB7oJPb7dZcLld74GNK53nJwArgFrfbveVY91NV3ayJnijR4xVaoj2PTZIgT87k0tQxZcovbX0pd3a6GzNQ8YrA2mpTSZKwWk88N6YukGWJCM1D3ty5eNPSCB/Qn+irrqZIdlQ6d5JkMVAtXjRDxSrZT7mnMsrwsm/iXfh+K+35iBg6lPhHHi2TsPN4wg0f+a+9SsEnn4BpEtajB0kzZlIoO5AkKLLkMnrRJUcmpwPvDJ9LS5urwnqbVpViM5/V+/5Hq+hWtI5ug+I/cftERFt59/e5vLLhlWCZRbLw5ZglWH2lQZ5Hkhn8/A9l6y/rfNAlwP7588jfvBHJaqXh4CGkXHwpMZ27Hncer6LIFOgm93y6gfV78+neNIYXLu9KtHIksa1qURg2cyUlgbK9Wysmn4PTrPjn2Qzzcfv343HnuQGIc8Tx0Yj/Yg9ElmkHw+HlzwI3mZ5Mtudvp3ej3uwr2Uf/pAGEq3Fg03g8bVq5IcX3R7yPZmi8u+VdmkY1ZVTLUcTYYrHrEWiHUraI36GhV1NtmpAQeczAq7qGGt8C5rpcrtWULnC6EbjL5XJtd7vdi1wu14fAz4AKvHe8oEsQ6hqLRUFRSpNgHnN4QpbZU7inXPnWg1tRzQCW02yMwTRNAodeWorNxIcH2VSwGc5qCcQkScK0BtCkAIppRdHsJ5UfqyJhqof9996DNy0NAN/GjQS27yDmwUfwypVbfGJqMhYtPPgLVD+FdZxWq0LRF18Ggy6A4mXLiB47FqXr2SdsX1mWMPb8RcHHHwfLvGlpFM7/AtuV/weyzLe7vy0TdAF8+ucnPNDtYfjbSJvFIrOxaDN3fj8huGp1QOMBTOv1b2x6OLIsoap6hfNhLZKVMa0vZVPOJlZlrKJBWAOm9ZmGVT8SQNpkid4t4liz6yDxxVmcvWcN/Q6sZ+vCYpwpTWgz/k6Sh1+ELaZyvap+4Jb309ieVbqGcd1f+Yx7P433ru8Z/P7YMbl5YAteXLY9eF3vFnHYZKnc54fSYG5dzsZg0AWlCwbe2/oet7W7A+3oNQ2GxBub3sCv+UmOSObpX0r3rByach6ooJsqWd7y+/Hm+nJZuH0h67LW0dDZkDh7AySvg7o1UC+cjGoJvNxudwC45m/FPx51/Fng2ep4tiDUlsOJEFcfWMOG7N84v9n5NI9oWeGycl03aBfXjuSIZDJLMtHN0t/+5zY5FzthFb0LTgumw8+H2/7Lop2LSAxL5P5eD5BkaYp5ihnbjybLEgFbMc+lPcvaA2vpFN+Jqb2m4tRiQxLkyaoaDLoOK/r2W+Lvvx8qGXhVRJKODGNUZSBBMXWKN5af4urbvBl7914n3AFAUWR8mzeXK/euW4fjsivQLLYKk8GmhDdBMmX+niPBJ5cwI+2FMqlCVmesxmMWsybnZ3YV7mJEixHEyA2Q1PLz2hSfk0fO/jdGbxVMCbvuRD9qhE/x+3mwQRYbvv4vyp+bQFFIHDyEJiNHE9utO5JctfSSqkkw6DpsW1YxqnnkBWdoBtf0bEL7RlEs3rSf7k1juahTIxSt4pBZliWyPJnlyg949qNjcHQKTItWuuJy6v8e4Lu/vqNldEtePOdFrJoTA7ATzuVtLmdzzpHvkdPipGNcJzr06AySgdV0YHpP77x3QuiIzPWCECK6zce0nx9hdcZqAD758xMm95jMqJRLy7x4AAxbAN3UmNp7Kg0cDfjM/RmSJHFp67Ho3lqofCUoVokvdi1gzqbSnRkOlBzghqXXk3rJYixa+VVtJ0uzeJn6vwdYm7kWgFUZq5iwfAKvD5mDpMiYsg6GjE0PO7nhPUVGslrLpHCQIyIwK5gkXVmGLUCRkc/O/B20iGpJlDUWOVC5IE5DJnLkSIq+/rpMecS5Q/BqJw40Nc3A2adPufKI885Ds9jQNIOzG55N29i2wUz9DZ0NuaLt5Wh+s7TH7KjeRBMTj1Z+KCbXm8u/10zHr/t5a/ObvDb0NTqEdwtmng9eb5rIARvyoVSih+NGz74MMlIXkPHVYtT8PCKSkml86+00u2gUclTsCT/nsVgkiYQIO9nFR5L4JkTasfzt2ylrOr1ToujdJBoJUNVjby6lqjoDUwbxXNpzZbaNurrtNci65VDwVcowTMLUaJ7t9wKmbIAp4dDDg+2iqQYDkgYzre80PvvzMxLDErmr+0RsqhP90K1Pn+U0Qk0QgZcghIiKPxh0HTZn0xyGNxuBoh41dGhVWbh7HrN/mw2UzoF5eejLdIjujOY9fXPS+Slhya4lQOnKK5tiw6/72Z6/nQ7ObiEbCtQlLRh0HbYjfwcBfDz282OszVpLpwadeKzf40TRoMrBV8DqoMGdE8iZMTNYlvCvfxGwO8slyKwM2Wrw58FNNDVjce3yY0nKI8+ZT3xsa0zDimqAQ5bQj5G6QNMMwrt0JX7iRPLefRfJZiV+4iSM+EaValPTNDFiG9Bw+nRyZs7E8HiIvvxynOcMoejQy1/xh/HqkNfY59lHQA/QPLIFUR4wsvegHzyIvU0bPLZwNAPCCOfadv/g+bTngs9oHtWcErUkmKvNxGT2b7OZNXA2Cseeh2ZoGtk/riIjdQG5v65BkhXi+w0g5eIxNOjZ60jvllVDU/yYpoFi2lBUe6V7De2YvHR1N8a9l/b/7J1nfBTl2oevaVtTSUghhRBK6L13BBSkqyhYKCIqyEE5FjyKqFiPXVDsBVRQEOkKIhZ6U3oJvRNIL1unvR8WFkJCU/Sc17PX78cHnp15ZnZmMs+9d/nfFPs0wq0yEwc0xCqUvZ3nG4kXw6aH8UX3aUzaNBG36mZInSGkh1UrV3bEMEwk/9nrcH64UPBauCauG63j2iELMqJmQb9Kfy8h/v8RMrxChPjTKf2C1SQ/kzdPPvt/U2PC6gl8eu1U5PN1f/4kBEVHlQLK2JJhQVSVSy50smChckQa7ZPb07lyZ4p8RdhkGzG2WEz16i0iAiIV7RXJ9pxVh3fIDvK9+azJWgPApuxN3PfjSD7q8gmSfmX5cJqsoPXuTETrhqi7d2OpXYscp0wFyQDjysM9pqKRfkqgcPggTH8g+ccx6FYsdw9n3JL97DxRTNfa8QxuWRlJ08q9zi7BivWW20jp2xcQ8NuceLTLv6Ye0YqtWzdSOrRFQERTbBSf810Mw0T02kmRqiHI4HB7yH78MVwrAj8UxLAwUr/6CndUHJrfpHvq9SQ6E5i3fx41omtwY42buPv74aWOqZv6BTsXeLJOcGzhPI59Ox9/bg7WinGkDx1O0vW9sFUsXf1pWHzM2Dedj7d/jGZoh1RHcAAAIABJREFUdEq5hnHNn0DwXLjasNT+ukH1aDuLH2iHR9WxKxIW08S4AiPrfATZRJW9lHhKGNvsUWyiDZsehnoZWm8XQlONYO6mEfJx/U8TMrxChLhKKKaV1pXasOr4yuDYXXWHBxLQz9nOp/uCOV1nOOU+xV/VgMGw+Jh3aDbvbXkPv+7nusrX8XDTsZdc6ERN4aGmDzJ/33xu//Z2DNMgXAnno+s+IkKMvWpJ9lbdwTOtn2X0T//Ab/iRBZnxrcbzZeaXpbY7XHwYv+nDKTrQZR+aoCJfRiK+T3IxaMW9uPwuEsMSOfrrJExM5vaeh6xeecjUVuKj6IU3gkYXgHvqNCoOGsL8LScwzUDOUW6Jj4c6V4MLGAQ+HXzy6eNfgdEFgN3HF3u/ZvGhxaRHpnN/owcI06PLeAMDCfECxskTQaMLwCgpIeeN14l+4mk8goLdJ9HB3oB2deqjOcJxl9N85656d+EgDP/pp9vUdY7/8jOZ078iZ20gpTe2RWuSHxxLTPNWiHLZ5UYUBU74TgTD1wA/HfmR9kntaVepPX7DhyzKKLoNU72wUWzqBgqgCMAF8rbO54yumWGagY4Dp3XNJEkgx8zi9nm34dECcf9OyZ14vNl4RC7PGAwR4mKEDK8QIa4SkmrjmVbPsCZrDRuzN9KtcjfSwtI5p380ADbRTuWIyqWqGq9Luw7JuHBOkCgKaLKPfL8XyWLB8J9N7hUEAel06fylvFaiKHDKf4qJGycGxxYdWkT9ig3omdS3VLuc8zEMExGRd7a8E6yQK1aLeWr1U7zZbtIVe54uhK5BDWdtFvb9lhxvDjG2GEQEXv/19VLbRVgisEpWbL5iPPm5iILJfvUkKZVqYdeiLmwICiZZrqzA+ecXB4dVQ/1dL0TJENCyssqM+4tdyKKAetr4mbPpOA90rn7VX7qiYvLRjk/4bOdUAPYW7GVT9ia+6DYNSS/rQRVF0HJzy4xrWScRDY1w0SBv0iQK58xGiogg7rHHsLdqwgvtXmDZ0WWccJ2gS2oXivxFeHHjzy7k2LfzOb5wHt5TJ7HExFLl9iEk9eiNPeHiIteSJLLxxMZSY+FKOHUr1uGBZaPZlrMNq2Tl/kYPcF1yd4TLzJu7JIrGId9BJq6biFf3cmftO2lQoTGC34Iq+Xhl3ctBowvgp6M/cV/DUcQIiVdUOBEiRHmEDK8QIa4SpgmCx0a7mM50jOuCphnovrKLvwUbb3Z6k8mbJrM7fzctE1syuM5gZEOhvHRfSRIoFHN4Ye3z7C/cT6eUTgyvezei14au+CjQctmevYP6sfUJl6IumtQtSSIbs34rM77y+Aq6JffgUq8El+oqI0twqOgQpnCVS+A1CUlzEE8qeEGSBV5s+29G/XQfLtWFTbLxQpsXiHKbHB8xCu/2HQAkXNeV3FE24uJrXNAQFA2ZZgnNWJ+1PjiWGp6KRfh9i7pmcRDeqycFn30eHJPj4jhhWINGF0BipO2CLckkSUSWxcAzcwWeQ0kS8UlFNI1vgm5qzN47G4/m4ZT7FEX+IqLLCV3ruomzVk0EhwPTfTaJ3npjL/QwK+6vZlE4M9CQW8/N5cSDD1J50UJGrB5B4/jGxNhieHndS0TuysN+rAG5K9ZgGjoxzVrQaOxYHA2al+vdKg9dN2gS36TUWO9qvZm2c1qwCtCn+3hpw79pn9weB3/c8BIEKKGIoYuHBj3P/1z2Tz7q+hHVbHXQ0Mhxl20jXODNJ9ZW6W/dVi7EX8OV1e2GCBHikmiajs+nXXAB9Qlu7llyDynhKQyuMxjN0LhnyT14BVe52/sVF3d+P5TVJ1Zz0n2SLzO/ZNKmiWD1M/vgLG5acBNPrh5Pv/l9+en4D4jKhRcGXTdoULFhmfGWia2QzUu3vAlTwom2lq5AuyblGmTzzw3B6JpJFVt15vSay9ze85jfZwENIhtROOuboNEF4Fm8hKijhRc1BGXNxnOtn6dLahciLBG0TGzJO53fxaJdXMX9QngNkejhdxMzYgSW9HTCunYl5bPP2FxyNnYsiwLP9a2L/ZxwsqxIqKKIYfOx3bWRt3a+wZaSDZg2XzlHKYsoQw7HGbtiLBPWTMCv+3m789vY5YDB6VAunC+YZ9OJnPoOjg4dsNWpTdgTD7O3XgXwuClZurTM9r7NW6gWVY11u37i+Gdf0+O1w/SaXkLhlu1UvuVW2nzxNY1ffpPkzl0u2+iCgBe1oiWe0Y1GY5NsiIJIy8SWbM3ZWmbbA4UHEMU/Ho+XZYmlR5aWCffP2D0DJB2b6eSG6jeU+izCEkHliLSrVkAS4n+bkMcrxN8KWRaDWkpXUsH0V6IaKifdJ/lo20fBMVEQL5jj5dJc5HhK/wL//tD3jGg4kve3vFdq/I2Nr9MhuSPyBXr4GYZJnDWBEfVH8tG2D1ENlU4pneiR1gPNc+lFRVEdfHTtxzyzdgIHCg/QMbkjoxqORvDKf3q6sKEJSJqDcByggSjo+LaW1a8yM/dhadH6ggWKhmGi+ML4V6MnQNFOi6Ha0I3f/7wUyg72XNsfd5Mu7C/SyNlSzPD26fwwJoYj+W5qxIVjwQw+k4Ys8f2eHEr8bk5K85h+umPa9F3TuLnGzdxT+z4E/8UNYVV2M3TBEIr8RQB8vedrAPpVC3RDsJg2FEXCMMp2GxAkhZH7XqTXnV2IkSJYlL8S9ahGg+RW2OrXw/PbWa+oCRR5fdzyvULeMhPRgKIaFaj78H0ktOiKoPwxL5Tot3JD2s30rNIbl1+j2C3QIqElewvOip0KCFSLqorh++NPmWmaJJenaxaeEihMUE2uTemGJMjM2TubxLBKjG40OiD/8IePHiJEyPAK8TfCtPnYkLuJn4/+RJvENjSNa47g/e9LhrUIVtIj09lfuD841inlGkSj/D9Hu2xHFMRSIb7k8GQM00A1SguEBfJSLr44iX4r/asMoF+1fqfL960IXstlGU6GDjFSIi+1fhVD0LGYNvBK/5G8F02yEN6jByU/lm7FEt2xM5r/4q820zQRVIUoZyQFbvcfqjITBIEcj8btU0qHcFNjHPSqHU90RSfGOSqoiiLxy4F8xs7ayoyRtXnrl+ml9pu1ZxbD6t6FwoUNL0GAXF9O0OiySlZaJLbAp/sYVncYYboNW4GLkl++RamUhKNeXVyyI+ixUTQ7j7cYx6MrxpLlyqJebD1eavcymmoheshQPOvWU7JjB7miSH5kBJ4JE1AiIqh8c38q9etJREo6gmq5KmE3RZFwGxLDpmxm54liHBaJz+4eyJHiIyw/towIawSPNx+Hxbg6Fb+aZtCwYmNqVqjJrrxdQEDX7JYat6B5A99H8FrpltiTjonXIAsKoqaE5B9CXDVChleIvwcWjQ+3v8/0zMAiNm/fPHqm92JM/QevXkLuVcKiOZh8zTu8sfF1duTuoE2lNgyrOxzRay23PF/WrdzX4L6g7pddtjO+5ZNYTCstElqwNmttcNuuqV0vmqQfRJWR1bN//leypOi6gaTbkK5wv6uNpumENWtOzKhR5H/2GaLdTsUH/4kQE1dGsPZqIYoCuuzDELWgiKsoiqzdlV1m26W7sulWKw7h9IItyhI+M9Anbfr6w0DAgDr/Il5IouFcJFnAflqaoHlCc+5vfD8/H/kZAQG7bMey/wgHbr8DtIBCp61uXRLeepsS6bScgSZQxVqDqdd+jomBZMrIqh1dNziyYzfHk5M4vm8vhqZRoXIaVXv1I67DNUjWwA8ZQxfxC6CaJk5FRjGuLDftDIYssepIAfERdnaeCBQ6uP06wz/J5J/X3sfjN4xDMMGiOzEucU9FUcDmdyPpGqYk4rM6US/gopJ9dt7qOJks9wl8uo/K4ZVRVGcpYVRNNUPyDyH+FEKGV4i/BZroY+aemaXGvj2wkH80+AfKVUjIvZrouonViOCRho+hmj4s2MErXtB7IKgKfdJupHuV68nz5hLvSEBW7eAXeb7NC8zYPYMNp9bTOrENfav2Q/QqV3WZkCQRv+TGFHQU0wbqpT1ciiLhEYoxMbGbYReslpRlEYvXhSkIqFbHFYeH/VYnYYOHEt6/PxgmPqsT7+9sVh2oHPViiDqYYNWd6OfIOoiigM9SxDNrnmH9yfXUianDU62eJsqsSMOUyDLztahSAUUQ0ABdlpi95QRv/bSXW1ukkhARENv8ZVcxvavewDd7ZwT3653eG/kSxrNHKGHN8TUMqzeMzqmdufv7uylRS6gSWYXBFbqT/frrQaMLAu2HjJNZCEnpwedM10xkLeBFUouLOLp4Lkfnz8Z16CCyM4yk3v1I7tmXsPSqpY6tyyIzfztGi+oWsn1HsEoKdeKqYvWX75ESBAFTElENE7sY6GEKgXv/y8E8Hpq5hWnDSyvv57n8fLgsi07VUlEM45K6tqIoEOYt4vgDD+DduhUpJoaEF17AUqsefsrKUAR0zWwkSekIMhhes5TRFSLEn0nI8Arxt0Eor+XLf6kQvGma4JdRuLzcKNFvwYaF2tGJFBS4T+9jInhs3Jo+iP7pt2DBhua5HH/JhTlTXWcYJqqqI8pwUj/CM6sncLj4MF1TuzKi/khEr+2CxpepqGwr2cIbv72OV/dyR61BdKp0TZmelQ7Dh7p6Pac+/BDBaiV2zBiktGr4hEu/liRJwOkrofCrr3Hn5BA5YCBahYqlqgivBEEQUC0uxq9+gtUnVpMUlsSzrZ8jzVYNUxORFAGfVEy2J5uq0VXZcHIDv536jZE/juCTLp9SKSKc4e2q8PHKg+iGSbtqMdzYOAnNryGKAvvz3Dz/XSCsNXPDUT4Y1JSfd2fzwS/HmHjbrTRu1ZwN2StoW6ktjWKbIHgv9WNB4Os9X3NPvXtYfnQ5JWpAZ+ueyrdibNmB4Srb8sfweBAEgvfNNE0Kd2zn6LxvOPnTUgy/j8hadag9dhwJnbog2coq0gsC5Hs02tey8dCqYUFZjiqRVfigy0dwnoq9JAmUGAKvLc7kUK6bfo2SuK52PKKq4TFgyqpDaIbJ0Xw3rdJjWL3/rMzFw9dl4JBKy56JooAgCGW8a1bNx8lnJuDdGkjK13NzOT5qFFUWL8YvX1ibzTTNkDxEiL+ckOEV4m+BYti4vdbtfLL9k+DYjdVuRDH++3K8rja6CiLWcqUormgeWSIzx8W8zcdpkhpNxxoV0aUi7vxuaHBh/3rP10iixIha/8D0ly2KFgQoMgsYuXREMGT27NpnSOiUQP3wJkGPliSJGPv2ceKf/wzue2TIENIWLMAfEXvJxdDpd3Gof3/0nEDRQcFXM0idPh0ptdrvC3kpfl769d+sPrEagGMlxxj54wjm9ZmPKCiszVvHv9e/SLG/mF5Ve/FGpze4b+l9HC0+is/04dAc3NM2jbvbp2KYgC4iqTqKIuKgGKvmpnZiBDtOFJHr8vPctzuZPrwluSU+Im0KiZFJXJPYHk0z0LyXPn+7EcaoBqOYt38eKeEpwfE0ZwqFcz8hqv9NZJ3TOFuuWBElLQ2vYaK5XJz4YRFH582mZN9eJLuDSt2uJ7lXP8Kr17jocUVRwKvq/HRqHlmuLGrH1KZphQYc9Wax+sQqelbpWWp7nyBy43uryC4OVGpuPFJAsVdlYKMkDNMk2hEwMCcs2MHEAY3o3bASxws8dK+TQIxdRlMNFEXCFHVU0cuB4kPkeHJpULEBiuYINmeXdBXPr6Vz7Ey/H72gAGKvXh/RECGuBiHDK8TfAtMvcXuNQbRMaMmK4ytontCCWtG1wXtpiYQQICkSc7Zk8dy3OwGYseEo12RUZExPZ9DoOsPSw0u5s9ZdKJRd0GRZYtmRXzAxSY9Mp4KtAttztzN73zfUbdyAMwo2CgaFX5ZWoscwKFmyBOWW24Mq4hDwmiAZCAgBI1MU8f62OWh0AWCa5L37LtETnsMjXPk91wU/a0+sLTXm0TwU+gqxSBYeWf5wcHzWnlkkOhNpl9yO9VnrsYgWTFkjRz3Gpzs+wS7bGVp7KLEWJ/Y93yGunUxDazifXzee17ZW5PNfs/n1UD5bjxZwXY2KqKqO6VPxXsH5appB3ciGpDRIAQG+yvwKj+ZhU+EO2loUTK+PSq+8TNF3i1Di46kw7E6OHTjM4dnfkLV0CbrXQ3j1GtR68FESOndFdlyecaLrJikVbOQezuLNJs9R7YiG+NUyjJrVcGbULbWtIMCpEl/Q6DrD9PVH6NugEjZMHumWwar9ORS4VQZ9vI6bmybzr2410b0qGCaG3cv8Q4upHVOLN357g03Zm4BAnuMX3adRQQz0s9RlBXuDBqXU+AVFQYqKuoKrGiLEX0PI8Arxt0HwWanpaEDdmo0CQpSX4TkIEcBrmLzzy75SY7/syeFpa9my+7SINKQLvDoMw6RGdA2mtXqHyIM5GMezsLQezS5OIiIFk5QNQUCpXLnM/kpq5VK5bqbi55DvMJ9v+ZwYewyDag0mzIwCqZz2MZKE+Tv7LommTM0KNVmXtS44JgsyMbYYlh9bVmb7NSfW0LpSa/qk98GiO8gxTjDg21uClacL9y9kXs8ZOL97CLSASVVhRh/GDl/LrC15NK8STaeaUbgpRFM0LIIVWbVfkU6UoCpEC4nIdoNZvWbxVeZXFCoq8eOf4OS4J9BzcnF07Uq+IvHrP0ZTmLkL0WYj4ZquJPfuR0RGLYTfcb0EHYbXuhPpm+8oee2twOBi0L7/mYgPPoDTOZWmCWHWss9JxTArogCGbhJrlVg6pgPrD+WREGEjrYID3atimia6xcsTKx9jX+E+Hm/5eNDogoBRPGnTRJ5o/BQYCj7JStyTT3L8vvvw7d6NGBFBwvPP45Uv3MA7RIj/FCHDK8TfCl3/fdVV/+tIosg9HSshSyY/7ihh5d5cdMNENO3c1+A+Jm+ejIlJlDWKx5s/jqLbKK8jnq4bNLZWJevhMbg2BhZKjyzT4vOpuCUfusXAojvwawZRAwZQNH8+2vHjANjq1MbWuBHF54Qj97r3MWzJsOD8C/cvZFavb4iuWxc5MRHtxInTX0AiZuRIPKICv6PsX9ZsjG8xnnuX3svRkqPYJBvjWowDTaJ6dNnwW52YOvRO74ekKYiCyNSdn5WS+/DqXpYcXMygyq1h32m5C0Mj7OgvrBzbDy8+irRs5u+bz5TtU6gZU5PX27+B7HNcUc6RaZqobgG7EMXwGiMB8Bgm8vBhnJg3n8NTPkVzuwmrUpWa9z9EQtduKGGlhWIF2UCTvbg1Fw7ZiazZMLULa2sbqk687uDoZ1+VGvft3IlRUgzOmOCYU5HoWS+BBVsDuWAWSeSJnrWwCaAR6LFoATqkRWMYJsY5fRY1wc+arDVUiahCoa+wzHnkefPQ0ZFQMAwTtzOahPfeR9RUkGV8Fjt+I6QRHuK/j5DhFSLE/ziCbFJgHGGT720KfQX0anULPRpksGhLIZJu5Ya0/vRK702JWkykJQpFc5Sq9is1lwDGyRy8G896J9A0sl95jb1jb+TjwzN4vMU44uVkXFI4KdOmox09imC1IFaMwyU7goaTJvn4ePvHpeYv8hex8dRGWse0J3X6dEqWLEHPySGibx98zqhLeowEAXTFjy4GGlq79dNNow2TcCGGT7p+iiEYIICqq2iinzh7AjfXGMjM3V9iYlKrQi26JN2M220jTDDBrnNrzYG0SWrNrN2zgl6zMCUs6O06Q0G1Try5+Q3m7puHKIjcnHEzT7V+inErx/He1ncZVeeBcnPnLoUoClCYT9aSxexfuJD8zF2IFgvxHTuT3LsfkXXqlevdEmXY7d7B/T/fj0fzYJftTOw4kRqOOuiniyIlWcIbuEzYAF3TMQ0BwVK2AEA4zxMpaTrjrq/F3e2rcjTfTf3kSKxQpnq1vGpWEQEBgYNFB6kaWZUwJaxU2PvWmrdiw4l6WtZU143A83NmVQv9/grxX0rI8AoR4n8cv1zCbXNvxXe6m/fWnK281O5V3hzQBq9RjA5YDDsVjHDwXnw9k2UJ3VVSZtxwuUiyJ7A1ZytDFw9hXp/5SB4HxZIdsUoNTPN0pec5hpOIiEMuK1HgVJzoukmR5EDpdQOyIFCiaoFemULgHEzRwDQNTE0sZYwZNh8vb3iRxYcWIwoifav25b76oxC8NnTdRBKsbCvcwLhV43CpLpLDk3ml7VsMyribgTUGUeTzcSxX56dtHgY2FTAtXt7Z/j5z986lgr0CoxuNJjU8leXHltMutRMsfv70hbFSPGgOy3O38c3e2QDops4XO7/glQ6vkBqeyqbsTfhML0o5/RUvhufIQY7PnsmheXPRNQ2raZKWkECDd99DcjrRZCteUSjXk+aX3Dy64tFgQ2iP5uHRFY8yvftXyJoDXRJZtPMUbyzdg2aY3Ns+nRsaVsIvO4kdM4YTDz109r50aA8OZ5kHRNJ0Ktllkp2RV+SNlk0rfar2Yc6+OUzaOInJXSYzbec0cjw53FLjFhrHNkP1/X4teUkGn+QGwUQ0ZGTNFmoJFOIvIWR4hQjxH0JWBLy4g8rY/4mXviyLrDn5W9DoOsOsPTMItzi4/6f70U2d3lV7M6rBaATPxatETdPElpKKHFcR7dRZUdHogQM4ZA14Qzyah6MlR0i318RAxYcfq2kHrbRxIGgyIxqM5Jejv+A3Ah6qtIg0MqIygvl75ybhGxY/hVouG7M2khaZhlfzUsEaQ7ylEhbTikPysihrJYsPLQ5sbxosOriIHuk9qGatEzh31UOGP5ppLd5mxrEFfHHga176dQKdoh+hXkIiDks49RIlmiUJWEWTWfvnMn1XQLTXXezm0eWPMrv3LEam9aLid4/DDe+Bt5CC+Dr8krOZlSdWlblmm7M3Uy2qGklhSVixX5ajxvD7ObnsJ47On0PB5o0IkkSkqhFrmoQBwvETuBcvwrtjJ4LDTuzYRykWyuY76WjkefNKjeV6c9HRsIgCh4t8PDFve/Czfy/OpFZiBPXjnFiat6TynDmULP0RW62aWOrURYiIhIKyUhamaaJfodSH4Lcwqv5oelTpwabsTdhEO480GYuugQ3HHzK6kHV2uLYzftUTZHuyaZ7QnOfaPI/sdYaaYIf40wkZXiFC/AcwbT7mHfqWhQcWkBKewv2N7ifCjEET1IAemSb9JYaYYZjEOeLKjMc54lhxfEXQ4Jm9dzaN45rQsWLXUsZOefP5T2SRPGkShXPmomadIPy6bgiiSLRuxak4aZvUllh7LH6phDc2vsG2nG20SmzFXXWHI3kdwYXPMEwibFHM7TsXt+ZBQCDKEoXotZVREhcVkx+Of8/z654Pjt1R+w4sooUuqZ2pnZ8FxzewWgq02BEFkTFNxlA3pi7ZnmxSw4uJLjI4NmIkvsxMBKuV2x76B9HV7+SD/V8wrIaN95bt5/letTE1HXQTn+jhh8NLSp1Hs/imOIpVovOyMRERPrsB+n9KsVrCD4eXcmfdOxmQMQDd1Fl8cDEzMmdQL7YePs3H4NpDMTwXT3Z3HT3MsflzOf7dAtSiQuyVkql+32iiCgrRpn5Salvf3n0oSZXI//wLnG3boXS6tsy9k1CoHlWdPQV7gmM1omsgoyDLEou3nyxzDnM3H6dh9ww8ugUhNgnr7YPRdBOfbnC1awhFn40a9rrUqlIfTTMwPCYSBMOLvxdN9jL6p38EW26ty1rHa7++ysMN/wWXaDcVIsQfJfSEhQjxFyMpMGP/LN7eFKgI25m3kyqRVWiX1I6Pt3+MQ3YwvO5wIsTYoE7Rn4VhmKSFV6FhxYbBqrEISwRD6g5h+PfDS227/Ngy2sddc8n55IoVOdTvBsKvvRZr1WrkfzYVqVYG9jYNmN3ifczZi2DVdMIH3oLh83Go6BCHig5x0n2ScU2eDLZ4Mqxe3tz0OvP3zwegZoWavNXp7XKT5/2Sh4kbJ9Isvik3x3cH4JtTSxjRaCSfbp/Cc14F65E1dG57Lwv2L2BY3WHkeHIYungoAP/IuIvrZx7Gl5kJgOnzUfL8q/ScP43N7n3sOO7BYZUDAqSnj6kIVjKiM9ieG/AIjag+hD7F1XHd+zDFHg8xg+8gcviTSMV7KMFgaN2hfLD1A5YfW45NsjGs3jDe7fIutSNq0CaqObpqRyvHoDBUleyVyzg6bzZ5v21AECUqtm1Pcu9+VGjcFMOiYBzYR+F5hldY+3bkTz/tjVu5kvBOXcvMbdWcvNHxTcavfoLN2ZtpWLEhE1o/g0VzYghGuYr8TVKjgvfANE38/j+3dbSum+j61TuGIEC2J7tMn9N1WetQ8aGElsUQfzKhJyxEiL8Yr+Bmzuk8H4CksCQaxjXkju/uCIqOLjm0hDm952LVIv7085F8dl5p9xpZ7hMU+gupEV2DPG9umRBU68TWiKaEfglvg9ehEPbw/RS/9AaGy4W9aVOEuwYQ7hU4fPPQoKp60fQvGTPzE1blrKfQV8jPR37mX80eR8aCKAocch0OGl0Au/J2MXP3TG6rOhjNf77xZXJv1UF0yUvA9/RUAJ68ZxCiGUG44kQoKYRjv9FEcHJHjZvpkNKBQd8NCu5d3Z6Kd8vC86Y0EU5kM7LuWEZM2cMnQ5rBuTlKmsjw+nfz66lfyffm0zeyHYV3Dg5+fPKFf6NUjCT86ETi+03m08PfsfzY8sA10r2sOrqSwTHXU/DaZLSTJ4m64w6UqtXxCAHD03PiOEcXzOX4t/Px5+dhi0+g6rB7SLq+F9aY2OBxLKaJmpBAxLPP4578FqbPR/SAWxBkBe+2gFEY1vkayov06bqB04zmpVavgmRg6gKyakM3At+zcWoUnWvGsXTXKSDQBqlrrXhUVSs1jyAAik6+Pw/BIiOoyiVDdoIAhqJiiCqmCVbDiX6B1lJXE9OEWHsskiChm2ef5Xqx9ZAv0pg8RIirRcjwCvE/gWgxUEUvJmDR7Rjqf66XkIhIrD2WYyXHAGiX1I75++aXao7s0338eHgpvZNvumho72pgmmf71iU7QMfSHsQ/AAAgAElEQVSLaqgMyBjA17u/Rjd1rqt8He2SOqB6Ln0uuuRgR6MYUr98C4dgYUfJXjadXMidmyuUamVj+v3oM+bToWN75u2fT4w9JuhOkiSRzPxdZebenrcNrarK+a8ui2mjh6Ux2WOGBMd8Yx4j8asvGF57MJYPOgMQPXMoo1qO4JQlvJT8w8aSTKq2aIp65MjZSSWJqPTabDoJ0+5qgV0A4xzDSxQltpzazINNHiQ5PBl51s9lzrfw2x9xDhyAeOzXUjpUsiDzcr3HOXLTLQF1daDkxx9JfOstcl1eDs35htz1a0EQqNiqDUm9+hHbrEWZqkEIGE+yzY7c9Tqi2rbA6yvB3LaLE+OeAkXBeWNflKaNcZVTOSgIYFc9kJOPUVKCnJSE23K2c7es6TzXuzZP9qodMI4kAUkrLSQiigKq1cVbmyaxLmsdDWIbMKbJP7H6wy8aLjdsXl7+9SWWHFpClDWKx5o/RsPopgjqn2/8yJqVCa0n8OzaZ/FoHtIj0xnb7FEk1RpqiB3iTydkeIW4KoiiEGgyfIVNjv8KTJuPKZlTmbZrGoqocE/9e+me0gNFt+OXXehoiEhlmiKfy5n+hVeadyUIoCiBEJXfH6i8s+gOxjZ7lCGLBuM3/Hh1L+GW8DL7Rlqj/tJEX9M0QdGZvOUt5u6by5A6Q/jouo9QRIU4exyi11ruknRGpiCYm6UKNEhsxoKD81l08DvSItJ4uNkjCNvmlj2mJGKYBpIgMb7FeGy6Ew0TTdNpmdiyzPbXVr4O2bCgnZeCbhGslCxYUmZ7z9yFxD18PzjjwJ0Huh/H3qWEtRpJWkQaB4sOAjDz0FzuuHcKnMzBtWJFoMnyhKcoturExGYR5nAgaVbOzec2DIM4RzxDvx9C1aiqTEwdUub4lowMqH8jYZ5sukh+GkbWxqk46VT1OoQNe4JGlx/IFQS2P/QgflXFGluR9EF3ktSjN7a4+HKuemkM3QRdJ9um0vf7mxlSbSA9Z76LgMCS3LX0sIF0jrKFJAkYBjg1D9lPjsP1S0AkVqpQgdQvv6TEER3sYyjpBvYzO2qUeQY02cvjKx8LymiccJ3gYPFBJnV4G8lnpzwkBT7fPZ1FBxcBgYT+h5Y9xMK+C7Fd9UyxsgiaQuvY9sztPQ/VULEIViyaM+jpCxHizyRkeIX4wxhWL8c8x9hfeIAm8U2wG2EI2n+Hy16WRdbl/Bbs4ejTfbz66yu0SGiOQ3Hyz5/HsDt/N/GOeF5u/wopSjqmfo43TNbwiCWsz1pHSngqlcPSkPwXbhB9LqJs4pGKmbZnFpqpcVP1/jiMSHTNIFFOYX7fBWTmZZIUloTDYufb/d9SrBYDgfBjy8SWaJ7SC4EggGbxAAZWHOj+S3vuZFlEkkQ0Tb9kZZkm+liwfwGaofHh1g/5cOuHAMzvswCnWVrmQBQFnKob7XjAcydXSsKlODAME8FrpV9Kf7qnXI+CBdwK4d2vJ/e99zGKAgnugt1O7O2D6CudZFTD0Si6HU07kzsE4UIU/273Eq/9+iolagkDMgbSNqFtub0Mdd3EUjW9zLhZJZkSA5y3zUVyZWEiYDjjkdRw3u/yPkVqEZqhUewvRoiMIebZ54nTNUzRZLfvCJFFedQyIih6632sMbFEXN8DlyUMXQ8Y4SnOVK5Pu55vD35Lbs0ootq0wrsy0O/Rkp5O5M03w55FiAfX0r/2CHJmfYRADvZ7fKg2K4VAriJTeHrBj01OpsqddxPRqh2ifOWvZ5toJzk8mY/2fM5Hez4H4OYaN2MV7HhFEVk20SUXO/IyibXHUvmEN2h0Aeh5eeS+M5mIBx/Fy+XpiemiRq43l0rOShx3BcRwd+XtQjX9SJRvePnwBMOuZzAxyczPpHFEq79EBNlUJWTVGVwE9ZDwV4i/iJDhFeIPYVh8vL7pVRYeCOTHiILIpE6TqBfW5C89D0EIeNzOf2ELolmm8gygRCvh2bXPsjt/NwCpEakcLDpAfEIcDjESVTWQZZF93v3ctWRYMBekbaW2PNViAqLv0q1IvFIJN86/AbcWCK9N2zWNb3p9g0OIxtREFC2MBuFNMQwTUYVven3D2qy12GQ7jSo2BEQ0mwvBkFA0O4aosbdwD19lfsXK4yvpntad22recUGJB0EA2eLHLCrEp/kQLFaE8CjM0/0rRVFAUzyo+JEECVm3BPNfzoRBIXBPLZIFSuciE6a6OTp0MP4DBwGwVEkj+ZMpFEmBxVZTTWQcpz0kJm5rGGlz5lC0YD6mXyWiTx+89nCqCTEYvrIGoaBaaBXdjs+ua4wAKKYNw1u+MaCqOuFdrsE6/Ut8ewIVetbq1fG2bQi6C1UNQ7JXA0BXTUybh3+v/zdLjywF4Lq063ik8Vjcog1BsuI0Soj98ieiOnTg8F13gKZRDBR8OoXUGTMpkhwgifj8Dm6q8g/urj8KWQT7089gK3Sh+1WyBCuGaaeqtxC1xh0cvOkW0DRUIHfRIgriKuKRRKzh4VROrEQF1U9Mx45EtmlFsSRfkYL9GSyak/e7fMA7W94hM28XrRM60aFST/LcAp+s2s/NrRzcu/QOitViMqIzeEO/qey1PHwEQVNBunSDeVEOPGeDag/CITsIs4Tx5KonKfYXI4sXXl4UrNSPrc+uvNLh5CqR6aXCuSFC/B0JGV4h/hCq4A0aXRDQRnp5w8u8f82HhPHX9EkzrF5y/TkcLTxK3dg6KJoDtNO5MKZIk/imwZDGGeId8WzJ2QLAPfXvISU8hak7pjJ1x1Turnc3TWKa40Pn1d9eKZWAu+L4Coq1IiIv8d0sFok5BxYGjS4IeNu+zPySezJGBSvBznigdB0k3Un72C4IEhxy72Ps8kc4VnKMerH1eK3DawiCwK+HfyXOEcfLHV5myvYpLDwwn74p/dFOJyWLooAqCBiCgB03/nXrKRg3Ab2gAFud2kS//hJmZByaHzSrm4eWPcim7E3Iosw99e7h5uq38GjzR3ngpweC33tw7cEoZulFWFEkShZ9HzS6APwHDlLy/WKU3jeWm5emGVCkhGG55XZAoNh/Om51EQtD00xkLeBpO385FkUBvyAQaPxnUmgRKX7lIWJKAl7AnDCDJzc/xXtd3kdXZPbnuYgK04kJU1hzYnXQ6AJYfHAxXVOvpXlUGxTdT97rE5GjogJVgdrZRHLtVDaeX39FadORLI9Gr7dWoJ6+h6kV7LzcvwG3T9uMKAj4NIPbW3iY0KU/+RPfp0jTyBEFAs1vTKItCrXHPYYybyG+jRsByN29B9++/UQ/+XQwyf5cLJbAK1s9LRh7PrpuIAgRJKoDqRKrsWmvj7fnbKVKrJMXb6rJlJ2vBL2q+wr3IbSuhaAomOpZqzrihhtQrfbADbsIgiDglvIZMH8ARf6AFzMjOoPn2jxHlisLRbdfOFtKExledzhbc7ayM28nsigzov4IwsRITO1CO4UI8ffgkoZXRkaGE4gm8Hv3bmBqZmbmocvYbyNwpsHWgczMzKHnfDYcuIdAu65nMzMzF/yOcw/xFyHLAl7JhSCAZFgQ1LO/xn26v8z2hb5C+Ity1w2Lj4mb32De/nmBcxVlPujyIVVtNdE0A1XVuSa5Mz8f+ZmVx1cgINAzvSeKaKFNpTbsK9hHo7hG3PvDvcE5H1n+CFO7fUYlezLF/uIyx3RrbqLEi9oLAAhCWe/MpZoSa5qBLrsZuXREcDHbmrOVHG8Ojyx7hCPFgeTvD7d+yHtd3+PjbR/TLaUHMnYEQcAvijwyayvL9+aw4/5GnBwzNrioerfvoPD5l4l+7mlMi4OpOz8LJnxrhsbkzZPpVa0Xy48sZ0r3KezJ30NKeAqFvkIM0ywVeBJFAc+hg2XO33/oEE4x8B0tljO5bXqpXLVz5QdkWUTxezAFEVW2nFafL+u5PB9RFHAh8NDMLaw7kEfdpAjeub0uqz07+Gz3Z0CgvdAjTcdimjKvfJ/J7W0q8NrmF6hojyn3Pmw4uYFWMe2QPD5Klv5I1E03lnuTTdPAlHUm/bgnaHQBHM7zcCDHRZVYJ7tPBtT7azp0tn72NfsXLMQjicimSZwJMYZBTO8e2Fo0JPfpZ0vNX/Ljj1R8fBwoZw0vURJwI/D5usM4rTJ9GyZgEQRUb/kG7kuL9pca232yhDAb5Hqzz9lO4+2DnzP280/Jf+k19Px8ogYOxNaufbmJ+Ocj2P18sOmD4HMKkJmfiU/30S6+I4av9POvWERMTEw98IND8YcxscNbqKYPSVRQdGtIQyvE/wSXE8T/AmgCvEzA+Hr/UjtkZGTYADIzMzue/neu0ZUAjAbaANcBL2RkZFzapx3iP4Ipq/xWuJbbFg2k++xuvLb5JQzbWZVzpxRG5YjKpfbpX6M/FqP83I6rjQ9P0OiCwGLy7w0v4hVdwTHRa+Xp5hP4rt8ivuu3iAcajsEwdAbXGczkLpMp8BWUmXfu3jk4JScDMwaWGo93xBNvjy+zHsuKiGZxo1u8yLKI369zfZXugX59p7HLdm6pMeCSVYoe3VNqMasWVY3d+buDRheA3/Dz5a4v6Z7WHeW0Z8SQRF5YtIvle3OwKSJGXl4pTwaAd+MmZFXHj5eN2RtLfWaTbWS7s5mxZwZDFw1lyvYpPPDTA0xYMwH9vDijqupE3nBjmXOPvOEGdN0gQi3BN+VDXG+8jDM/Cyul3RiiKODAj7xjM7mPPET+E49hO3GIYu0YvxWtQbe5uEikCr8gMPrLTaw7EJC82HasiFvf30if9P581PVjxjT5JzN6ziTKFsm/Vj7IHR0sfLnvHVYdX8GO3B00T2heZs7OKZ0DIp2iiCUtjeLvlxB1ywA4p5JQiomhuE4K0/d+xvUNyyaBm4aJIgpUydnHiJ0zkR4ZzPa338aZVoUqdgd1DJMk08QZE0OFfv0QFUuZnodieHiZHy4eRK5/cwWC5KN6Sj6vbXqWqXs+QrO7kKSzr3FZFnFa5YDW1jnEhllweSx0S72h1PgPWb/gq5ZC7Kuvk/Dhx8g9++ISLv06liywLW8rOZ6cMp/luHMQ9bM5npIkotvcfLH/U17c/Az7/ZmYFj+GYSL57Nj8USheJ6ghoyvE/waX86RHA/OA0ZmZmYMyMjK6XcY+DQBHRkbG96eP8VhmZuaa0581B1ZmZmb6AF9GRsZeoD6w/spPP8SfiawIuCUPpmDSLKEZ3x34jgUHFpAUlsyt6YPQVbBoDj7o8iFTd0whsyCT7mnd6VipE4b36ri8zvTeMwyzXC/IuaG8M+R6cjHPCUyZJoh+G1ZsCLLBsuylPLX6KUxMREHkhbYv0Dm1M0sPnw09VY2qhq6ZdE3pRpQ1mrn75pAWkcaQOkNRVGepRFzT4mdlzho+2f4xiqhwf6MHqOqsgU0NZ1avb5i3fx6aodKnal8cenh5+p+lsEt27LI92D/PIlpQdbXMdh7dQ9OEZuCVARPVNFm5NxcAr2qgRFdAjosjomcPLMkpeLZtxSguRlAsIOm0SGjB5uzNZ+fTPMQ74rFKVny6L1jx17Vy10D+nMWLRXeg60bgfsTGk/z+++S8/TaYJrGj7kOvGI/DW8yhG29Ez88HoOCrGVSeOQM1PhXTBN3qIdubTdJhF8eHDQse37VqFRXnTGdn4Q7m75/HA40fwGF3ohkasqkgqfazlZMIbDpS2mA+ku/B57OSaEnGER/OHYsGBrXIstyHWZcVeAXtKdiDgMCQOkP4KvMrAO6scyfp4VXRfQY+i5P4p5/myODBFC9aROqnn1C8aBFmdBRGj448uO05tudt55ve1xITZiG3JOD1TZT8pG9cwl2LvsFz+BByWDiV+t1EUs8+RFZJx6m6cK9ZDQg4WrbE5wjHrmvE3n8/2S+/HPwecY+OxWdxBGOrFovEjN+OUTUujGopuYxeNjq47dx9c5jWfTqS145h9bIhdzO/ntzAg306cSK7Og9/tQebIvFMn7q8+cMeujfI4PFmzzD/wEyibdHc3+gBJL8VjySABFygqvd8vLj4MvNLelXtVSpJ3ipZaZnYCs139u9DVVxM2jSRLpW70DyxOeuz1lFcoZhGEc3/dKmUECH+G7kcw8sCPAj8lpGRURsIu8T2AG7gFeBDoDrwXUZGRkZmZqYGRHA2BAlQDJSVRw7xH8Ww+Fl2aiVvbZ6EZmgMrDmQ8a3G8/Tqp1l27BduTO+PjD0QMjCcDK85EtX0Y8WGWk7V2e9C0XAJxfx85GeSwpKoF1MfyWcvFbaKskQR74jnpPtsa5Mbqt+ADWe5Mp+q7OHF9S8GNbMM0+CFdS/wesfXg4ZX1aiqXFv5WvweHQELbWI60iymBRIKpk9AP0f/SZJEdrv28q8VjwbH7vnhbmb3nkOkURHFG8bAtIBQp+rXLml0AciajVfav8qjy8dSrBZT5CuiXXI7IjZGlPKE3Vn3Thx6BH5TR5ZFREmkblIkv+zOJsIm43H7SJ3yKTlvvYVr+QqcbdtQcdQofLqfPnP78XbntzlYdJAfDv9AmBLGQ00eQjYUJnWaxLhV4zjlPkXT+KaMaDCCu38YTqQ1kidajidWSkDXwSsoyPUaE/fmJDDBbwvkYgmH9hNzzz349++jcMFCTLebvA8+IHLcU7itfh5cPob6kbUYOKu0QCuqivrjcoSmAvUr1selufj2wLe8u+VdmsU348W2/0bwBHLrBExSKtg5kucJ7h5hk7HIIqIosnDf/FICsIeLD1OrQq2gkTBu5Tj61+jP3D5zEUwRxbAFQ2O6buCLS6LyvHkY+QWI0REcueMaPt8/gxUrPg22Udqes41ZI9vw8cc/krTpJyK2r2Wf309knXqk/2s88R2vQbIGzlc3Ak29LZ2uxTRNilSDgDaFgL1nH9I6dsS3eze2WrVQHWF4jbI/XLrVj+Drfa+WGjvlPsXegr1Uj6jBy7+9FMxl/GLXF/yj4T9Y9sgAJEFGEgSiHQqyKFIlJpWOSW0QkZA0S0CK4gqRkHGrbk66TvJc2+eYvWc24ZZw7mt4H1Y9LJjbJYoCef4Cmic2Z8KaCeR78+mc2pm2SW3xUIJ8garHECH+zlyO4fUg0Bd4DrgNGHkZ++wG9mZmZprA7oyMjFwgETgCFAHnihaFA2VjPecgSQJRUY6LbXJVkCTxLznO/wd2Fx5m3KrHg/+ftHESL7Z7kRpRNbih2g2ICggWP1GWqHPCbqWv3R+9ntvztzJk0ZBgknfdmLpMuuYtopRzwygOpnafytub3mZ/4X6ur3I9Par0IFx2nH86AJzyFgc9SWco8BWQFJbE171mYZoGsfZYIpVoOCfi4qT88Itmasza+nWpMZNAJeWwOnedF5IsmyxdHoIAzZzNmNNnDj7dj022ESFHMLPXTKZun0qeN49BtQeRGl4Zq6jgk0tYmbUORVR48eZGPPa1wKq9OVgsCkfvHo7/4EEAfHv2oOXlwaghuDU3o38czeA6g7m11q1EWiNJdiQjCQqNbU348vov0dHZk7+HET+MCBq2d34/lG96zyZaqXD2hMNsZ79dYT55P/6Ee+1abPXqkfrxRxwbPRpBkrHZLOws2s3m7M2kOpMhPqbMd1crhLPq+EK25mylR5Ue9K3WF4D1J9czY89X3FXnbiRBAkwmDWzM4I/XUehRcVokJg5sRLRDQZFEksISS807I3MGkztP5pT7FLqpk+fNo2aFmoQr4VjF04t/mefFgRwby9qTa9iQt4Efj/wY/MTmhYgfd7Nh3rvUPHgEzWon7vreNLhtAJHVa5T5Xl5Vp9ivcbLEjyyKVAy3EmGVg8ehQhRyaiBkL0GZ0o1+jZJZsHUfilhWpsUqW9FEtUwByUfbPqJf9X5EKU4AmqSe+/xV4I/h4LEWjzPouzuoFlWNDikdSItII9GZiF10ltrS5bExftX4oGDt94e+J94Rz/B6dxPmDL1vL0ZoTbr6/Ddc08sxvAYCH2VmZhYAb1/mvHcC9YCRGRkZlQh4uU6c/mwd8NzpPDArUAvYdrHJdN2koJyO91ebqCjHX3Kc/3YsFpklh34oM77i2ArGtRzHnoI93PX9MOyynTGN/0k1Z0a5+Rl/5HrqFi+v//p6qYrCbbnbyCrJAtFayutlESIYU+8RVNOHDSdaiUEB5R9XssjUjqnNjtwdwbGWiS0RdYUYI7BYmy5K7S8IArIsBkNs5yJbRKpElNWPSotIo7jYe0lBWVkRMQQN0ZADfe8sLlYeX4mAQOtKrXFoURg+kyJ8WIRwxjR+EJfbi6kJ+IpNSmzZ3Lzw5kBBA4EctM9vmobXUwvJlRM0us5Q9O13xIy6E4BitZi3TveLHN9iPLEJlVDVM9/bhml18a8V/wrODYHCiXxPHoKrbFWnw/CR9+QTlPz8MwgCUkwMvr17SXzpJaSYGFyqySlXoPXMz8eWMf62r/DM+xY9NxAetaSnU6FVO7YueRGARQcXcXvt24Pz/3ryV/pXKUJUA0ZwilPhu9Ft8ag6dkXCYpqUFAVUQlsmtCI9Mp39hYEkc8M0SBSi+KzBK3h37MBWtwZGRCQW0X7RZ1RQJDAF+lTtw/HiY2xZvZjmWxUydmhk+acgVavMkhYDWFGhLpNvbYWYEFZqPkkScQMTl+5l96kSOmVUpEFKFO/+vJdHu9VE0i4v1GaVBHrXr0oD132sz1of/LtIj0zn/9g7z8AoyrUNX1O3pfeEkNCXHpSOgIAo1d7ASlGsoIK9HBXEhgUQxKOIKKKIYqEJAoIgUgRExBIgkEAIEAikbpv2/VjYsAY01u8cz16/4N2Z2ZnJ7Mw9z/O891PXlYVm1pzkYhFMz5ce7xYgKRDAj4qNU2SufzNJcjqfXDiffeV7SXQm4RKicYiunx2/QF5lXliXAID1B9ZzXdMh6JWR++0vEXkm/fn8Xec0ObmmKfYJaiO8FgEPut3uTGAWMDs3N7f8V9Z5HZjpdru/JDhhfBgwyu1278rNzZ3vdrsnA2sIFvc/lJub6/uFbUX4mzFNk2YJzWqMd6vTjbJAGePWjwuN3bziJj6+4BOihcTf5Tt0OizLqhGZgmCPO0EKn2xmWRYERGQcNRzNf46iO5l49iQmb53E1sNb6ZjakZtzbkH22zFPcQCm6qdEO8ym/Ztok9yGVFs6YqA6+qUHTC5pfAkL9synsKIQCEbm2iSdeUqjzxMIAph2P4sKlrLx0Aa61+lO98zuXLv4Gg56DgKQYE9gTv/3kA3X8eMMthsKTiS1UFWJt3PfCxNGhzyH+KJwJX3SzgfVBqIIJ7lxKynJ2GUnsiCjH5+3H6PG0C2ze412QIIlkR2dzTb/tuoxhKDL/il+sZKhUfnFFwiKQp3Jk/DvyqN8/nxsbjcJw4ZjmiZtU89kZJuR9Krbk6ovNpE55SUCu3cj2O3I8QmU5u0ICSZVUqnSqidJdKvTHRU7+ok0sWGiAKoINs2HogdAEAioDjS/g1d7T6csUIqJRYaajP7ZKg5OnIiSmcnh3buJHz4cdfDgmgdyHEMSeW9TIS1TYvji/Ym0W/kjOXk6kl0mpWN7Mi7qT1ROB+6fvBUBaJoWXaMO0S8IDHp1PYXHgtfy1n2lDDurHk6bQqlPJ0kRwq7l0GRL2UQTvSCAbNowAzKSodM4ugEfX/gJS/OXkO7KoGNaR2S/A2SBnnV7snLfytC2rm12bdDSQQi253l35/tsOLieDqkduaLJFYi+8LT9L3GqGaqmDpLupIGtGeaJHos/CyQYhkW9mPo1ttcyqSWKpUYsSyP8TyLU9ofndruTgUnAhcD7wKO1sZX4M9A0w4pEvP5eLLuPh9c/zLqir4DgjfKlni8xbv24sJQLwN1t7+HCU/QU/CPnU5ZF1h1dzX1f3hsaS3WmMrvvO4i+P1YXIggCyBoBwY9q2UGXTikaBcVk/r55vLjlxdDYja1uZHCDa8MifJIkoilVHPIeRBYVEtUkZM3xy33qVD9PbHqcVYWrQmMXNryQdFc6r2x7JTR2xxl3cnn24JAFw8nnVLGJvPDds3y068OwbY9sM5Ir612D6PfhnfM2JS9PO7Gj1Jk2DSMnh1KrhPdy3yNKieKSxpdi06Mwf+afJEkixVYhwz8bRnmgHAGBUWeM4oKsixG0mmnTaL2KggsuIKZ/f0S7naNvvhn6TK1fn4w3ZlIRJTL125eIFZxcMWc/FZ8tQ61fH0vT0AoLcd52A08328WX+79kZJuRlPpLeeend+hTrw9jzrw7VOMV9r2Wj5Lnn6d84UJEh4Oku+7Cfl5fimU/H+/6kILKnTzSaBRq3l6U1DSMqkpEh4OqtWuJueBCyqRTpx2Kd+7k1SemcMb+rai6n6jGDal7xhkocz9AMkwQBOIeeoQ5sS3IaZRKy5QohJ+1nDlmWJw3MdyhPd6p8MylrYmyybjj7ZimhaKKeAUfAU1GkAJ8WvARr2+fjmZqXNr4Uka0uBnBZwsKdpufUu0YByoP0DCuIU4hioDpR5Bhw4H1bDy4kXOzzqVZfAsEnw1T9TPu68f4Yv8XoX3omtGVxzqMC3uJOBWiBH6lko92fUh5oIIrm1xJNPHVPnk/41S/eVP180n+h0z7dhq6pdMkvglTek5F8bv+1Je1fyKRZ9Kfz98Y8doMtDvVZ78qvNxudzNgCHA+sAp4jWCkbFpubu4pN/pnExFefz+CEEz3+S0vpmXiEF3YcPLmzulM3z49bNkpvabSytW2xtv+Hz2flhpgZ0Uu7++cS1Z0FoPdV2HTakYV/mxUVQIB/GIVAz8ZEBZ5k0WZxRd9iuxz1Vgv6A1l1ephErBV0PejPmFjkiDxep/XGbJkSGhsWMthDGt0M4FAUBWdOKeyLGHzVWASYGb+XN7a/R5e3YsiKnx8wSc4tWDtndP0I1aWo+3bF3RyVx0EkBEEAUURASG07VMhyqDJHo75jxGjxqCY9lM2MTZtPjStCvvKjdgSkjjw4EOhPoQnqP/pYnJdFbz94yyKPcWM0wfgeWg8jrZtsZUFfccAACAASURBVDQN75YtZL4/h1VqPq1TcoiSo9BNHRMTyVQRNaXGuVVkAf2TeRx++umw8ez5H3PTridCPmXrzl0Eu/I58vI0TI+HuCsux96iBXKdTMqEajFneL0cXLmcwgUfU/7j9wg2G1Hdu5Aw8Hwy6rrRhl+LcaTaQkGw28levBifMwZdq3ldekWR7hNWhY01Toni1p6N6FgvHkU3sBx+Fu5ZwMp9n9M+pRNdMjszdOn1Yes81fUpuqR2Rbd0/rX+YdYWrQXg6a5Pc8h7iHd+fAen7OSxzo/RMLoJhr/aC02zV9Lnw/Nq7NvSi5ei+E+fDgEwHB4uW3hpKKoqCzLvDZxLopV+yheL0/3mLUVHl3zopoYq2FE052/ue/q/SOSZ9OfznyC8apNqnE7Qu+ux3Nzc0BPI7Xa/8efsXoT/T0RRQFGCdg0nR6wsC0S/HcdJZb4aJlc2GcSS/CUUVgbTau1S29EsrhnGnzWT8SSEgEozZw6PnNkCEQndZ/2l/dREUUC3efgofzF5ZXlc0ugSRrQewaQtk0LL6KZeo17lBKd7iRFli4DsxW/4sEt2VM0ZrBs7Kd0HoEoq+klhJ1mUuaTRJWhauDBSBRNp108cePQx9EMHuWTAAC664Q2m7X2Hoc2H4jRjQgLFI9ogJhmxVQr+kx50lmWFGZmejhPppCSc4D/NMjYfz2x5mmUFnzGyyQ1cndEeMSamhvDySwYTt7xIq6RWDG46mCqPQf0P51G5bBmCzU76+CfQo6NpYIq89M1knIqTYS2GEW0lYOpCDRd0RZGw6X7KvviCn+PZvBkrNrhGqjMVVVA4vGgR+tGjaHv3cuiJ8WQ8NwElsy4AlbvzKFzwEQc++xS9qoqoevVJue1axtk+4qj8BbaD61ne9H0OHAn3rbJ8PgRdP6XoAlAFuLJdJu9tCv5eJFHg3r5umqbFYMPCUnSmfTeN93fMBSDWFosh1KzXWrVvFcf8x+iY1jEkunKSc/AaXl7cXB2RHbJ0SGhG7QkEhDB7EgC7ZD+lwe/JyLLE6qK1Yals3dKZ8f0M7m39ANSiT2hoHzQZRYvihGQ3T+9pHyHCP55fFV65ublnud3udCDZ7XYLQEZubu663Nzc2hbaR/gPxVID7PMVsnjXYponNKNz+llIv1L3oWpRzDzvTY74DqNKNmLkWES/I2TP8GciigKSDFjqL0Zl/iw01cOIZTewp3wPAB/v+pjxZ42nY1pHNhzcAMDZmT2QrdrNToSg6Nrl/ZG7Vt1FhVZBgj2Bqb1eJlOpy7Te05BFmYNVB5n1wyzOzT6XOq46DGwwMOQz5ZCciIaIJZhosodNh7eTQ132DhseMkctm/s+CXHx3D/8XgK6dEp7gD8aXVAUCb/gQURC1JWw7VUZFSwr+AyAl3ZMZ1vVDv51752UPjqe+CuuwOZugonF2tJv2HRoE5sObWJvxV7G1ruN/CuuxPIE3z6PznyDOnPncPVnV4eKx5fkL+Gj8z9G1asjM6IoEKV7qFy4DK8o4DzzTDzr1oXtr71VK/b/8BoJ9gTmnvUqlStXIdpspN5zD9qBIg49+RSliz/lcFkZO+YvpHT7NgRFIfXsXmRecDFR7RozdNn1HD1emO43/KwsXkvbbt2oWnOSb1WTJpjK6a8HyTC565xGXNspm6OeAE1SoxEtC8kwMQ0Lwx7g410fhZYvKC+gf4P+NbbTPLE5Ww5tCTMrbpPShi8Kw0WnhcWX+78MS/0rhoORbUbx7KZnQsvd1uY2FMP+K79aC+kU4kz8u9pSRIjwD6U2LYNeBzoDLoKlk3lAp794vyL8xciKwBfFa3jkq0dCY22S2/Bc1xd+sQG0YZiIhoNUIQvLAAz+EtFlqgH2+wr54Mf3yY7O5oKGF6IEXH9ZmlEQ4LC3OCS6TvDWD2/xcKdHULYpdEjryIB6AxF9NpTj6UgtYP6iUA1IHsasHhPqj3fUd5TnNz/H2LPGMnXrVLYe3kqD2AY81e0pUmzpWJi0SGxBQXkBNy+/GZtk443z3kAzdQYvGoRDdjA9flQNR/rKZcuIGjQYU6mZAq3NsVuKjiEGsEywm1FhszEtW4ANJZt556fZJNgTuL3N7cQKyViGgCBA+c/aKn2xfzWb2p1D77nvUfzsBI7NnYujdWt6PHQfc8+fy5rCNRyqKKLyrXdCoguCfRBLVy4nJzmHLcVbgKCp68rCzxmYcUlISDg0D0W334Zv+3YERSHrzZl4Nm3Cs2EDyDIJQ4cipKXQ9EBTrkofSNndj+DbEtxe6dz3cQ4fRnH9ehxa9xX6F6twZtal8S0jyegzACXFhS76QTC5uPHFTP9uOn4jGOqbtHM6S56Yw9EpL+P56ivsOTkkjxlDlc0Fv+CFpVrQNNqLWLYBdnux6nenQojBJBhZjrPFcdgbbOWTX56PgMAVTa7gg50fYFomPer2oHlScyZumcjgpoNJdiRz2HuYYk8xWdFZNb6vUVyjMGFsaSLnZfajc3pnvi/ZTvPE5sRI8ViBU9dphf4eukmn9M4k2hMp8QVnniqiwrCWw7F0ESJRqwgRfhe1STU2A1oA/wYeBD745cUj/DfgE6r497Z/h41tPbwVj1lVq+bWv7UoVhQFLKt29U+KIrGldBt3rKp26P5w14fMPO9NROOvM1wUT/F2LwkS6fYMxrZ/EtlSMTUTv62C2TvepyJQwaCmg4klAfRT/5Q0SwtL1QD0rd+XB9Y8EHKN3122m1uX38q7A+aQV5rHM18/E7b8O7nvkhldhzJ/GQEjgJwR7lEFwciLJdc+EncCVRZQAuXklxbw7/x3aRbTiMGZFxIl2gjYojAR2XR0C3evHhNaZ23RWj65YD6yESyOTnOmk2BPCBmWnpNxNj1dZ1B07314N28GoHLlSrSiIo6Mv4GDVQe5oP5ALO8pbiU+P6oUfhxRSnTYdSN6KvFtDzrQWJpG4chRpNxzD2lPjMOURQI2Ga9o4/FOY3EeKWPfli2YQJkARwSBypkzESSJOl270vDqa1Aat0QQBCy7n5e3TeajvGAEamD9gUzoPoFRK4PXoUN2UOaQiL5jNHE334qhqlQIKtavGJDGSuVIb5wHpXuDA454om9czTEhHrvh4v7293P36rtDLzDfHvqeq903MrzVcPy6n4Oeg7z8zctYWMzcPpNZ/WYxY/sMiiqLuL3N7azZv4Y9ZcEXhm51utEotnGN1L8YUIkTUuie1BvDMLFqaRivBlzMGTCHT/d8SkWgggsbXYTLjInUZ0WI8AeojfCqyM3Ntdxutys3N/eI2+3+7Xf3CP+RnKpWqbazXGuLJEFA9ZBXlk+cLY54WwJSwP6LAsxLJa9tD28JWlhZyP6qQrKVJn/JTd+yIMmejDveTe6x3ND4bW1ux2a60DQDHRPdXsXlCy8POch/sPMD3hswlyQx45T7pQgq6a50DlQdCI01S2jGE+vDGyOX+ErwGd5Qm54kRxINYxtSUFHA7rI8Mo4bgnp1L+s82+kw/DqqZswCy0LOyCBpzBiqJJVaWeMfx2n68X/2OYdfew2bovDYqNsRPHYOXng5osNO0ujRSN06sXr/6rD1vLo3aMUR1w3DMFE1J7P6vs3Ub6dQWFHIY83GYB0uC4muE/hzc8lW03l/x/tc1PAinNcOonz+gpDdheB0ktCnH7mrZ4XWSXOl0Tm9M/rJVhc/E8hGSQlHpkzhyKS7uXHT3SiiwpNnPUm7hE74Dh5hvyBwVABdEFAti0yXizavv46UXhc1Nvr4ZAWRLUe3MW/XvNB25++eT4f0DuQk5SCKIo93HouiO/BZFqjHI4u/8ntRFAlh17Jq0QXgPYb49b+J6zKGUr9Cm/h2LLhoId8d3kbDuEbEq0k4cOKjgoV7FpFftodrW1zLSNtIkh0pOI1Ybm0+CgMdO05e7TWdSr0cWVRwiE4k/6lTiJbFr/rK/RzDsJC8Li7JuhIQ0DQ9MhMxQoQ/SG2E12a32303UOR2u+fUcp0I/+HYLRcjWt/EY+seDY21TmqNS4qCP7Gcqkws4ZoFV4eESo/MHjzc/l+/mM4UEI67k4cjCfJfetOXAw5e7jWNtUVr2VO+mwH1BxAvJYdSXLIs8UXR2rC2PYZlMOP717n3jAfAV3OfVd3F1F4vc9+ae9lZupMWiS1ItCeGmXsCuBQXdslO14yu0P4+smOy2XZ4G1c1u4rM6Loc9ZSEln3i+4mMOfsWLr96GZYvgOBw4rVHYf6Gh6okiZg7d3Do0eq//8G7xlD39dcRbDb04sMcvP8BEt5/i8sbX84hzyHWFVXXUSXaE0Mi3TAsYsREBtcfzU+HjmEcLEVKikdKTAyZowKIUVH4hODFlXssly3eo1zw/tt433oP0aGSOGQIflcscwa8x9r9X+JQnLRPbR9MMZ/cG9PpwtG+Hd6vN4XGHLcM450DC4L7owV4640HsQpbcmzjZhAFYi2LJMMkGkgfMwYpMwuPLoZ6CUiSyFfHi9ZP5pvib5jSayr+QADFCLbI+i0IAuA5WnO86jDS93OJaXoxZZoTJ/GcldgTw7Cw/BZeeyXDPhvKvop9XNToIuJt8SzZs4QzU88kJzkH0ZJxEU0V5eiWhkuOxqY7MbS/JgFYm4kYESJEqB21Ka5/0O12RxG0TOwHbPjL9yrCX46uWXRN7c7MPm+yYPcCmic0p0dmDyS/40+bceQzvEz+ZlKYUFlVuIqbW99MqpB92uiazXJye5uRjFh2Yyj90iiuEWnOdCxf7fZNUaSgI7wl17oRr2laCF47PVPOo1eqgK4b1caQAFjIYs2fjCRIHNNLSJTTakQUTMMiUUrn5Z7TsEQT0zJxyk7Gdx3P7Stup8RXgktxMbbLWBRUVMVOwAhw64rqzlzXt7ie65pezxNdnuCd3HeItcXSrsHZVEpRWMrx6M9vjGTIgkX5hx/VGK/6cg2OnBwqVwT7Vvq+/Irp7jxuzbmV9UXraZ/Wng6pHWgQ0wDTW31uBAHW7Chn9oZCLhrciOIJE0h94H4OPPBgsB5Nkkh89CFe3DcPAYEzUs7ATPAh2eJJf2AU+I4hrn0Ss+cTKIEozk0bgGVZ6F6zxkzWKslB6vMTKF6zAnHHHmIHDGCRfzOb162i+zaLnG0QVeWnKnUvDYeNoEnf8+CnH/F99x3R55+PcFx0nYyum3Sr0525x2cXnuDsOj0wvTKiIWL8jt9FIGBgtbgIvngSdH/1ycoZhDB/JFJmewS7O3isx/+GggAlvsPsq9hHmiuNgQ0GcsNnNzD2rLHsrdjLC5tfwCk7GXXmKHaX7ualrS+R5EhiYo9J1FXqY/z181AiRIjwBzit8HK73U9x6penzgRrvSL8lyMGbNRXmzC65b1BOwmv8adO8w6YgbAU2wmKPcWkR2djnEYP6bpJA2dj5p3/IYv3LCIrOpsuGWch10IUCsdduj/dt5yNBzfSs24vOqV2RvD9slHkyZxOqOm6Sef0TmHFxqqocmmTS5m45UUebvcokiqjCwEES8QlRgcfqKbGjrId3LvmHqq0KhLticzoM4PZ/WdTHijHqThxSk5W719N4/hGYQaqALN/mM3V7ms4O7k3Xet0xdBANmwY+unPhSCAofjRhQCiICIbtjDTV1MQsTVtCgsXhq2nZmXjOSmSJDRtxO7SZciizKKLF7HuwDp+OPIDuyt2k+2sHzLg1DSDvi3T+GZfKWVLllC54nOkqGiyZ81CP3YUJaMOX5PPum83MaH7BNLkKKIWjIHdq4Jf1HoQ9HwIQRTACP8byLKIZXHSxAqLXOsgzzk+JbVDMp22Lebwx4u59cfg+djVEPI7JvDkre9gJzbor1YnG9e5/fBrRiglLEsC1rGjROs6hinTMqEV1zS9hjk75gBwZZMraZHQ8g9bpVQST8yI1Qirnw2Kr7bXw46lUFaIUH4A0dk0LJJmWYR6Mvaq24sPd35Ii8QWaIbG1K3Vk8nvWnUXM/rMINYWyxHvEe5YOYo5/d5D0iO9/SJE+E/mlyJeP/1texHh/w3DsDD+olfkGCWGixtdwvcl34fGHLKDpgnNMH4lciVoCvFCGkMajcCyai8KDcXP2A2Ps/r4NPvle5cz2D2YEc1uwQrUvNxFUUCXfViigWBKyLr9F2vIVC2K2QNmszBvIR7dQ6+6vXjrh7c4UHUAU9J4ZdtUth/ZzuQ2Y/GvXIS2t5DYyy5hZ9m3ofY3Jb4S7lx5J6+eM50MORtd8PP8lgks2L2AmX1nEjDCfZx0K+gdpmkmca44Sqs8vxp9Me0+Hl//KGv2r0EWZYa2GMqVDa8KE0ox559P+fxP8O/YCYCjXVtsTZqECtcd/c6jKE2hYG8BsbZYnv/6eVbsC0bC5u2ax4MdHqJP+kAMLThpIlYRuat3E7RVuwAo++QTyubPR3Q6iRs8iJa3DGd2+rtECS5cm6dUiy6AbXOgxYUI6e2rz7VkEEU5Qt4qiErBTGtDmRGFaVrEV8kkzP+exlsDaBWQlhjH7j5ZLG14iDr1mzO281gkKZ7lO47g8euc0ywVh1nda9MmWoh5P1Fw733oBw7gaNeO9Gef5YZmN3Fd86B5qY1g9wFZEdC03/9CEjBEKmxZRLUbjrhzKSy5H0ryQHFgZZyB8TMPMFGGaCWat/u/jYDAl/u/JMmRxOrC1TW2vfHARponNGfdgXWU+EoIWAEcp+oOHyFChP8Yfkl4zQOGAhXAW7m5uZG2WhF+IwI96/RCb68zb+cHJDmSGNP2blTdhaRIp2w6DcEIh81XiWhZGLqET6n9TEZdCIRE1wk+2PkBQ1sMR/7Z5S5JIlXyMR756mG+Lf6W1smtGdtlHNFG4mltK3TdRJYV8svzqdKqGPHTCDy6hwc7Psj7ue+Tk5zDlSl98dxwF2V7gwXVpbNn0/eVF1ie1JLtR4KiZk/5HkRRwGNVELB89K/fn4Oeg6wvWk+/+v1YuLs6EtWtTvff5B0mKwIf7lnAmv1Bvynd1Hntu9fokdmDOvYs0GRM08LviEF+6Uls5ZUgSewXyiiTq2i8dDFlegUby77jyS2PMKzlMLYd3kbD+IYh4QUwfftr9KzTC0UMupALhkmmS8bR+xy8M6ajFxWBZSEoCnGDr6LcIyMjI8p+hP2bau74gW1IGUGjZ1EUiAoUIU3vCXqwMaSQ0gJPg/v56cNPObJ+LZ0Mg+ImUXzVF3L6XMqVTQczSAC7KKMI0SzYvofsZIW8Yj/D3vyaV69tS5QAoiiiBsrIH3ETljdoKurdtIniceOIf/wJTMGFZfez4fBXLM5fTLOE5lza6FJkf+3c1gVBwFT8mGKwEN1uROEPGNjjGiPH/ogoO6BhL4xzn6CCcOd4UYY9vh2MXnoXx/zHSHWmMrnXZFYUrCArpqZ1RFZMFksLlgKQ4kxBESJznyJE+E/nl4TXTGAXEAc0IZJejPA7EHw2+mdcQK+McxAFGUkUOOQvZPOhTbROyiHNkYHor04DyiLYDuzlwJgxBPbswdGmDWkTJlDljKv1Q08UxLAZmyfSNj8nIFVx56o72HFsBwBbirdwx6pRvNLzVaRfsK1QNBejzhjFrB9mIWaInJt9LuWBcqZvn86cAXNw/VRI1d69Yetor77NpaP7hITXIPcgDniKuGPlHZT4Ski0J/JE1yd48/s3GdpyKI3jGrO5eDPtUzvQv15/RJ8tLMalKBKCcOpZZjoBNh6sWYq54eAG/MYaBtYfSLSYQCCgE4hxcNWXw9BNHc0MeoN9eP6HVGg6yY76vFr3VdbuX8srW19hSMshoW3FqDE80OGBoP2IvwKXaMe0x+LTTDyqi6x338W75RusgB9nx454FCcnSrU07Fgdb0FQoyF/DVQFPayo1w3LMIKiSwkgLhsPug+vT2T3Hhe7FpdQVfUASnwcKYMuoP6llyEk16FZ8THW7fQw4MVv8WoGK0afjaiUsKHyJabt3kyLpBY8feWDLNhWxNVnZhIQKwgU7Q+JrhN4Nm4kSQ8guRTez5vHlG+nAEHX+BV7lzO1xzQkf/V1IUkihuTHwkIx7ei6iSAI6PYqntwwni/2f0F2dDbjznqCTCWbcsvF9ugBVLXpwBGvxcy3i7mrdxxnZceFJkZokofRXwRFFwSbnt+3+j5e6f0KfsPP6sLVoUkZXet0JdGRyJ6yPWRGZfL82S+gGs4avR1E2SQg+/AZXuySA1V3YOoRE9QIEf6/+CXhlZSbm3uZ2+0Wgc/+rh2K8M9D1yxknIiKycK9n/Dcpgmhz4a2GMq1jYbA8f5/joCHvSNGhPrhebdu5eC995L84iQ80q/7i8mmymWNL2fujvdCYze1vgnVsNd4IOmCFhJdJ8grzUOzAkicXngZhgmmSMAMkBGVwRvb3whZUJyunRCCQLQajG6ckXIGQ1sO5dpPrw3VipX4Snh83eM80OEBbl52M//q9CiPdxiHZKjo3pMtai10exWLCpZiYXJhZj8UQ0UTbKEonYyNrhnd+Op4g/MTNE9szkNfPsS7P73DvPM/RNKdxAgJvN1vNvlF2zlmVtI4pQXRagxXLroSURAJGAEsLK5rfn1okoQsyIw9ayx7Du+gebENz/MvU37kCLGXX0bUxZdSadgoFx1IHbsGDVZ1E+F430hZ82P5LfLVZBY1yKFvlxGk567AFZ2OFVcXQ1SJr8ilwuZkT0x/CosEDq/bimVaJLrTOHxuK6bYVmBInxCzZSVTe77Os4sOkne4KnSchz1HmfL9Q6E+jV8f/JpHPXfxSNugkPJbfkSniqAoYUa09pYtMCQZv+Bh9k+zw87djmM78Joeok5cF4rB/kABL2+ZimZo3NhqBPWdDUEQeWHz86wsXAkEI5sjlt3IJxfMx9SjufmdrfhOSi0+8sn3fDqya6iVTsAKhETXCfLL8xEskSQxg9d6T6c8UIYiKjgkF5ZlseTipYhI2PQojJ9NspBk2O3bxaiVI6nQKohWopnUczIN7e5IEX6ECP9P/JLwMgFyc3PN4+IrQoQ/REDyMnXrlLCxWT/MYpB7MMpx4WX5vGFNiAG833yDVEvHR6cBt7UcRt+6Z7P58Hd0qXMWqbY6mIFTmKMihRXKAyTYE5CFX3dMsZlO6kbV5bnNz4XGmic2p9hTjJwWi5KdjVZQEPxAEEi6/TaiGrhZVr8rmCK6GaDYUxy2zYNVB8mMyuSNPjPJdGZh+RT0n9VyHQscZfDiQZyZ0Jp76lxP5bgJCB4v8TcMx6pbH5+goGsmfev1ZXvJdyzJX4JNsjG0xVDySvNCx7qnfDdNbK1waDrqxh3Y3p+PklmHxJt7UmU4eKX3vxm3fiwHqg7Qr14/rm92PYIlcG5cJ1x+kL3QObUxe/sNDImXIy9ORIyORul3AZpuhaVro0wfR54cT8XSYFrMflYXznlwBJcuH8Eb573GmT8th8JNmLZMvlnyOd/Om4f9sAevQyC6f3t69O1LTNOz2HbsR9rvq2T9wQ2UB8p58ZunuKbLvTz+SbXwSo6WQqLrBPnl+aTEiFiGiaqqvFn4CdeMf4Sqx5/GrPKgZGeTOnYsVbIdrCocsqOGADoxo1UQoIJSrl1yTai10YaDG3i3/xxS7MmhXoon8OgeSv2lOIWoMNEFUObVwv7CqqiS4kwJuzaaxDdBsCT8AQ0BO7HYwQA0EAD1uOHxqfqY+iUP96y5O9Q5oUKr4N419/BO33eR9d/e5SBChAh/nF96wohut1sBxJP+LQDk5ubW7OIaIUItOFXh+Mm2EoLdjuhyYVZVP0jVRo0wa9EfTlFEnAc3EvXeYBLi69M+sSHWkWJ87W6j8hTLq4aLZ7s9y8iVI/HoHhyyg6e6Po1quH61FbehQb+sAdSPbcDCPQtokdCCfvWCPfa8hpfUWTOpWroMbW8hMZdcjJGYguVVkE7ENmwmmdGZFFYUhrZZL6YeMUociVYGpr9mWlVVJVYUraVSq2RM/eGUXXo9lj9oUVC5ciVZc+YgZTXEMCxMw6RTeidGtB5BlVbFx7s+Ztq300Lbskt2ZLtB5cLllDw6NjReuXIV2fPm0djenFd7vY4gWkimiuCTcRlefE9N4eCKz1EbNiRhyJAarYvKP/6E1HPORROro5OyKuP7eltIdAH41n5F/Ne96JzRmS2Hv8Uh5lD88lwOfPUtpqZxOBO+GSBQ0MLBrG63E5j6LntuH0d8aiqPP3w3r2enMbfgEwrKC8hqWJ2qbpoWjV1RSHWmcshzKDQepURhk1RMLZgWzE5pzL/1zVw3ZxpOUyIqOoFAVDKm38BmubjrzNHcs+bu0Pq9s3qjWsFjUhSJT/d8GhJdJ3gvdw6jz7ibJvFN2HSouoZNEiRibbGgCbSpG8fWfdXNw89unIR0kvRSdCdTek7l7tVj2FuxlybxTXiu+/PYDNfvahBvoHPEG/4ic8R7BAMjYsgYIcL/E7/028sGTlh4C8f/LRC0mGjwF+9XhH8gkqkysMFAPsn7JDTWNaNrWOG4X3GQ/uKLHBg9GrOyEjklmYznnsNnj/pVryqnVY645L7gfPyju+HoboSdy1DbDYNTtEEydWjgaMrHF8zHq3twys7grMZapmAEv42WrjNplXMGgiWiHXdXd2KnQgDl/EtRRAHvSRYGJ1B1Fy/1eIkxq8ewu2w3jeIa8Vz357DpLnTzZ+kiRcAvVqGJBlGyi5zkHPTV60Ki6wTH3nyTmIcfxVBM8qv28Pm+z1lbtJbrml/HgrwFIU+0Lhld8Bt+rPJSKmfPCduGUVKCtrcAs2FzZL063SqIAnp+PpUrPg8ud/QoSkpKjXOiZGfhUQLIsj1kW2WIAvrxXokn49uwieubNWPHs2/wTVEZul0i66IBvF9vN6uFHwAY3GAg6pzFVCxaBIBeVETZqHsZ+snbfLh3Eb2ze9M6I5UPbk5AFgXSYuzsOljO/W3H8uC6O/HqXlRRZWyXcSiGAwsIiB6Oeo9yWavBFHgOk+pMRXW4EI///QzN4syETdB6EQAAIABJREFUdnx0/sd8WfQl7ng3DWIaIvmDdXaWBSmOmsee6kpFNlUe6fQvRiy7kUOeQyiiwgMdHkQyVCTL5OWrzmDS57vYlH+MsxomcGuPRsi6AYKAKAoYukmqlMn03jOwMBGRUPXf36NURqlh1ls/tn71C0CECBH+dk4rvHJzc+v/nTsS4Z+PEFC4o82dtEhsyZr9q2mX2p6B9Qci+uwhURCwRNQWrclesADL70ew2fGqzlO2OlEUCS+VSIKEbNgQsMB7rMZy6KcP0Fq6gKw7icYJ+m93/TYMM5j2oWYq9HR+YKIooMleRENicq+XUAQZ0ZKxm1H4xSoqqUBAwCVFISCyaN+nzPrxLeyynVFnjKJvvb5Ylf4a25Xi40EQ0SUv49aP41+d/sU9q+/hhpY3ML3PdHYe20myIxmv7sWreTkilKLExdbcv6goJElElgU0zcCyLERRJJCXV33cx45hlJUSfd65VHy2LPj9SUnYbxnKM99N5Ar3FWTbG6JiZ33+UTr27A4zZmABHoI9E0tXfo75mU5xOnzbX+KMfpdxbsPLeFSUmb33Q97Ke4/2US3Q1rwevoO6jlmwjyEthjDYfRV4oV5UULwHLItb3t7KWY3jmNbjfUzBiyo4SY2KxfILqKrMuzvn8dp3rzL9u+m4VBfl/nLuOPMOLssaHHJoF7Rgb8OLMi/HNE0MX3WdnaYZdKvTjazoLPZWBCdRJDmSuLTxZfi8OrFSMm/3mY3P9GKT7MiGHTQJEwvVMrinV0N0BATZg2GVotsFjvqOUVReRLOEZqiGE9lfbQnxeyJdJ1B1F5N6TObBtQ/w3ZHvaJnUkqfOehqb/vsiaBEiRPjjRKLNEf5evDb6pp9P74w+yJZyvHA8XO4ETJGA7AL5eA3KKZ4Plhpg/dFNzPrhLaLVaO44405kNRXpzOsQ151UR5bsxpBdf2obpFoji2gIYIFNsEIz1wybl1Erb+eHo8GoTr2Yekw/93UCYhV3rBoZ8j27uNHF9Kjbg2c3VTfNvmvVXXxw/gdEdZLQs7LQjs+eFKOjiR8yhEoTNFMjKzqLLcVbeKnXS5T4Sij3l/Ppnk85UHWA3lm9udZ9PR6zEmXUjQhDt4ZSho6OHSE5gS8OL2N32W761+9PnJyMoUNU587BAqfjqeEDjz5G3dmziLvjdqjycNClMeqHcXxXsp280jxe6/gCdjQaxciUqg7Ke/egaNUavJaFpMhk9D2XyRkbyI0tZXLbJ2j02U+Ujb4aLIvLrx1M235P8FPFbpo2bUpgT37YqU1u0JKr47uCTzoehQruk2VBhV8n3iUhiRYl3lLSXPZQoloQwKt7gGCa+0QDc6/mhZ+lsy3r9OJZCTiZcd4b5B77ibJAGVnRWazau5Ledc/F9NmQDCcunBCeicWyQDAsLFsF96y5hwENBrD50GaW5C85fsnIzDjvDeqpjX9zX8VTYRgmMSTyQteJwaIRU0A1HL87ghYhQoQ/TkR4Rfjb0TUTkGsUjtcW0WGw7dg27lldXYOz8eBG5l+4AEenOyC2LuKPn2CmtcbqfAeVZjQnYlmSHCw4RrCQLRXVsh+P6vwJB3YSpiIz75v9NHSaNEh34HMpxNhcSIbIlwfXh0QXBAu/F+1ZSKO4RmFmsy7Fxfy8+TW2/VnBZ6TYU+jx+mTsufswqzw4O3TAo7oQBJAliZZJLdEMDQGBNfvXUC+6Hk90GY+AgGI4cBo6lqRwKN1Fg08XcGzdGoT0VMysDHLNAzy27jF0S2fG9zOY0nMKOTHtCbhiqPPvVzj87ATMykrsV17CFvYyN38x7dPbM+HL4GzVTintGVtnBOWj7qNg105KU1I5fLgYw+fD0SCLzD7d2dDUR8e212Bfd5AGgQQaFotUvvpG6Bgrps+kdbuppLXuQ/LdTgI//RQUX7JM0siRGI4orMAp+nliMea8BmTWKWDI8hswLANREBnbeTztk7pjGSZXNLmSOblz0I/nlFVR5cJGF6EFaq/ODcPCb/h55utnkASJPeV7gKBH2HlpA49f46e7NgI8t3kC20u2M7rdaMZvGB/6TDd1nv76KSZ3m4KkKmiCHywBu+n63ULMMKwwe5Tf0/ooQoQIfx61El5utzsBaAjsyc3NPfJry0f430GSBKKESiTTC5KK13Lg1f+6+hFT9bPl8OawOjEIRnnWH1jHOSn9EN3XoDS5GEN04NeF6uJ92eCHqu8Zv+EJRp05Crts50DlATqmdSJaiEXQws0nRVGolXfYz1EUkaLio1xmFeKd9iZClAv1putYJ++nc1Z39pTtqbFOXmkeCfaEsLFiTzENYhuwghVh41nRWbzz4zvUPTOL+u06I4kSZbqBYJho9koW5C2ga52u+HQfXt3LIPcgnLIT0esMpg1lkSqpjFe+e4MhLYdw7sJBZMVkUXqolP15+xnRegS9s3uHojBTvp3C5O5TkQUHYruW7HvyBuyiyoIjX7Bo0+v0b9Afp1ydGrs7cyh519/KYZ8PryAg7i0gJTubhv96kPXxhziIyXUZnYgxLR5ufy+zd7yPuLymoWrV8s+ZKZkMajKIxm/MRPD5EFSVgGzDK5z6GpNNi8vaJ3D5ohtDxe+mZfL01+N5vktzyiocdMhOZN7Aebz5w5tIosR1za7DYUT/JvEtyyJbi78JpRpP8Gn+p5yddg4Sp29RpRNg86HNqKIa6mZwMpWBSpAtpn47iaX5S8mIyuCRTv+ijlIPK+K/FSHCfz2/KrzcbvcVwBPAD0BLt9v9WG5u7tt/+Z79hyFJIpZl/a4H8T+NYP1PsH9elHkE6d0roPgHkG04e49DbHIpVUbteyP+FrxWFRsPbSTRkVjjs1RnGpYFAcMigLNG2ZUu+xi1ciSj245mxd4VLM2vnmX3fPfnaRffJdj+RgkQEL3sqygkKzoLxXQgaDKmGkAX/PgMLy45ClWLOmXKxhQEEg8VUHLrLaExz+o1tP1oFp/v+5yLG13Ma9tfC1vnksaXokrhYmLlvpUsvHghK/auCBVHd87oTLekjpzXvj1VlQH2lhzimXWHOK9FKpfmZLCrIh+f4ePaT6/FtEwS7YlMPWcqqmjDdjxL6JACvLd7IcWeYnaV7qJCqwiLtH2+93MGNR0UEl6GWX0iLb+EGJ/AXWvupVKrJNWZytDmQ4mxxdC6Mo266w/z7Ut3ofv92IFM0yTBAqXkKFZ6DOfZ6iJs+R5t2UeI3TvQwLeLu5oMhoo9VLz7XtjxC+1aM7JBDrFHDeQ4A68zGl224RA8RFk6PqFmFMiyLEzLCKUQT1CpVaJIFo8t+J6Pbu5CjJnCnS3vxum0UVEWOG3D9tNhmhb1YmuWwTaOa4wqqKeo+KtGQSUnpQ2f712BLMokO5I57D0c+nx029G89cObfLDzAwByj+Vyw2fDWXDRwkgfxggR/gHUJuJ1F3Bmbm5updvtjgY+B/5nhJckQUD18F3J98Ta4sh01UXyO37zjfqfgmXzs6Mij8X5i2iV2JJeCc1JrCoGNYrS/s9QluLGax4izp4MJ/WMExWLgOTFskwkS0bWHbUWsYoiIaNhCAoH/OUs2bOEl3u/zKp9qyj1B6fmt0pqRZO4JqdtaCwIwQiSZmq0Sm7FM18/E/b585ufZ+Z5OSiKjZUHVzBuw7jgfgsiz3V/npzENrz54wxm/TgLgDRXGjPOewOHGVfjWrCZOlVz3gk/b4EA2pfr2d30KN0zzmZqr5eZsvUldFPnhlY3khGVzt6KvTzU8SFmfj+TrJgsRrUZhYTMq71fozxQHnxIWy4Cn62i4KmnsLxe4ps3Z/rkF1lTGkBHIMmRxPTvpoe+t8RXwgubX+DBjg/iEGMwTQtTgB/LC9hUvInbzriNhnENGVr3ctJtyawp3UyRfoQjnurA9o2tbsRhudAwsXSRFlE5fHj+xwQMP3LAomTxOnbM/4gB3xchqioZXTpiW7kKl2mFqqbU+vVxiXZKR96Nb3tQ5B15+d/UfWkCCfPvQus1Ac/5A6lYuAgsC1e/PiS07UTBBRdTWuUBSSLtsceI7dISafk9YASwdb0bX9IZNUS+bCmcmXImW4qrZ1I2T2xOQYlGqUc7XqZmoQdAdEq/67dsmhap9nQGNhgYau9UN7ouw1oMx/T/clRK1FXubXsvRZX7eXHTi0zsOZF3fnyH/PJ8BtQfQLOEZkw4yWQYwGf4KKwopJ7i/p+990SI8E+hNsLLzM3NrQTIzc2tcLvdvr94n/5jEEWBcrGEwfMHUakFnaByknJ4vvsLiL7a9w/8pyApsLhwKc98/TQAH+36iAXJbZjY72kEUWHsgRUs/zYoaNJd6bzV9y1kwYUpa3x1ZC1PbXyKCq2CdqnteLrrM0g+x6+md+JUL9LuFYg7FmHW6056iwsQBZEJX09gcq/J7KvYR4ojhQYxDRF9jhqF+hBsI2RZFsnOZGJtsdikmtG4E39fTfKHPfRMy+T5Tc8x5ZwpIdEFQbPTyd9M4t42D8LPmm8bloCcXNNugMR4Up0KquWgdXRbJnUPTgIQJIuBHw/Ab/jpldWLxzo/RoI9gfEbxrO3Yi/nZp3LDS1HIHhtqIFy9j36aKjA3ffDDxx9cSL2G8/Dq8fj1b01vnZP2R5skg39uCjVTBsXNhjAoj2LKKs6yusN/0XFExMI7NvH5ef2IvnWe1h8bC0XNryQSxpdQh1HFlrARJIERAlAxPfTIQoXfMSBpZ+iV1bgysqmyW130qRLB3zLlyM0b8GRqVPBNJHi4kh8/BGECj9HtldH1rAsDr8yE2via3y8qwy57xD63DqKKMXCEmH/bXdiVnmOn1SDQ+PGETVvJqXthuCLzUQ1NaKNEkSxTpiIl3UHT3d9hklbJ7Lp4CZaJbXhevftjHx7N5e1zazVTU+SRDTRi4mFAxcBwYsuBmfHyqaKEFAR/TbubD2GW3Nuw6/7iVKiUTUXxum6FxzHNC0cegwvdZ+KRgBVVLnnjPvRjAA2XGimjwaxDdhfuT9svWRnMlYgIroiRPhvpzb3oDy32/08sBroDuT9yvL/GCzZYNq3L4ceygDfHvmWgooCGtqa/c+lHf2ih+nfhafIvjm8laozR3PUe4TlhatC4weqDjB9+3RubTYKn+DhobUPhURRQXkBu0p3Uj+2PgIiiuHE0mpGCZyyhrzmaYRNQTsB8ccFxJcVMqvvm0zY9DyPrn2UQe5BdEk7C8ujYmEhikGRZVkQI3uQA0fBW4oVV48yy8Hs/rMp9hTTJL5JWLugK5sMwmY5qLLKUSWVGxpdQ7uYFhR4i1h05IsaD0Gobi+kIId9b8CEhOHDKP90MWZZMOVla9wYs0Uj+iVnYHjBwEBRVHTZT1mglDHtxvDvb//N53s/57rm1zF06dBQi553c9/FwuKWlrcT2F3Iz9Wqtm07gq8bkqyRoqTilJ14js/cA+hZtycOMQpNFFGkoEWEO64pD3d4kAZyGkpRHkm33ELFypWUzpuHKtvod/tI+mQOQAsY6AETSw2QV7aDFXOnkvHVIeTcIkRZJrNnN+qcfymuVm0RRRGxYAclr79O4vDh1Hv3HUyPB8FmQ09MoCJ/Z41zaAUCrN5dwSNLgrVSTztkttxUB+tYOf6ffqqxrC5Hc+MPs9lZuhOX4uKx9vfRMS0F01d9KzNNC8Ufxd059+PP8bO90MekpcVc3SGbS87IgF8oopdVAUMMUODZy+RvJuEzfAxrMYwYWwzj148nvzyf8xuczx1t7kTw2REDNuzYgi5xRu2tH04UvJ9oTWUCEg50TCTRxr3t7uXHoz9yxHsEAYEbW92InYjTfIQI/wRqI7yGATcBvYEfgfv/0j36D8KwtBquzxB0fm7s+H2F1//tiELN1juCbKegsrDGeF5pHjoa+eUFIdEVpUTxYo8XmbhlIpsObSJKieK+9vfTJbkbghZe42QTfAjfvBU2Jn81ibodbuLR9mPR0bFbTgwPiDJosofd5fnE2uNItsWiLn0EYfvc4IrOBMRb1/PWd2+xtmgtz3R/hqX5S9ldupu+9frSJa0rhk9Atdt4v8ur6JNn4Fs7h7aNG9P94bsx49OQRTk0Ew7gnKzeuEQnst1DleEDUcQh2PD7HXicsdT7+GO8321DjHIhN2xApVNB8tsxsTCVAMuLljLpm4l4dS+d0jsxsedERn0+Co/mCYmuEywrWMZVTa+iTlZWMP9tVFcRqR3asrUql8ZWB1Q9mhl9ZvD4usfZV7GP3tm9uTnnFjbu9vLm2h9pmhbDiO71SdY0LiEV77adHHp2AmZFBXGXXELmpIkcfPxxXMOuZUHplzRNaEbyUYlN77xKyZKVZHnhWBzknRvL3cMeIWPhcMyUnlTJOj5DQa5TBzEmhpLp0ymZPh1kmYRbbmKlLZ5WcfWwnWSBAaAOGcacHRWh/5d5dfz2FNRAPlFnd6Ny1erqv31aGgescnaWBgVclVbFA+vGsviSzsg/u5VZlgV+CZvgpF16NK0vSMIuCeinEV2SJBBQq/hw18eclXkWQ5cOCRXnj/5iNNPOmcbotqNBgAfXPEjPur1oG9vpT7F8+DmmaREtJPFuvzlUapU4FQeyaUMIqL++coQIEf7jqY3wsgA/cJRggX0s8D8xs1G1nAxyD2bjwY2hMYfsoE1Km1Da5r8dVQYnFQiCgN+y49FPf0nYTBe35NzC2PXVLWY6pXfCbkugbXZvpG8mhbVRubDhhcH2LNFZCAhYWFzQ8ALm7ZwXaqlSqVXyr68eYdFFi7ATV/NLJTXYn+cEggiWhaCpKASLmEVRoEIo4eqFV4UEy9l1ujOueT/iTwgvz1E8upcv939JUVURw5cOp3dWb5olNsOd4Eb0B01co3wSR597haply4Orff01gRtHUnfue7zW+zXGbxxPsaeYgQ3O54rGV2Ba5byVO5eP85dQ7C3mykaXMKLVCHSvk3LZhdixK15LwDAtZM1CtEwEAaoo5+mvnwod1voD62kQ24Ce/8feeYdHUXZ9+J6yfdMLIZAQCGQhNGnSpCgIqIiIIhZABXwRCygKNooFFV5UwN5AEVQUBBVQUHoRCxA6LIROIKS37VO+PxYWYqiv5XvL3tflZZid8uzs7MxvzznP76RcTbSp6nlIjUxla/5W4hLakzx1CifHP4taVISlXTv0If04cGA6BoxEiV5inet4N+1W1Lg6CFEpbD65jXLRy+iejRj71SFWT89n6dDG6KZa5DzSM3SMopkzkaslEnHd9Sw9uowFX79Gsy06aUdAE+FwPdjSVOBQLUAoZ6BdJNloR/x6KNaHt+JVDXgMVlI/+4yCyZPxHztG5I03Yu9zEwt+Hs6nipu335uMcdEypMPHsd3ah6PRqaz9eGtoDFfVjaNMsxNdqzVJzzbn5KRXcK1fj9nhIPH5Z3lk38RK50XRFQrcBVQXbedMW+s66EqwPc6FNJLf4GbIj4Opaa+JX/dXaQf09f6viTPHcbDsIE9c+QS/5P7ClbHt/hLhBaCpOpJqJeock0TChAnzn82lCK/3gOPAtcBG4BPg+r9yUP8uKIpK09hmTO74Cp/t+ZQYUwwPXfEwJuXivfz+E7BIPqwnNiB+Pwo8RUhX3IWxw5OU+M89c0oN6HRMuoZPetTjh0NLaRTfiJaJV4LPjFE28f61H/DKxsmU+Erol9GPjjU7oVRomAw2nm37LJN+m0R6dDqf7v600n51dA6WHaKhtVmlKKJXt2HtMApx+bOhZVrLwfh+1/5HkwO8njWtUpRodc4aTtS7lRhbPLiCvxOMWoB6MfU47jqOT/Wx+GCwDc3NdW9GP9UbUVIDVKxcVWn/Sl4eusdNvfgGvN35PRB0jLoZi6pzQimgVc0OpMc3JMGawDtb3mFzfhatYjvi1WHi0r3Mz8pB1+GOVimMvDYDSVFxFjn5PVvztzKi+QjizfH8o8k/eH/b+wBEGiN58IoHmbZpGu1qtMfYog0p8+fhUzzsrNjHEe8exrYeh023Ul66A61GY+S83WiyhX7f3RlquJxgSWDKrR8z4P3dGESNkvWrqoyhcNlyiuulU/bwp9zs0imJBPX2jqysV8Rvvl2V1pVFA+UdR+FKaY4mqkhGH5pipqJaFNq44Qg+H2J8DdyiRIeaHXhv23vctO4eOjfqSLUWCdzTqC6JSgSv9W3Kkp25tE+P4/rGSQh+lXLVjCBbiH56LHEBH6oo47EZsB+2VxqDQTQQb4lH/4OVp6X+Yg6XHcZusJNoPUc7IGs18j35bDi+gaFNhpJgTvzLRFeYMGH+u7kU4ZXudDqHOByODk6nc6HD4bikVKPD4UgENgHXOp3OPWctHwkMBk7Pnx7qdDqrPoX+TRB8RtrEdOCKti2QBAlRMaCp/x0pRotWhjh3QKhmSNg4Aym6NsZGg/AHzv0eRb+RVLkuwxo4UFUNxasFk4gBiXrmzFMF4zom3UqEbKUEN0LAQKfELrTt1Q5RENlTtKdS7ziA2pFpaL8rHPYoInKjuzCkdUDYvxI9tQ1KbAauwJnieFEUMPp9DKp+M2nG6nx+aH6oJi/PU0CmJSYkvCJLc3m0xaNkl2STU5GDLMgMazoMs3BGaGo6GGvVqtQeB4OBAr2cHw+t4obUXog+ExrgtXiZueMzFmQvAIJp1GlXT2Ntzloy45sSUCGg+Ym3m5jYtzbIRews2URmbAb1Y+tXObdXJrWmYWQTfB6NvvVuo3PNzpT4SrAarLy79V0aJTTCJtlwqyoByY5siqR+RCxNZRO6BvlqLk9tm8qOgh00S2zGuDodKvlr5XvyWX3ie0Z36wIbZ2Cq0xwIhrRLgQJRoHzrFvRtWzmSrpN1hcDBNGiQUMRjLR5j4w9DQiljR4yDxKg0Jh76noU/vIGOTueanRnTZgyPrXqMrQVbSbIl8WqnV5myaQrDmg7jpPskSw4uYU/xXvq27ocYMICi0KVuLO0zzBT5Czjm3kN1W41gkbqq4UEGQ/A2JfgEHm8xmnxPAVl5WcSZ45jQfgKyUrUP5/mQJBGfXBGsB9QlTs+8NYjBNPfOwp2MbDESR4wDZ3HwtlTNWo0etXswaMkgAGRBpmZkLVRfWHiFCRPm8rkU4SU7HI54QD9lJ3HRu43D4TAQjJRVnWIFzYGBTqdz02WN9P+RQEANGSJq/2auz4IgYDCIaJp+Wb/AZVmEIxurFGqLzoUYM/sFfbDOg6bp+HxVa2UURUM+VSz8++yIFhCRA0Fn9X80HsqB0gNsOrkJm8HG6JajMennPl65YkG01kdulomiaGhnCUJJErCW5nPy+Rcw7ttH747t6TnkbQb88hB+1U+D5LZgTwJdR2t+N0KsgxjBxIzuM3AH3FgMVgyaAcF7Rsj5zHaSXnqJY4PuDc6okyTso0cwN2cxHx34nGaJzUmV66JpOqWKKyS6IJg2nbNnDqMyH6Qs9wjby/ZwcxsH93ZwMHHzKHYVBWf0xZpjmXPDFzxz5RimbH4Nt+KmfXJ7+tfvj8+jBcVkQCbGYOdL5xfsLNxF19SudE/tgywYOf21CuCnTC1k3p553Jh+I6PWjOJo+VEAsvKyeHrdGIY0HsKY9WNCYyzzF3FDqh3XsUhc5igK6zs4sXcvAUHAKElk9u/Pqiv8fHXijKeWKIikRaTxzU0LWHLoB1IiUmiZ2By/FsClB0JibHPeZo67jrO1IJg6HNBgAK9vfp2NJzfy0IqH6Ofox5td3iTFnopFiQxdr17RxRPrRrEpL3hLSLQmMqvHbIyavdLlqes6ZiWCaVdNwu8tQnQXEX0yG7FuXYoF+0VtFkRZJydwgNGrRnOs/BhNE5ryz47/xCRGYpMiaFO9LT+f2MDT655mXNtx2A12XAEXZtnMsz89i1f1UiuyFknW6oiev8anLkyYMP/9XIrwGgOsB6oDPwOPXMI2rwDvAk+d47UWwFMOhyMJWOx0Ol8+xzphLgHd4KdYK2L5wWWkR6XTNL7ZJXuMqaoOCVWjLlpycxTh0iMIl4uug8FnY1LbyShCABERo2ZBCwSL9iVJwG9w4VU9mGUTRs2C6pNCzYvPxupzcfSee1FOngTANf8bbB4vY4c8TlpSQ34+oFH9ymlkVrOgGaLwnYpQGIggVopE9VQ9T4qiIdSoRdri7yjLO4LfbmLBiaV8lP05AGtz1nBPXQeaplHkLaq0bXVbdUalDUJ5YQr8+hstGzXC9kxL9htPhEQXQJG3iI92zuD+zAfpVKMTOjqSbgg1CzcbBQw7viJq3T95sll/fDV7Yi/JY6/dhc8SiygKmAWVikAJT//yNLuLdnNt2rUh0XWa3UW7qWGvEfq3KIj0rXsLetY2lny2HO/GNxGB2JbNSOvejdRruuCOMHE7KleV92DmrpnUj23AbfVuIe7AGhJ3fkWva8fz4pbXeWrdU9gNdsa1HQfA8iPLMUpGyv1nCuUzYjOYsmkKAB7Fw8c7P+bjnR/zTa9vMSh2ZFnEJ7lwqy7SY9LZXrAdv+Ynz53HrF2fcF/9B1B/19/cSjmmOXdCzhmPLt1xA7Ye06i4SORLM/pxe91MaD+Bk+6TvLv1XZ5Z9wwT205G8puZ0PZF9pY42V+6n5q2FCLEaASrTlbhJpLtyXSq2YnbMvph8FvDbXfChAnzL3NR4eV0OlcDDofDkQAUOJ3OC95xHA7HPUC+0+lc6nA4ziW85gBvAWXAAofD0dPpdC66/KH/5yLLAj7JBQKImowYMF2WKaJkENBkHzuKtjF85fDQ8uYJzfnnVa8g+i4unHRdJ2BJQmjzIOIvbwcVUbWG6G1H4FOqzly8HM7qo3xONE1H9JsxnqrVOh2nkySRYuEk930/hHxPPgbRwNhWT3Btjc74/Laqs0i9npDoOo1r2Qo6PfkkfWbtZXduUARIosD3w68i7lRkEE4Jz/MQ0EUwR7DKdJjn1z5X6bUWic2xVeyF/L2kpF+F3WAPpTZHpA/C98zLeDYHRYHnp59QH84l5d1Xqhzs57TLAAAgAElEQVTjeMVxNE1D9p+xCDgdOTIqpRh+ehVc+djWTQmZCKQPuxVZ1DGU5FH41ltoZWW81v9elicewqf6iDJFVXJsT7IlUc1ajWtSrkEu9XLDwRrs7Hc/3pMncdtEstrA1iYCpVHbQNnGQmtHBi66E1fAxa0ZtzK2zTgMioXI8iOI8wdT2HcGD6x7IpQmrghU8MKGF5h69VSWH1lOgaeAlIgUEq2J5LnzOFx2mMy4TLYVbAuNySyZg+lPQWGPy8nLv71EkbeInnV6MvXqqTy84mFUXeVw+WFUFH5/i5J1XyXRBSDs/Q5Dj8nABa57WWV74TbGrh9Lmb+MutF1ebH9izy2+jF0UUPXQfSaaWhrRuOI5iiKiq4E07Ato9rRrEUrJGQUjx4WXWHChPlDnFd4ORyOlVD1DuNwOHA6nddcYJ+DCKYluwJXAJ84HI5eTqcz1+FwCMBUp9NZempfi4FmwAWFlyQJREf/9a0yJEn8y4/j13xsK9zKuJ/GkefO4+qUq3mm9RiiDTGXtL1LqeDHIz9gkS3M2DGj0mub8zdToZWRGh17nq1/jxW942j0tg+AGkA32NDMcURd5ns6e2wupYJCbyFJ1iQ0wXSO86lToVRgFI0YxcrpmnKljGdXjg+1TwloAZ7/dSJte7XCZNSJsiRUTj2pLpBlUM6kPY2pqeSWBUKiC0DVdGasP8RzN2YiCpfe6+6a1KtZdXQla3LWICBwU3ovGqggfdgRgNi6XZl9/cdM3PgKORU5tI5rTv7mykLNf+AAyYK1ihXFHfXvINoWhW6t+hCXPK7g7M3fYZQltOJiDt96K7rnVBZ/3Tq6vD+VT46sYmybsYxbPw634ibCEME/27+E+EsWvb/xk7tmA7mqSmLrNmSMfID7iv5JhV65EsCn+qkfV5+fj//MZ3s+Iz06nc41O5NjFLH3+wQ1MrlKbV55oBxJkDBJJu6sfyc+1cdH3T9izp457C3ey/h24xmxYgTHKo4RYYjgpQ4vE2GMoMRfwrDl96PqKrHm2FBbotsybuNz5+f0zehLjC2S32egRU85yCZQfGcWWmIQJYlo+/m/u0X+QkatHoVfC4bQskuyeSPrDZ5p/QwGSSLyPN97j+rGrZZT6isjxhxDpCUSSbikFrf/k/wd99D/JcLn88/n3+GcXugOcv+p/48HviaYbrwS6HneLQCn09nx9N8Oh2MVcL/T6cw9tSgS2OFwOBoALuAaYEaVnfwOVdUpKXFfbLU/THS09S8/jmJ28cDyB0IP4eVHlhNriuXBhiPQ/BeONImiwFHlEM///DwT2k/Ap/qqrBNQApf5HiQ4LbVUwPuvvX/dEGD+oS95a+tbQNB24+PuH5NiqoOu6/j9KprJy8qc5Sw6sIjaUbUZ2ngoFiU61O9QMfkrmZpC0C7ghK+UKZuf5Q7HnbSIb4XgC/oZmUUjCY8/Tv6kSUGLCYuFpBcnsNpT9bK2GiU8ngCBC5hn/h5BMDKu1bMErvQjCiI21U/UW61Dr8vZy0hfEcWkbi/j1XXsHoHixESUvLzQOqLNhmAwMavHbF7PmoYr4GJA5gAkQWLK5le5zXEbNi0a/awoo1G2EXH9q2glJeimGKQjPyKUHUQ1ROFaueKM6Dp97j//huiBddmQs4Gvei3AXZBLydeLOdJ3KLuLfZjMAo7b+xJ3XV+sNVMQjRq37D3EzF0zQ/vIiMmgyFtEu+R23OG4g5Grg/0sc125fLD9AzJjM3m9w8s0iW9SKYIVb4kn2Z7MopsWYxLMHKzYz/AVw+md3pt+Md1J9NiY12EGZRZAFzCoFnwunW0l21B1lXbJ7RjWdBhz985l3t553NngTnqkXUdNawrFxVWvRYtsxnrNeMQfnj79IaFdN5ly1Yr/Atd9qVgSEl2n2VawjfEx4/Gpfsq9nipRUN0QYNnxJUzaOAlN17Ab7Hxw7YfUkNPCMxrPw99xD/1fInw+/3z+rnOakBBx3tfOK7xOzzR0OBzVnE7nKTMkFjgcjocvdwAOh+NOwO50Ot93OBxPAysJeoMtdzqd313u/v5TEQSBnIqcSpEPgPXH1zOk4T8wXMSZWpYlftj/AxBsZNzP0a9Se5vaUbWJMcXC/0NTJ0Xy8fbWt0P/TolIQRAEvjo8hwJPAX3q9eFA4QEm/DIBgC35W/jp+E/M7vEpkhr89SHrRtrXaM+Ph38M7cdusKOhkZWXRVZeFtM6v06zyCtRFA2vYMB8XU/qdO2KUlSEnJiIRzbTXDYy8YY0WtUwk1fh553fSrm7bRpK4NJFFwTTpaI/6EsuCAJ21w4I/G6+SO52bIqGqtrxGiBp4kRyhg1D9/nAYCDpxRfxyRaSxTReaP0yiuhjws8vsO74OgDmOOcwv9d8bEIsmsEfbEsT0HCXxpH34rso+flE9bmZ2HufxKWakWKrRjOF2BgaJbZAdpax9YmJlK9fhaaoJGbWpul915DiiEQIlFNeOxV/QEfziwysfw8pEan8cHgpGdEZ9KjTgyfWPEFORQ4DMwfSO703dqOdY6eMcXcV7WLtsXX888qneeK3l9mav5U6UXWYdNUkjAE7mgJek5uRq0dS057MzXIL3MOe4tDBg5gcDpKnTsEdlYiqamiCTmpEKrIg8+AVD3LfD/eFnPZXHF3Bx91nIiuWc7rAexQDYv3bMNXrjlC4Dz2hAR4hAr9y4UhmpCkSk2TCKBqpHVWbnIocGsQ14ETFCRYdWMT9DR9EUiunKlXJz+SNk9FOtQCqCFQwfsM43uz0TmgSSZgwYcJcLpcUM3c4HIOBX4F2wCVLRafT2fnUn3vOWjYLmHXODf7L0XWdatZqVZY3iMtE5uKu1Jqm0Ti+MRB8QLVNbsukjpNYeWQltSJr0a1Wt2DbFvHvd9V3K+5KfRLHtBnDQyseCnlIzd49m3e7vktKREqoCPyk+yTFvmLiT82gFAIGnmj5BAHVz5qctaRFpjGq1ahKTZ+/2DuHRq2aIhCc/u8VjXhNRoTkSHQdBCBBKKXf8UkIKxeRHpXKlb3ewi0reAPncN0Xgk24ITh79Xy1abquo0elgi0BXPmh5Vqr+/CKEaDqBDQQ6jWg9pIlqCXFSNEx+GQTPl0EVcMsWZh36OuQ6AJoV601tjIflrLD+CPMfHv8e65L6EjB4CGhFGrRjI+Q4uIx9LkNS+MmGOvWxZ+dHTy+zUZebDyHh0xAyjuOITKSer26UVeZR5RpLRxcC/bbKO04kgqxFK/sxSYHewp2S7qB9snteGfbOwxZOgSvGlTs3+z/htc6vYZRMjJ46eDQWDcUbOXGWtcxtcNkAgigiZg1Wyj6oxCg0FvIlCbjqXjgKZQTJwDwOZ0cHz6CpPc/wCVb0XWdeFMCD17xIFvytlRqbxRpjOS7Q4sZ1qAOqNI5PwuXasaFGTEh6dzXuSQSEAS8AQ2zQcSka4i6mZk9ZuJVvWzN30r9mPokRySzu2B3MMoqnkvkeVD0ymL9UOkhBDFc4xUmTJh/nUsRXncBjwG3EGwZ1O8vHdF/OSbdwuiWTzBl82sEtAC1ImvxeIvHkQLGi1pVKIpGi8QWtE1ux4bjP/HiLy/Ss05PhjUdxrSsaUzfMZ221dvybKsXLru9iMEgoeuXZ0lxGt3sQ1AhzhxHobeQjJgM9pfsD4kuAFVX+XzP53Sr1Y3pO6aHlltkC5wyptd1Hclr4/lW41CuVCgPuHhmwzh2FOwIrV/NmoSEXCUWclowmSUFcfVLCLu/CS4oPoj0aR+sD2XhpXLoV5Q13GIZH+2dg67r3O64gyghEpvqAkHHr5twq6bQvsu1SCIHL0dc80+E4gNoVwxAqd21kueZz6BTYdI4pBaTYrVh0g2IZxnvi5wRf5lxmTwdeweFve8IWlcIAj0eH465mZcypfIDv/z770m4vielURLC68+h/LiW3NXrKdy1F23Gh9ga1qWwTxeu6HU7dRQ3UZ/OCM1aKK7bmal75zA/ez4ANSNqMv3a6Rh9EWAU+Hb/t5WOFWGMoIa9BgOXDKyUnruh9g24FSu6ooVuHMpZn4RRMFLdVp1Y0Y77lOgKnZd9+xC1MzNTRZ+Zm2vfQlZR0ELCIBqY0PhJmogpSMfziahw4zVa8XNu8QWcU3Tpksi6g8U8tWA7PkWjepSZWYOuJF6W2Veyj7Hrx4bWHdfyaXrGdeKKpAiiSwMEjH68wpnvjVW2hq7p01ydcjWiVrm1VZgwYcJcDhcqrq/pdDqPEazLOrszcg1g77m3CnMxhICRHjV60jW1K37Nj0kwYVTsqNqlCR7Ra+aF1hPw6140NLYXbGfQ0kGhh8O6nHVorRWkS4igAQiyilss57ujK0m0JtI8oTmy33rJETPRoPPp3s/49eSvvNr5Vd7b+h5wxpDybHT0SsKjR1p3rGLl9Kqu6yg+SzC1ZzZUWj/SGMmQRkPQAyLnmPcBgFH3IGT/WHmh4oXSowi2zJCIEgRwS+X0+bZPKNLz5d4v+fr6z4n6+CYoP4GU2Rtjt4kUn3LyV1SdYiEOc+cXEfUAimjDd5bNhSQLZJVsZuSakUSbork65Wq61epGhr0hul/E71fpkXYdH+74kDJ/Gf9IuR3P2MlB0RV885S/9ibxS6pm30316qIEvMyd+iz+pb+QUAABk4h4dVNKO6fzXsl84ACsWsl9DQZyX5thWH56E6xx5EbXZP6WM612jpUf4/1t7/Nwo0cx6CZ61unJogPB+S0CAqNajMIs2Hi0+Uhez5pGrDmWFxs9QQ1DIrq3HK/JjnKOWaEmzcbr17yOr6gMKS4OtfCMYDGkpKCLlUWU5pVpHNuEtMg0BqT0oeGCbZR/MR6AElkmZcYM5HqZl/VjQBEEnpi/jcCp8Z0o9fLk/O280b8ur218LbReg9gGXOVN4cgNN6K53JQIAvEjR2K+6eaQ+DIErEzvNoPnf36O7JJsOtXsxIhmjyB6DeF5jWHChPmXuVDEa+Sp/97jzFNOOPX3hWY1hrkYAQk5YEM+VdN1rlqW86HrwWiBGTOK2cX4n8ZXikqkRaWh65c2c0+SBHLVE9y16M5Q3Vl6dDrvXfM+ovfSalj8opt5++ZR7CtmzPox9K3XlyRbEs2rNSfeEh9qMi4KIkMzBxIvmskwx5JiSyZZVbGoKuXn2K+u64heC691nMpxdw7oUM1eDQkJDT9iwHhOCw5FMGKo1hih7PiZhYIAEdU5u/2ewSDzefaCkOgC8Kk+5u6bz6MprWHnfISd8xGTmmBsNAS/ArJBQgXckkKxv5hDJVk0jMvEgh2zqlEuB3jhlxe4JuUaBmQOYEH2Ar47+B2JjRKJMSacsg6xMbfnPL47uJiG0Q0oOXymYTQAqkrA68Z6a2/c875GB/wJ8RyqKOFI795E+XwcT4Kj/ZvQ7a5HKMaFw2AnvrQBk36bhKIpzHTO4fbObwaFV0TSORuYZ5dmo+BH9Jt5pOlIbqvXj+zSbFoltcKqR6B5JNrHdaJVtyuJKveR+9goDm7Zgly9OtUnT0ZIq0fg1HUmCAKqycMxTx6R5giIMxE97TVyH34EtbgYOTGB5ClT8ZjsoFa+1mW/lQ+vnY6tyMXRL/551gepkDfhBZLe+wBFvvQZSOVeJSS6TrP7RBmgUx44c6Xdl9IPz3OvVRK9BVOmUOeGG/AagsJLUyFGSmRSu1fQBRVZNyF45QtapYQJEybMxbiQ8NrpcDgsTqfz6r9tNP/DaEYfiuBHR8egG5ECFzdCNahmxrUZx7M/P4uiKdgNdl5s9xJm1VYpBXQ+FMnPW5vfrFTsv79kPwfLDlLP3PDSol66QJQpimJfMcfKjzFlc9Aw88c+PzLnhi9YuP9bCjwF9K7XmwgNzAfX0GPzbCg/ARV5qMN3wHlc8oPiy0yquQ6HPNkM/mEQOeU5dKrZiTGtxyJ5LVUegh7NjKnHJKT8PVByGCQDWtcX8J3jGOeyBZAFEfQz507M/gFjo/64DXZm/XqE9GoSe3wLmL37EwAaxjXkqZajaLzjO1zN+uFTfdzT8B4GLR0UEsSLDy7m655zSSnKgfgMfNjoXbsPZkVD6dKF8u/ORLjkhASOU0rZbZ2x10jh4MJvKT18FHntWhKvu5b9rWPJMuxhSJMhDFp1f+izu6XeLTzc7GGmbJqCqqvo1liISwd7Ek1qtEPaJFVq/NwhuSuSYEdHwaIYaGKM5orifPTjn6E3vYtyKZpAAOyawMmx4/Fs2QKAcuIEOUOHUmvRYgKnBJFq8lRynr+xzo08esUIUhZ8heALgNGEx2gNzV49G03TET0WJF9ZldeUvHyEy1Q5EWaZCJNM+VmdFa6qG4+km7gp/Sa+2vcVAEmWBAJHDv9+MGhuN0Sd6Qepqnqlovuw5goTJswf5ULCqzGw3eFw/AC853Q6t/5NY/qfQzd7mbxpEksPLwWgTVIbXmz/MsJF2pLoAYm2CR35rvf3uAIu7AY7BsV6yakZHQ2PWrWrk0f1IAing5sXxqzZeaLVkzy44oHQ7K9edXohaDJxlhiuTr2Gj3bMYOiPQynyFjGwQX8G9J2BfesX2H/9AP0cflW/JyC6uX/Z0FB0atWxVdiNdkY2GQ3+M5ewVQ5gFjygy6j3LAHVB6IBDxY8SuXUq9+v0LvuTcza/UnIANVmsHFLaldYNiW0npbSDp9kYcCHv5KdV8HSxxoz9rtZ1IqsxXPtnmNf8T42F2wjodUAInSRD6/9gG0F2zHLZvz+oPBSNIU5e+cx2u7Au3cx2anNeX3rO9hkGxOffBJMBtyr12Kqm46h/13sn/k1J5b8gOLxEh0doFXzCtLaNuDbDk3JjK1HI6Err2x8pZJg/mrfV8y+fjYCAjfW6Yktdxdc9Si4ConeNIv3Ok/lpc1TKPIWcXPdPjhsnSj3qUQIAnY1D/Hd9qD6EQB+fpuIYRsoUqOQdRXPb79VOneay4XudkGkFVEUOFh+MCS6ABYeWIgkyjzS6DE06dTne5FLUrBHICcnoxw/E6mMurkPAZPlEpqUncGo68wc1IrH5m7jUKGLjnXjGX9jJqJf48EmD5EeVZeVx1bgkjVir72Wsq+/CW0rxccj2OwX2HuYMGHC/HEuZCfxiMPhGAXcBLzkcDiiCXpufe50Ov8rjUUCmh/F7MKnejFJFoyKFe3yHAguG5NJ5pgvn5PuMw7sP+f+zMpjK+ie1JNAoGqrnLMRAjJyQCYKG6iX9YzCqFkY1HAwv+WeebDGmmNpENMA1Xtpe1IUjQx7JgtvWkRWXha1o2pTzZyE6DNRYihh9JpRlby5Ptk9mx61r+dTMwy6ZyHSRSw0BAHyPQWVUoIAG45vQGvqRST4oIyQ3Rg3vYu44Y2gGWy97qg936DYb8UkaEQobkAnYDDj1YO1RqZABF/dOJ/vDi5G13V61rmeuOzVnO5To6d1QG91H/lujey8CgySgMmgoqPzXLvnGLt+bGiG5jtb32F+r68QFBFZknm186vsKdrDaxtfQ0fHKsoIe5dQ0HYoA5YOQtVVBjcazMR97xLfPZr6yd3JX7oa/dGRiCYTtbp2op4yj7goF0J0KgSKaFitGQN+GML07tMrTVw4ja7rTGg5iqtqdMSatxeWPQeeYqxNb6e1YGFG+p1o5iiIymTi6nwe62HFqwcoLi0iLrZ2sJl4ypVQcRJh1zcIje8gr6QQc6OGeLK2nPlMzGZEazDaJYoCua7cKmM5UXEcFQXhVK2hLIvImoIuSviUqoLebbKTMnMmhW+8gT87G3uP7kT07kO5dnldFHRVo3akic8GtQJBQNRB1jQ0XQePiZ41etOt5nUYMWJ9NBPRZKJ8+QpM6ekkjhuH22SDC3Q1CBMmTJg/ygVnNTqdzgAwD5jncDiqAyOAI0D83zC2vxVR1skqyOKx1SNxBVzEmGJ4u8s7JEtp50yR/FEEATSTj5W5K1h/Yj3X17mewY0H8/jqx/GpPrLyNtM9+YY//bhnoygaGRH1mdn9Ez7b8ynVrNW4q0F/jAHbZbVFEQIyFqLpGN8FTdMRFAHV6CdYTn+Oh6ziZnb2PK5Nv5EamsyFImu6DnGWOERBDEXUABwxGZhLDiPb6+LVzRgqjiGuO1U8LYh4EjIoV8uwoeGe8xXHp88AVSX6rruIumcQFaIJTQWDaqdvrTsB8HtVAmndkR7aCrpKQDBREbBxOmhTK86GORCgS0oXskuyK/VG7FarGyuPruKfv52pUxraZCh31L+DRQcW0TelKxw/zLL8zaGUX1NPdb5/7yOsOxTy/JAfD1ldBMYMn0ZaggOVxylQ3RwpP0aNmHpUk20MbjSEbfnbuKH2DXy659PQsapZqxFjiqFJYhsULJQltCVy4ELEomzYswhm30pcrXZgtHPsqmfp3rKEWxc+THmgnPTodN68/RMUv4vvj62ktjWZ1sntOOI6zLiNY3l//HMow58mcOQIYkQE1SdNxGswg35qpm21lhhFY6Vaw74Zt2HQLCioWDUf6o7dlH7xJYbUVKL798dljqz0vVJVjQpLNJGjnkIM+FAsNsrPIdAuBeWsWZdQ+ceIEtARMaIA5ZKF+FGjiRo6DF2UcBssaKp+0ZZXYcKECfNHuKidhMPhMAM3AwOBCGD0Xz2o/w/8sofRa0bhCrgAKPYVM3rtKKZ3/QhZ/fPbC2gGP69mTea7g8H6nu8Pfk/vur25u+HdvL/tfbrV6l6pGPyvQvAbSTNm8HSzcQiIqD4d9TxPHbOsYdBdKIIVrypVeTgpioZuCHDMe4jpO6djk2081+45ZmyfwbIjywBItCai6RqKprAtfzupNeqiaRd+o7JqYkzrZ5j46yT8mp8a9hqMafQPor4chDr4Ryp0L+X4iU5qArnbKL3uZeaIbr5b8zhvxg6j4s23Qvsq/ugjLM2bY2/dCoNWATr4NDNuxYgkiRjxg+IB2YSGiK7rWGWJzo4Eth0rxVDhY1zTB/j+ZDBKaJEt3Fz3Zvo5+vHziZ9Ji0zjUNkhAD7a8RFf3vglgxr0Jy5rDlz1CEnHN9Fop06zLToncp6nsSywOwOyrhA4VgNEUcIeFUeh6CerYAcx5hjio1J5f+cMkmxJ9Kp7EwG/jDepELNsZu0pv7OBmQNZcuA77rNnoMQ3IaDolMqxRJlj0MtPkH/vQhbmrEaTDPSyyzz54ygCWtDnYn/Jfp7b9Cptk9vy9ik3+4eveJgj5Uc4XHaY4Xtf4ompj1NNisFktiNF1cR9loWGUbUx67rZTN08hRJfCXfVv4tmcS1QfCoGg4h/zU/kjn4itH7Z4sWkfvEFZVLl75Wu63iRwGCFf1F0XQ66DpjMuAxBaWbUVMyKByUvDzk+Hr/BjFcIW0eECRPmz+VCdhKdgbuBzsA3wCin07njfOv/p+PXfJT5Kxf4Hi0/in5ZybtLRxH8fH/w+0rLFu1fxPTu0xERaRTbGOUS031/FFXVQD1/TZcgCMQYKhB+moZ4cBV6ShssHUZRokZWKsAXRYEcfw53L707tGz5keV80fMLjlYcpYatBvc2upeXf30ZgJZJLS+pHk0IGLguqSMdu9TBp6tYPaXEffso5S3vZmPRDj7YMR2jZGRE9/E4steQV70Rb64YRrda3WD9xir7cy1bRkRSOeKmGWCJQYpJxdh6OKLmQ5rVC4oOgCBgbv0gYusRVKgWJvZuxMFCF9YYDfPaSXRpdz8fmON4pdMrLD6wmCE/DKFWZC3GtR3H21veZuPJjfg1PxbJRKIuUWbIIHvMo5Rn5XJjuU5hDOzqmUzXu0cybfPYUPunhxoORpFk+nzbB48SrL9rWa0lAzMH8smuT9h8cjN31n6ChGg44TrBrRm3kuvKZcTKEbzd9nnEr4ZhunM+bikZRdEos9TBc8Nk+iy8lYpABbIo07Ra85DoOs32gu3c1eCu0L+3FmylZbWWADiL9zLot5EATGj3Ih31VIL9pU6hiCRJqbzQ+mU0VCy6jYAv+LkafOWcnPFRpWMpJ08SOHYUIa3+ZTWH/yuRZRFp3x4O3ndfsOuAKFJt7FhMXbvjuzSf6TBhwoS5JC50R3mOoJXE/U6ns2pTwP8yTIKJJFtSpXqVhnENEfW/6KYrBC0Wzp5pJgoi1W3Vub1OfzTv5dW2/JXYJQ/iwodC/lhC3i6kvB3Y+8yiTDtToyXIOrN3VG5K4Nf8/HR8A+91eYffcjfy8faPiTPH8cyVTxJviEP3XdqDV9AMJP78AcK2OcEFcelk12zK8FWPhNa5Jy+L73svYvfJoNg6VHYIvVl7mFl5X9Y2rSirlsGqFrdwxJ3H9TWuIilQgm3dtKDoAtB1xJ/fxHDFXSCnICkqtePtHC7IIaPhLcT5rXzX+TO+LVzJvH3zAMj35PPoqkeZ2nkq9y69lzbxrSj57H12rN5DwdadiCLUvDKTxBu7UNG4Fj7VjyM+g0W9F3K47DCJlnisopEJv/0zJLoANp7cyPDmw+lUsxPJ9mRqxRiIKMzh1to38OaO6ai6ykstHid1/1ooPYaQuxVznVQ8XgVBkvn2wOLQBAJFU7BIFsySuVLdXPPE5pVq8X7K+YlnWj/DguwFHCw9CAS9r9pWb4viqRqhVFUNUTUiAoGzfqxooo5oOYc1idnEv9McQbO3gpynnw6KLgBNI+/ll0nr1AmfIVxwHyZMmD+PCxXXd/o7B/L/jUGx8U6Xd3ly7RM4i500TWjKy1dNxKhYLqve6ZKPp5m4LaMfnzs/Cy0bmDkQg2q5aLPsvxsDvqqmpEd/Rdb9cFZxvIBAjDmmyvaxpmji1r1B85YD8aV6cAc8dEpsRQQKZZx75qYkidiFMiTNhy4acQt2tC7PIWoqgnMxgSvu4otT6cvTaLrG0v0L6ZzcHoC9xXvJbR1Jtd434v5mEeg6Ed27YW7Xhjs3PEx2STY6Oh/umc0HXd6mta6AZID0a8AcBQfXIBQdQEyqhawrUFFCrNVK4YItFM96HMFqpcPwoTzqGMoUZ9A4ttRXijfnBPtBDgIAACAASURBVI/sbELkul1sKf0Fa1IijXs2oZ6wBPOAF+H4ZlgyA6JTOd7zFW5b2BdRECkPlDOm9RgKfIVVzseRsiPM3TuXI+VH6FWnF6Njm9PqsJNpGQMhfw/Rq6bAsaDgFOLqYP1tCpZmA/BK8cSYoqlprxnquzhr9ywmd5rMcxueo8BTQJP4JoxqNYohPwwJHa9mRE2MGHm/y4cUegsQBZFYUxySz3LRDgtn47UYMY8Yimfwg6AGBZupSRPExIR/qzoqQYBATk6lZbrfD34/hLONYcKE+RMR/l1C/RciEFD1v6ObeHS0lUJ3IYg6aCIGxfKX9jzUTF72l2Xz68lfaVe9LbXsdRB9F7aQ+P8gRi5Hfr8deIrPLDRYUB7YRLESGVokCOA1ltFv8W2htG1KRAozu82AshzuWP9EaPamVbbyVc8vMQdiqzyAZVkgQiuFvasRj69BPLQSrddbYK+GeHwTJNRHi07lnf0LeHfbu5W2fbnFKDr5dZYaNF7b/gGqrvJq8+doFdEA0ZWPgJ/c2ESUsnIMHj+K1ch7Bz/jiO8Eb7V4Cr85gsVHfuS46yT90/tQTY0ABXSvh6KPZ2Jp1JDcZ5+rdMzIuR9x17ZRxO8sptkWndqHQRBFqmfG40grp+y+OcRaBBJmXQ1+FzQbAE37URRfj3e2vccc55zQvtomt6V7rW48u+HMMewGO+92fZcB3w8ITVb4oedcqr/TCQZ+DWsmQ/ZyMNqgw2PB4qUVLxBodCuFPV7gt5ObMYgyNoONsevHUhGoYFHvxaAFzXslXUYWJPZX7GN+9nw6JHegeVILBFXErNtRT6WD/5VbhSyLlPiPYSpxE1jzE9RMwty4MVJEAvpZViCCIKAbAgR0P2asqIEL7PRPJDraSkmJG4vup3j8WCpWrgy9ZqhZkxqzZlNxGQau/+ucPp9h/hzC5/PP5+86pwkJEZuAlud6LVy88Dsk/5m0yOX8sv9XEH1m6lub0LDuFaiqinqJabdLRZJEBIF/qf/i2bixY+8xCfHroaGnr9b1ebxYg/sXJXyajqbr2Inhqxvns+nkJqwGC5mxDYnCwHdFuypZZrgVNzN3z+KBBo+gqwKK5EMQBGx+HdnjxZ9fQOmKQ0jGWsTe+DHyt/fCrdNh4QgARIOVvsM38fX+r0Pp4XrR9WgbVY+I6T3o1fQOOnX7CF3xYtn3I6Zv/gHeUrSbPiAiT+HEwyPweL0IZjMPvfYSs2O24LXFMmDJ3ZxwneCqpLbIB3I5Mvp+lJMnMaanU+P1aeS/NqXSufEDB155k7ud5ZjKdbQ4O6b+7ZiTvJt2mV2p7+jPIzP2kh5vYdr9G/DuWEhAF/FG1eLrU47/Z7Ph+AaGN32Qia3HMufAQhKtifTP7M8bWW9UmiGqSiaITIY5d0HHx9G7vwx+F8LmmbDpY4hO5Ujb+7j965tCKcXG8Y1545o30VUrgmpBVkSkUz8sdKCeuRGjmtVjW/EWHlz+AKqmMrjRENoktke8zN6fwTGKuBSdAPFYaih4+nQlyhgFmqGS6JIkEbdczOtZr5Ndkk2X1C70rXcbgsd8gb3/uXhFE4njxyNGRuJavx5z/fokjh2L+xxu+2HChAnzRwgLrz8B0aDhlzzogKQZkALGS44OqKr2p9tVSJJAwOgmK38rHsVD66QrMQRsXGTy4HnxKQJSShfMD29ByNuNHp+BT4zEo8hoBpmnFmxnpTMfgGYp0bzbvzntYjtht5spKXHjM8u4xaptjCr8LjRJ4bDnIB/v+oin6g2jcOJbVKxYgRQbS+JjI/Hu2MnJD+aS1P1upLNPasBN/M5v+fS6zzhSdgiD6qem30fcvGC6zLj1c+Jb3EtZyQFcdTriSWtPhPN7hOpXcfLmW9G9QTGie71UjJnA0HmfsqtgBydcwebOI+rcS8WAkaglJQD49++n9Kv5mBvUp3z5csqAAlGgDGDTFmq2bkntXj053CiKx9aPQtVV9uyaSbHPRbuMm2hcPZ4yYtGb3kNuuRfNf5KF+xcyutVolh5aGnpbRtFItCmGhgc20qL54+zyF7IhZwO/5P4SWiczLhNr4QHoMREtKoUCn0xRuZmMrFcQtn8JgKtpP6btmV2pjmt7wXb8ih8tEEWpMQ9FD1DdnoTmldAUAV3XKfDlM2LliNA2Y356hhndPiLdVB/1MvytVEnkvXWH+OinQwBEW2Tm3t8OkyBU2Y/f4GLw0sEcdwXNU/eV7KPUV8o/GjyA7j9/k+w/E13XKZetRD7+BDEjfGiSjEs2o4VFV5gwYf5k/r2Kif4D0Yx+luUu4eaFvekxvxsvbnoezey9+IZ/IQGjm3uW3s1ja0Yy5qdn6LOwDx65DOHSWjieE7dqokiNozihA0V6Ii7VjCyLZB0tCYkugKyjJSzenosoCggCmE0iZq2MaxJbYJHPRBNFQeTuhnfj1Vzcs/RuqhviCcz8korly0HXUQsLOTFmLJG9bqRs+Qq01HN0rrLEYMWK5K1F44jaxC15GkqDdUx649soikvjqby1XLtsMNevfpiN9a+lwlOKWlw5yqQWFWHWZQic+dxsqgyyTPRtfYnu2xcpLo7cTz4hp6KCXSYjByQRD5BauzbXz/yYDFVAnD6LRj+fYE3Xb5jffjoD029n2dGlDO5QjTb1jKiCDzEQIMPqxm6QOVJ+hC35W5h69VQ61OhAt1rd+PT6z5m+upgfE+5GkWP5dPen1I+rz+hWo+lQowODGg3i9c5Tic1eAQtHUKha0RGI9x9B7/wUng4j8bUeimJPosRftQ2PxWBmW+kPeFQXiw8uYvrO6bikEmSjgCxLLD28pMo2C7LnI8rBi0cUBRRZokSDcl1AlaVzXldeVQ+JLoASj8K4b3Zyyhu/8rWluEKi6zQLDyxEEf7eOT26Dl5kXAYbHtH0l5YZhAkT5n+XcMTrDyAI4NLKmPDLhNCylUdX4IhxcEftAX9bncrZyLLI2tyfQ4XUAOWBcmbvnsWwzOH4vecPewkCKJJEhV8loGpEWwwYNa3SA6iyfYTI9pxSBAF6NEikdx0bZX6Nwy4/VsGFtHcZEfuWorccQtyqF/nqmnf46MA3uFQf/Rvcxe6i3fhVP5/d8BllJ48S2PBW5QFpGv5DhzDXy4CI6njz1lJ+7yJ0UcbmLsEaVQvb4eVcYbAgbFiGftPbYIoAyUDAYGfevrmszVkLBBtgi4LIHtdBkh0OfE5n6DCm+vWRAqXUi6xFDXsNcipyEK02ak6bRvG8uRTl5ZNfpza5WVkwezYJmZmk33QTyW1aIZnMHOx7e0jM+V54mWqagHHNWvo1dtCm61i25Gcxdv1Ybq53M8MaDkb+oCtRPV6iXXJbPtz+IXWj69KtVjeuTrmaY2Un6NWiNo98tp+EjaW83Pdx7l12HxkxGTSOb0yDyHQsuxdBSmuUlvdh27MENVCEq8ltbPUXMVMowmaz8o/0jgyv2YR7fxgcep/x5nhMkomWSS2574f7QjMn5zrn8lWvr7AKEaRHp1e5LjJiMhBONcQOSBJDPtnIzuNBUdc+PY5X+zZFCpxp8SAIUFThr7KfI0VuVB1+H8MySSYEhEqp1ATrv1fxfZgwYcL8WYSF1x9AkkR2Fu6ssnzDiZ+4pXZfJP6+GpXTiAadfE9+leVFviLyAjlEmWIQzlPAr8gSj8/dxrr9wVl16Qk2Ph3cGuk8fZMURaV7wySaxUhk7NpA4MU5SNFRXDdqNOK+zQgL7wdTJEJmbwz7fiQldyejek3jN6PM46tH0TihMQMyB7Albwtt45phbtIY//79lY5hTEnBMmQgFVF2vir08P66xwhoAW6p24cHrTHEeMtQdn1Nab0uGA6vI3LfMgK938etBfg599dK+3IFXHx+bC4TXn0WccI0vFu3Yr7iCpJeGI+8ZDDxPacwq/PrrDqxAUNeGb/cM4RCTcMvCMiAo29fUm6+BZ89gpR1w2Hj95RG3F4lgla2ZCn2Th3Jf20Kjdt9zLO5n+PX/Hzh/ILUiBTuqtuVGFchL9e/l921e2GwJRJnieNQ2SES7QksOTSHF2/py5CP9pCgVGdB+8kU6QEijRHY9/6I/ehGlBumATq6L5+l1dJIdB/nweUPhsbw45FlfH3TN0zrPI3P9nxGvCWeuxrchV/zs+Tgkkp2FW7FzTfZ32A32rku7Toaxzdme8H24DUQnc51adfj96gYDBILth0PiS6A9fsLyTpaTJuaUaFaQl2H6lGWKs2qb2xaHbMkoP0ue2fQTQzIHMgnp8xbZVFmTOuxmLUIFP4GF+EwYcKE+RsJC68/gKpq1I+tX2V5y2otMWK+7EeGJAWd0jVNB2MARQxGDQyqGT1wabUubr2CK5OuxCSZQqacAgK96vRi+Mrh3JZxGzel3nq6HWGlY287Xh4SXQD781189usR7r0yBeUcPSM1TadmlInqm3ZTMOnl0PKjd99N+ryPkWQT+MpAEPBd+Q8Km9+B22hj9JK7SbQkcku9W7h3yb0EtACRxkjmD/0A0x4nvt27EYxG4kcMJ5AYzXfqLzR312Ra1uuhY3yx90uuiG1Ap+qNmUsxCw7MIcGawJNdniTVU4jVGke7+KZsPHnGQPXr7K+5w9GPQZue4P7h/WkR8whIEmqEhBJTiwJN4bcVS4lavY/lqyaj6zp2IFnViALiI6P4jThWbTzBcxm9kONaIZ4oqXJeDNWqoRYVAeBatw6l8RnxsfLoKq5vfDfxooHY6T2of99yZp9Yz4fbPwSComNyx8lEmr28emtTTBYjkZvfJSFrJig+sESj3vsDpWoE0eTjbXwr1XwFfJP9TaUxeFUva46t4fq060iLSsOn+jjpPkntqNrnvG40XWPzyc1EGiKZ2mkaJb4SNF0l2hSL7LOioaMLAjtyqqYvd50op11qDGc35zHqGnPvb8v4b3dytMjNjU2TubdtGlqgqogX/EYG/h975x0YVZX2/8+5907PJJOeEEjooUtHFJRmpSjYK6LYG3Zdy6K7rorYVl2VpqILK0oRQVABFRBQkColUkIIhJKeydRbzu+PwUAI2Bb33ff9zecfyJl7zzn3MMM8ecr3aX0dw1sOZ59/H62SW2EzXBhG3OiKEyfO/z3iOV6HEUKg6AGS1BpcmvGr8qGkhCQ1mTFdxmBXYlVfvbJ6cWX+lb8pzKipghR7Lb5Dy/BVfofqCvKPza9y/uzzGPrxEKbveg/L8evyXaSUTP5hMm+d9RZDmg9hQJMBvDrgVVYdDj9O+mESUSXU4D5FEWw/5G8wXnCw9me1++2hIME5s+sP6jrBtRsgo33s529eYU/PUQz5YjQHgqV4NA+3nHILW8q3cHfrG7mnzS2kulK57vv7yHjrNbyfTMM15x3mdooy4KtLCdhMVpasarD24pJv+EGv4qVNE9hds5vVB1Zz9ddjqHQlUloT5qKs3gxs3A+BwKW5ODXtFLpJO++cMZ5B6adjm7EAZfwEIt+sYeO+9sy69Br8Y9/m4OrvaNKxI21Ni1aWJJnYB0W43bTMSuC8To0xm5zLntvuR4bDuHv3rtuT6vORfM3VVH8yDwCzc1uKaorqXs9PyY/9tqOHwZVM1J3MlB+m1L1uWAYvr32ZRKeL0/N81EYdRHrfh3nLSszRXyJvWYlfzcKyJH67h4JoJbuqd5FgbyjyqSoKZZEyHv/mcS6ddymvrH0F0zS5vM3l9fLt3Jqbfk36saJkBYuKF6GYNpKtLNLIQQ0fkVSRpsWILjkN1jm3fVYDI8kyLTIcCq9c0okPbzqVm07LQzmO0fUTStSBz8ygg6crtnACGOrhqtx/IzExTpw4cf4LiXu8iFUBJolKlPmPo+77Hluzfrj6/YlK3fuLLU1E1M6w3Is4v+lgLCw0aUcJOxs0h7bZVEKiFoHAYbnrSTwkKtWoE/tD7UFodTYrul9Wp4ZumAYTNk2gd3Zvmtnb/GLCrybt2BU7Dy59kElnTWLOzjmMXzO+rn+gEAL1OL44wzAZ0CaT5z4rqJdbM7J3LonUoKhRLKERwMvR35+WpmFrkgur6htGtqYtYFUpKCrVvW8jimTi2ROxGTCr5xvI3fvQHO2omDQJFJVzb7qfd4NL2C0qiHolDy9/mP2B/ZySfgqXNb+A3YerDY+mZ2Y3Fu1bWm8sZIQoqNrFyg0+7mtVyVMJ7Xhk0DUIoeJNyMG5ehJG8wspvGYkVWVllAtB1aJFSCGQzROYe1qAa64fS2tnKyovux6ruhqIGVSO8wcz7NVvaJmRwAdDc9H37mX/Y4+TNfbPpI6+AbOqGlfnUyi5/wHMqip8V12JPy+ToqKY4dU2pS2X51+Od8Ub4D8Ag54iGvHXa/4NcCBwAKfqRD+sEF9ruAAXwpFGksuNXhVE0xQKagu5edHNJDmSeH3g6yzcvbCu12hjb2Na+loy+vPRPN3naW7+4mZ2VO3gk12fMLLN9cwaNotZ22dhSpNBuYN4dd2rhM0wp2b1RpU2DKwGOVamadE2M4Enh7bjzaW7sKkK95/dmjSXdtzqP9OUqEhUaBBePB5Sxn5xsAkLVzRIeMMWHJlZiPQMAup/PmwfJ06cOH8EccMLSBB+1OmXwqEtAIh1U1H8JXgGv3H4S+8X0FW0oxTcjzW6pD3K91XrmbBpAprQuLPznTT3tEboNhx2FbFmSszoyupI+eBxfL3hHw2WWLF/Ba1atCcaPbHXAEDR7dzf7UGWFC+myF9EQUVBndEFcFP+VST5D1LrTKwnYyElJNkVJl3Tnec+24bbrnL/Wa3plRpGnRY7G9WbTeJFb+NPakfUiHkjwppOyi03Evj6S4xDsdwyT58+KC1aU5H8Jrg13itdybvfPkqmO5P32zxD6d23k/XkkxRff8MRVc4VKxj10VSEK4O0UDXTOo3BdKdgLy0g+e0haCM/5vL8y5nx4wwsadGvcT8G5Z3Nqm+fbnAGTiWV2Zv2c2n37qiuVjijESoMG/d/uouXzrqcfVPeYXtFORFVQZWSNAmNWrUiOu4eDhz8jEYpuTy45lme/tdEjKUrQQjUvqdSYoOIYbG5pAZTsyHcbiy/n5L77kdJTMTRvDnu/Mbk/PURpDsV3ebEsAf4YMgH6JaOJjS8WhJG7zGEohGEasNjF3UJ/T9xXrPzKKmA7EQNh3VEbuRoQ8iyRfnnun8CMbX8V9e+yodDPmRJ8RLcmpvmvuY8seIJykJlONQjOX1bKrYQ1XWcRhLXtrmObw4s45ZFt+CP+hmYO5Bz887FCJ3YSlIMk6HtMxnUNgMhwaWK44ahVVUhqgUwMVBQcZhuzJ9/69bdZ99fTOGVV9a170k46yxSH3ucgBI3vuLEifO/n7jhBahWpM7o+gmxYxE2dOBXGF4/g6II9oSLGXNUT8GbFt3EzKGzSBZZCCxETexLt+y8Z3hm/Wuckn4KC3fXL+vvmdkT0/zlnBcpQYQcnJs9BKFG6dQ5k28b9WVtzU7OyehJq+oDaEWrUNq25tjpFNOia3YCU2/oQHnkIN8dmIe7Oo9mfe8hec7t4N+P8q/L8NyyiiheLGeIR755mNqon79OGU96lYmWkMBGo4iP98zgyuyLqCXIwqLP0S2dIY0GEXhrCu4e3fEvXFjfkjBNxIKvSLjtDsS610hb8Uq9vaUsfYFbB/6FUe2vR0qJJu2oESdjuo5hzcE1dUr5g5qcy94yGw5NpbDKZPTUbSAlLf176V64koWvbkAYOm4g17JIlrEwojs5GV9RhJu+c5LaLAW35mbI8mvpktUFKSVFq6fz524T6/azrtKky9NPs//BB5G6DqZBxh03oC19CJLzCA8aRzAscOvJODQ3hjRw48EfEQx4dTXVoVgsun9+OpMvmsKP+9bRzNEIKRQirgwufmMDPreNj27ujXoCLakkR1Ld37898C1rD61la/lWdlTtoKAyVrWpChWbcqTnzXlNz8MmHRjSQg8IeqacxkdDZiKlhSodiLD9F2WDTd3kJznV42nzqqrAr5Yz5su72VG1g3RXOuP6Pk8zZyss4+dDh45okNLnnj3SMxGo/eIL0u68E5GSFa90jBMnzv964oYXIFUb2FygH5X7lJCJPI7m0K/CZmCoEUJGiGRHMjPXflR/PSQLChcwsuVoooaJ1eNG1G3zKcXi86LPuaj1RZyddzZfFH2BIhQuy7+MZt6Wv0nZXtdjYU9feRHnrXyb85LzYPVsqCrCvG3NCROXLWHyRfECxq15rm7sipYjuOvMB0lY8lcIVyP0IKrNy/TtM9jr38sTbe7GZapEUpyEXA7s1Q4u3Oah5m93oaanMeXOJ/nbvrexCRsiEsWyJPYWzRusrWVmsXDzQQYktubYjo8yox1YLuymA0wTKcFEkijSmDlkFvsCe0m0+9DDNlKtKANGJOB013CHuZkmP3yFuacI4XKRcv45dB56IYHnnyeydevhhTVSR43i0PjxRLZvJ/jxPJ6dM4N+B0aw+sBqEu2JTOv7JinSwYKr2/KvrVXkZScjsk+lxecLscr2odgs1DUvI0q3Ii98nUBEAWKFEiJqx4Yd7CpTVxTWGV1dc5O4/NRkUsIKrSYswv/5F2iZmfge+zND26QwfcMhth3w0ynDDQiitgA7/SU4bA4SZAKj2o9icdFi/HosN2/ZvmVc2+7aup6LAsHdXe9mVckqkhxJXJ5/Oadl9cEIH2Ut6RqafuS/gZNh1+hqiEe/+RM7qnYAsebhd315J7OGzkY1fqH9jmVhlJY1GDZraiAl+yTtME6cOHH+54gbXkBIuvGc8yzK/DExL4yiYQ35O0G8v3kuadNZsv9znlv9HIY0GNZ8GHmJeQ2uy0vMxbJiX8xhTx6uy6fjdsYSpO/58h5u7nQzV7e7GptiI92RgRL+7T0cDcMimtkVe9dRKKteA3cq1rDXCSpJyBM4z6JKiH9sqK+n9cHOOdwwaHLM8HIkIm1udBFlc/lmJnYbh3nfU/i3bAFFIf2psbS0TEr/Or7ufrF6DQ9+NIW7Nz3J4OvuwH/zPeTdOJrq2XMwDh0CYn3xnAMGMH3OTroMPoOknB4o+1bHJsjsQLDdpcxZv4eIpTC0UyPcSEzTwjJANdzkafkkKGHs2yZQOedFtu9KYPceN41MQXmOkxXnCLa0DdMscwdvdW6N59VnUdetx15aha9XHyrff4/I9u0AWH4/5jff8vngDyis+JGOiZ0pG/cCexd8huJycsddd+OSeYSEHdOZhC9XQmUhdLsKOXQ8fpmERCBUFXvQD6qKZXcipaQqFCsn7d0imdvPcbP54ELaflhGYEHMw2mUlFB59x3cNXseMzaVYloSIQQhrYbrPhtZp6w/KHcQD/d8hPfPf581B9fgtXvpkNoBt/Ayd9gnlIXLSHYk48CFLqMMbXYBdsuFFf7jk9WlItlQuqHemF/3EzJDJPDzhpfh8pB0ySWUjhtXN6b6fGiNG/9ivmWcOHHi/G8gbngBYUNDaT4E990DsCqLwZdHULr5hXSq42KoEZ5d/SzmYcvm092fMu38aczeOZu9/pioaevk1vTOPg3jcPJ00HAQSepCgq2WgbkDWbxnMS+tfQlNaEw6exJ21YPxs7WFR9C0WKHqT8n7fsOFvfmFOJsOQCIICW/da4oiGibrC1mvzQzEpAYsAE861kVvE7Dc2BWNa1peDu/NJrzlcJjWshC1AWrmf1rvfhkMYhXswJAGmxNr6PP+u9QsXkyTSRPRi4sR6Ng7dKbMbXLRmfvYbdlQhr+Dx1+Fx65g8/gwN3/M9Ye+oTL3bIrLeuLMzsZQawFwSS+haj97vpzDzklvU1mZiapaNG3nZe8VI3ij6n047L38sfJHvij6HJ/Dx2Q5g4t7DqfPv6bjnz2n/jlIga82TPctC6nYvwv//AWxRwwEKXvmGfJ69UKk5WAYFmUkoiV1QfgEetTEUgXh6mqUrxZTM/tD1JRU0h98EDM7h5GnNeWjtfu4fWAWj64cxZ/zxxBd9kn9tXUd18G9tM3y0r5RIpaIMvmHSXVGF8CiPYu4tt1Imjpb0r/RACRgM9wYhomKmyyRi4zE/EPa4Y/5f6z5jUU9LTCINfp2qS74hWrfqCFJGDIU4XRSM2sWtiaNSbt7DCG7B35Dy6I4ceLE+W8lbngdJmg6sHuTqTZSkMbv/w/eH/XXGV0QkwcYu2Isb5/9NvsDB1CFSqYrEzXiqteE2zQthOXmkW6Pcl27URT7i+mS0QWH6flVTa5VVZCk1CB2LwNLRzYfQI3lxTAhqltE+UluwMIpo9jCQfR9+7Dn5hKxu4gcfitoloMRLUcw48cZdXP3zu6NM6ERxuil1EovugmKhE6eFpRufqPePszKKrTMTNi0qd54WuNWTGg2EZdl4n5vOM4WpyM2Po/Tm4HscBErA+u49bOH6yr8BjQZRO/Emzm3eQqOBfeQWBCTZ0j+YSZc9RErDm1l4g8TSTmgM3RHY6JfrcUMBvElQfculTTNC2Lv0puvM3U4RmprW2UB93S9h2e+e4Y3N0+k31UvIuZ+UpdXpGVl4WjdispZC0g+40xq59Q3JAFCa9eind8Ey4p53o7+NzKFQKxYTu1zfzs8sp09V1xBswULyHAlMvvW01DsFVSEK9gRLqZF2zboxcX15nc1zmFyh3RcAiLSYFf1rgZ72Fuzm9bO5hhhBwLqiY3+TzqH7Kabv53+DHd9dSeF1YWkOlMZ13ccNsP1q4y/WuHAdt4w0vsPRGo2AooNK250xYkT5/8IccPrGP7dcEaSPQmvzVuXdwOQl5iHajpooraMrRGWCFXgtIMlFaKHq8KkBCXipInWgrzUlhiRX++jSFJqUCf3j8kUALiSSbxpGRX46l3nwCC6cD57/3ZY8FRVyXn9NWyduqGbQFTj5g630j61A1/uXUK3jO6c3/R8zLCLyqPORtNUXLtX4TmzD6H16+vGq+fOJXfiBIKrVmHVxjxSnr59UTKy0cJOXFoQ7G6UtZNjoFhTJQAAIABJREFUN1z/GRWVO3lux/v1ZBWWFC/itsF34xUR1MNGFwApzdllRPnn5Ic4fb0kZz/UaLvJHNSPzsNHkLn8BkQ4AKodsjoxpMUAvtj7NUManYUqVBbsX8KAnME4dYOPhnxAcW0JmiubZnNmUzNvHorbjbtbd/Y/8TjC6SL5nG64u3YiuHJlvXN0ndKJMlHG1upt5Cfn4yYBodtRVUGgqgrm1dc2k5EIoY0b0Xr2obnPQVBJwGvzMq1oFoPvehn7j9uJ7t4NNhsZt9+EkeCgXC9i3aG1dE7vzH3d7+OqT6+qOyNVqHRNaIKrdhcRV6uT3mj938E0JYmk8daASZhSRxUadtPNCRogHBfdsNB/0hqL90yMEyfO/yH+MMMrPz8/A/geOKugoGDbUeNDgScAA5hSUFAw8QRT/K/EZriZeNYknlj5OLurd3Nmk37c1+1+RFirM+q8WhhbxRbU9VOx0tshT7mSKsNbF/b76U+PGULRo6BqRG2OOq9UgzVtKmLr3CNGF0C4CrHjC9ztriQYPBLfsethSp4/kn+FaXLwiSdo/MGH6Fos/0aEHfRPP5szMgegSQ09ZDWQyLAsC1SV5AsGoxfvo/qTeahJSWQ+cB9axbc0n/YGkcJitJQU1LzWWDZJcng3oqoceel7sPR5RMl6JCBtTvzRhuKtqqKjWBYIBaRFVbXG9r3pbJv6J4aEJGUp8MUAwQ/t4YruLejVviulnZbj3TIXV3JT5PYvaLq/kFkdXqZywiTQDa6+4SkUdybOqecR7XoN3zvgnh8/ZHqH8ZgbNmCFwhx64UWwLJJHXouR3RHvpR0IbthMcPlysNlIGT2akgSd4XMG1+31yd5PckbGIEwdEhM91GZlA+vrPY8tK4ugqvD1jnIkBi+c+RIPLLuP2zeP5clXHqGVPQebFSTiTuBf++bz8rqX6+695ZRbeK3/qzz17V/wOXw81OFGUla/g1K9D+eQCQQ4fg6gTVNwU40iJIa0EbDcJ635swsdTY8CEkNzEBJHqidN00IzXWiHq4L/e8zCOHHixPmf5Q8xvPLz823AW0DoOOMvAT2AAPBNfn7+JwUFBQcazvI/ixDgUnUcIowlBUG86L8iBGkZ0EjL4/Uz3wBFolp2RNhWZ3TZbQr2ws9RPr4NONw6YON0Eq+eR5XlqVs7IVpLyZ13EP5hc6x9zpgxuAYPI3RYId9mU5FSYhhWTN07fFQ8LT2f0uH/YGX1dqp2z2Bgk4E4TC/SEKDrMfmDozBKy1COMaxioTMF/QRfmYZhIfNOR/3uDTLPcJF+9RuIqB/l0CqUhK6o0wdhy+mGzH8K6RRoK15GrDqctO/JwLpuAVEtAZswSVr3Ppc3H8armyfXzd/E2wSf3Yu1+3t2p93Lzs+XU7ZjL4pagji1Ne/n/khx48OHRUwwdPIPk9lasZUemd25PKUZvk0forW8mj2XXFH3zIHFS2g2bRKYJhW5PXl1UawCcFVkKz06tSU08V2wLJydOpFy/Q3M3Rnm3GyVrD89jOJwIIUk5LLz0KqHcGtugkYQgOfXPE/voaeh6R5MxYbvzrsIr1yJWRX7d/H07YvIbsSoqWvq2u4MbJvK+8M+RCg6qqUQCIapDrsIC5U3N75Z77wnb5rMggs+Znq7W1EiflIWPwd710DuqYgTVErYVQtvzWZk0Tqs7N4IXZKYmkWtPfFXha9/jgQrTPWkiVROnw5SknThhaTcPQa/+O1FIHHixInz/xN/lMdrPPAm8Mgx422BHQUFBZUA+fn5y4G+wId/0D5+Nz5bEHXJk4gfPgRvNtqQlwmkdCZs2n7xXsOwUI/S/zraW+S0alC+ebn+DWXbUQIHEY7mSAl2LMrfeIPwD7EG3DIapXTcOJr174/iSyGs1rJ43zJ8Dh9dMrpgRt3Q6TJY/gKYUcoufJ2rVzxKSaAEgL+v+zsfDvkQr0jHctqxt2xJdMeOuuU9/ftRIQIkGRKkQsSV8Ku+mKVpIL59EzUaQF11xItm3bkOccNiRLAUsfR5RHUxDH8TVk8EMwqBQyhzb0MOf4+gdOFuegaXOD1kdrufeSXLaZPcmsvc/dj9wht8teAzon4/Dk2jdd8+tL3rFkJ5jfjwi5vgcN5Tu5R2nN7odA4FD3Fm4zPpmN6R/UYAX7sLqf7sy/qGpmVR8eEnZPcfxu6jWvk8tflFbux+DcOH/pNUmw9LcxJyJjAkM8K+G0bXhQHT770b8/z+DMgdwF1d72LxnsVM3TKVWr32SJjaMLFSM8idMwe9qAg1KQmRnEKhYavX63Dx1nIO1RiMu7gT572yrG78ozva1/XZ/And0pFCIW3dv2D7Z0ce57R7CIsEjudT8igB5O51lH9XRfmUK0FKtKwscqe+Q60n9Xd7vlRVQd+2jcr33qsbq545E/dpp6Gddua/bdTFiRMnzv9lTrrhlZ+ffx1QWlBQ8Fl+fv6xhlciUH3Uz34gif8yHJpEWf0mYkNMGZyqIpRpl+C+cz3hY3KmfheqveGYotUlRKvRMOH16xtcEi0sJNBN4aK5F9VVHjZNbMqksyZTG00m4ebliB8+4vvaojqjCyBiRpi0aRL3dr2PN7b8k+teH0/w5TeJbN6CvXdPkm66gdqlyymZ8G6dd83ZuSth0XCfmqYgFRNFxjxuaA6IBupdIy0TZdIAsHuIdLiIcPMzSCjdjtpmCGyeFbvIfwAFk5DpRuaehVcEOU83aLPdwZ63Z7F04zsIVSVJSnJNiwQzivhqKeGePfA0acmEgRMpj5YhpcRr9zLqs1F1VX+NvY15tf/fwZOGltRQEkTzJULNLlq3H0oLXwsuzxlKsurls8oV/Kt0Mde1HY0VljijIUrHjYsZXQC6Tulz40ns05WX1r6EaZk8dfpT9M3pi0CgyiPnpUdNdNWN0rJdnUEWjTRMcjIsC69Dw21XCUZjnqv1RUGubnsNM378oM4A65dzBq7ti5ADHkM274dSvAqrx01EfPknNHREpAYzrRvlk0ceWe/AAQ6Nex7fE08RFr/8S8TxUFWF4DcrGowHvv4ab59+/I5i4Dhx4sT5/4Y/wuN1PSDz8/MHAZ2Bqfn5+cMOhxNroJ44lpcGNWcNUVWBz/cLwosnAVVV8PncqOFylIJjKtksA6VsG76mA/6tNYRwIwf+GTHtkrox2bgHwpuBz3H4GXUbnj6nE/nxx6NvxNG6JW9tfLOe3MPumt1srdjC6dl9MfGi9LmPUNGCBuuGjBAhM8g7W94hNzEXMbIryfSl2Cxj0I6t+J840nqn5K67aDb3Y5zNWtSbo9aoYWPZRubunEublDZc2PJC0s59FjHrpiPP0vESrJoDqL48Si97h3d2z6fAv4Xh6U05vf9D+H5cAHoI2eUalIQUfMJG7d69bJw1k8I5s4lUVOB0uWickED+nXdR8de/1ttD9ZxP8A69EEeCg/fWTaVndi+W7l1aT2phr38vRTV7aOlKJeH0HmhZWRgHYtFs1ecj+YorEDPOJTnnVKa2eJLK51/CrKig48UXkHDeEGx2B5pTQVaWE9mytcFZGgcOkmRPojxczuvrX2f8mePJ8eSQZPPxczJV0q7TNNXN7vJg3dht/VqSnmBnzu2n88yCrVzRxkfPRAl7OnJznwtZXP0dNUYFwzJ6kDTtcsg9leohL2F0upgkewoa4oS/CihhH+H9PzYYj+7YiQMTp+/3/86j9u1D5Tvv1BtL6N8Pt8eB64//qJ40fvrMxzk5xM/z5BI/z5PPf8OZnnTDq6Cg4Iyf/p6fn/8VcMtROVxbgVb5+fkpQC1wBrGw5M9impKqquAvXfZv4/O5qaoK4tY03JkdEaXb6r1uJeWdlH2407rivGUlYsscZHobZO5pVIVdyNCRuX0jryO6Zw+1i5eg+nxkPv44UZeLqmhDO7U2WkttbbjO89Erq3e9ykqBYFSH69lTE5MsKKgswLAMZm6fyZUtL0V8XNBgzprPPsdx7fVED3thNLtg3t55jFsTE7b8vOhzFhQuYNLACYi712MYYWwI3I40QtUHMc/5C7esfprTk7vxVN5tRNdvxGhVRfSKBWgHv0VvfQE75n3B3rlzKF+9ChSFzD59aT3wdPxjn0V1u/E0a0rFMfuyNWpEVCqEjBDzCz+lkTenQVgOwDCC4PCgZaTT9IPpBNetx4rquHv2JOxyIUYtRgtJis4bXCcjEXlmPE53EtZZ51GrWyRqAs/pp1I1Y+ZRG7Ch5GRTWVgJxPokZrmyECEnMlKKagZA0dCFC/8xfT5VVTD9xlOZtXYv2w8FuKJnE5omu6ipDpGqCf4+uBXBf05l/5uH87uEYNCL4/C4SlDnn0/olCv48ZSLGL/sQWr1Wq5uczV9s/shIsfxoAJO1Y6zTUeE3Y6MRuvGEwYOJKw5ifzG97JD6jj0MPrBg9ibNSPruec48NhjYFkkjRiBvVt3Kiv/+M/pyeSnz3yck0P8PE8u8fM8+fynzjQ9/cQC7P8ROYn8/PwrgYSCgoIJ+fn59wKfEcsrn1JQULDv5+/+zxMy7TgHPIFa8j1kdoCu1yITGyEdXoQu/m3JiaDpIKTlYus2BsuSGFGLY1uh+FUXyY8/SfqjjyGBqMODjsKodqNYundp3XVem5dumd3rtYFx6B5mDPmQ97e+R3WkmmvaXUOalkWqM4JNsTFv1zzeOustfqz8kQORUsyW9T1bAI781nU5QIoiCIsA6w6tY0SrEWwp38K2im1IJDVmLX9eNZaNZRvpktGFsb2fIsXXmFCSlz6BnVxW04bqC68GKQkBNeefT3VmGrsevoJIWSmO9AyaXzeanPOH4crMIEmvJuR7E7OsDKO0lISBA6ldvDi2j4QE0u+/n4BqB3S8di9L9izhrq53sWzfkRwpn8NHV3cO1uoPMVoOplpxo/bsixBQY1gQBV1NQt30Tb2egAA1M2eS1udMdM2JKVTSr78Cs7IK/+Iv0bKySPzzw/yj6F91sg4jWl6EZjrxaYcbrR/YGNtrx0tQBj5NtX7kNyvTlGimwVVdc0AILNPEPNy6ybIkdj3M3olHFflKycFnxtH074+gqg4qet7AdV/cgCFjwbyxq8by0pkv0S2p93HDjWHThur2kfv2ZPb/+UmM/fvxnj8Y38iR1Pxy28/67wdhYa78hl0PPwyWBZpGzt9fofnixUjDwLA5qOX3hS7jxIkT5/8nxP+GNhy6bsr/pMcLYu7IJKUGZd8qxPx7IViBbDEQa9jrVOoJv1ugMlbeX4MCRISToP7bbF9p09kXLmLq1qkkO5MZ1f56PEZSg4bXdruKUMG0TCw9plAvNIt9ehEvfD+eFkktuLjVJSQ6vKSHbZTccFNdyxxXjx74nv8L+21hfPY0yqtV0nwRFhV/wZayLfTM7oldtaOi8vqG1ymsLqRdSjtuOeUW0t3pNLfS0DduIrJ7Nwnde1A1axZ7ZnxImSKoAVAUsjs2pdlVo3F1OxNFO3IGHpuFsfIb9t17P8LlIuuxR7E3b44Mh7A1bUbIkYBdMVHws7BkGY999zeua38dvbJ6Mb9wPmmuNK5ofRmOgIGlOFA073GTyIUQuPbtYs9ll9Ub955/Pkl/epywVFEUQbK1H/nj1+jNz+FAuBx8iXyyez4d0zqSk9AYj82DSzpJWv0GytLn6s1ljZxPZWLnX53E7g1WUnjOOfUHNY2WsyZjW/YYH/a4jKfW1S/M6JvTlyd7PA3RE7+PNE3BEa5FIDFsTiKov/n96zUCFA0ZjBU48jlUU1JoMnMmtZrnt032X0Tco3ByiZ/nySV+nief/6DH63ug+/FeiwuonoCYIKWO+Oh6OOzdEDsXoywbh/P0JwgZv/3onKqBp3wDyqf3QO1B1E6X4ej7MJXRXx9vFrqNPHtrHus6FoGCFa3fScUmLFyRWvyfLkZN8OI+/TQC9gRAogkbRLJ5otdfWH1wFcU1h0gQLrSUNLInToKaakwVtlklrC1ZSpLiYbPdoHujvvx11d/4et9XAHyy6xOubXctF7e6mMLqQpolNuPBng/y6PJH+Wv7Bzjw+FNENm1CB8oVhcpkH2FVQZOSTAld/z6O5GVXYmVciN9lI6ofeYCAruDu0ZsWC+YRWr0cR9N0bMH1qDvnYbZ9FW/pahSbHWbfyoBOlzD/rClsqSwg1+Hjro738uKivZwzbzOGZbH4njOxnaAZuJQSJSsbT79+BL6KPZfq85F2910EhAYy1kezRs3E6jSYe795BJ/Dx9Vtr+aiVhfxwNcPsLFsIzbFxm2n3MalmfkkHrvIgU2oyV2xrF/nXrIcThytW9fL7UscOgSZmod58bs0rm2oXt/Em4uKxs+tYBgWxmGNtt/dY9ow6hldAGZFBcKKVzDGiRMnzm8hbnidAEURULGzzuj6CVH4NbbeIUK/o4G2W9SiTLuInyS8xZopKJ4MHF1uJ6L/+ubFpmmBqTQYF0Lg9FdSOHw4MhxLwNcaNSJ32nRqVBcGEFH2c938kRiH99A+tSN/OfUFEjw+Cq0onxW9z1UJ/Ul/9UuMA/tpNeQc0i4VfFOyvN5aMwpmcHXbq0lyJHFl2yt5cc2L1Oq1ZNaolGzaRJkiYuWrApIMg/xhwxCz5+Bo3hxvigApUda+g6PF4KPaGcVQVB378gew+/fDrhIIVUKTXij7vkPMuBZGfQpVRXiXjse77p/kDnwCyosIZqSwfk8NrTISGDu0PXZ5rOxrfQKqk7QnnyKtqgKzqhpbXh4hW32BUd0URDVJmiuNAU0GsGTPEsJmmI1lsZCibum8su4VBg6eQaLDC5EjQrCyeX+MExh+xyNkc5Pz1ltUTJhAeNMmPP37k3jJJdRIJzIKzRNb0z2zO2sOrgEgw53ByHbXYjVMcTvpWJodR5s2RLYdyXt09+iBqcbDi3HixInzW4gbXifAsiQkN2swLhv3xNJcED3OTT+DqgrEwc0c2zdF2fYJ9k7XETnG+ABwaiYuAgjLwFAc1FoJPxu2ciiSiokT64wuAKOkhODqb9H6DEBXwkza/Fqd0QWwuXwTNcYhspzJBHWDK7IH479oFFYgJhERffUtXDY3Z7caxKd7Fh7Zt1AQUuGZ05/FodnZvWcz3bfYWf3mE3XerQwJaZZFYqMcUs84k5DLTuoVF6AtjImWyoRMLHHkLahpChERJKqYuJw+2LHoyMPln49YM5mas8YS8jWBmxbjLi/E26Q3rPg77F6KK6cHC69/mHKS0Q73UPw5pISA4kSkNkKk5RC25HEl1hVUrmp7FTd/cTN3dL6D+YXzG1yzo7aYvP6Ponz1DNgTsM76KxF7KvI3aCtYlsRv8+C542680Qimw4XfpM5LpUacjD9jPKXBMkJGkGxPDg7DgyH/eK9T2OEm5/XXOfTss4Q3bMDVswfp991Prc0Vb+kTJ06cOL+BuOH1M1iqA2Xwi4jPHwU9BI26IHrdjKN8E6avA6FfIaZaN5clkccz5DI6YCrOBl/4bjWCq3ABysKHIBpAze6Mdtk0KmXSiZP7pcQKhRqOh4J4tRCV0qRWr23wctgMYJkWXpsX+65C/IH6ulw1cz7mypceqmd4je54I5rhJPPHCHvmTue2L02EGcDeMZdGEQNvZSU/+eRSr72ChFOa4/XuQvlwKERrISGD0OAXqVZNFDWCXdXYWLmWyT9Mxqk6uavPbbSwOXGtez82iRBUDHiUF3bO5JM5QxBCMKz5UO71NSH5u7dilxzainpgI0mXfkCNefy8IyHAZUbQ9AjSNLEczgZermNxWC48moeQEaKgsoBumd3YUr6l3jWtk9sQSOqFM/8CJBAiEVMKTEeAkBXEodqxSSea6WzgBVNVBUURGIaJlBCRCmgujo0fSglJNh8SO2gCGZYYJ6EZj0OR2KMhJKA73ESO46QzTYnfkYjv8bGoRhTT5sAvbMi40RUnTpw4v4m44XUC3FoUdc0ERLAcrvoIFBUUG2ycgfLtm7juWEeI1F89n5Sg25MRp49BWfFKbCC5GVb/xw4bcPW/wJwEUD65k7os6P3rURaNxTXwOYLG8Q2+KArJ11+Pf+HCuvsUj4eELvlor3cndfibXNvuGh5Y+mDdPcmOZFoktUAakOFx487IofyYeW05OWQnteLlfq+w9uD39E3sgfLVZpbPuZxg8R5sXi95p3QmMy2NxJGX4krPJvivjzCK9pA8YggOpRD13YEw5CW4eApSSioad+H1jW+xZM8S8hLz+FOvR3hn8zusO7QOgNUHVjN36Ic0sSxw+aDNUNZUb2Pu7phGmUfzkJfUlBpvJvrNS/Cu/wDXdxNh/3psMgIc3/DymGHK//Y0/s9i6u+uLp3JfvnvhJ0eQKDrRoPEc1MXJLoSSbQnsrBwIRPOnkBJbQlfFn+J1+7loe4P4ZIJWBIUBQhXkeASHFQko78YTbG/GIHgyjZXcV7jq0l1+XACWJIkWwC1ZC1U7EC2PpeQmvqLBn1sfyfH4PFYEWo/+ID9b78Nmkba7bfjPuc8gkrD1j9Sypjoqs129EbixIkTJ85vIF7VeBRHVzukaNWor55SPzTo9MHFU+D9EZgjplDd+NxfDGcdi0eL4CAERgTL5sFvJTaYQ1EEvuq1qFOH1r85uSmRaz6lxmyQxl2HQ+popQeofPcd1AQPKZcOxbZqLGL31wBU3buFDdU7+aDgXzTyNGJU+1E4RAqfbT7E2j1V/KlPNuFXXqDm47mxvXi95E6fTm1aFjXr11P88WwOfLUYKxrF16ETLYcMhnffxdy7t24POZMnonXujt0Moi16CDbOOLJBdyqBa+fy/M6PmLnjiD6Wz+HjxX4vcv1n19eN3dvlLkZ528Dad5DNB/Jk8Edm7piJIhQmnDWBNQfXsKNyBxtLN3J5i2FcarlJ+uxRrDvWUa43PCNVVdA2fc++m2+uN57+0AOs7deYLRVbuLDFcBKkD1WqeBU/IlgGDi8RWwLbwyU8tOxB/FE/93a7l96NeqNIFbvpRpGCxKr1KNMuAT1I6PS7edpp8vGuufXWmjDgX9w9dT/TRvcizxFEm3ktonhV7EWhYF09h+qU7idUoz+ZFTmapqCu/ZZ9t99eb7zJtGlE8lqdtGba/83Eq8ZOLvHzPLnEz/PkE69q/G9Gmg3ysYj6Yy1yAFJb/q4vpoDhIMDhOXQAC01TsCyJqgg0PYKp2GP5ZYoKR1XEyaZ90cXPV0BGhA09K5f0Rx5EWzsBZc7weg20vcVr6dx4EO16dESRKoapMWbmBpbviPm55m0s4ePr76DpjTdhVlQgk1PYtvhL9sydQ2B3IZrHQ87gYTQeOpzEli1x7NxK8VFGF0DFa/8g7aVXIDUFK38IVs5AZGIeInAQdcObBD0pLCpeVO+eqkgVhmVgV+xErVgCXbbqBpcPqYexWp5Fv8ocZu6YyfCWw2llpZH1gxPlYBbquVcyrXwh+/JOIfGcZwnJ+sKlAC41istmUbFpY4PXwus3knd+LyoiFTyw7H6e6fMszYQddfIg8Me0f13dRtG23+O8fda7SCwUqWGLuLAsiQl4tRqU2TeBHvtAh305/HhgcYO1iv3FeJ1OJizbxTOnq0eMLgBpoSwei+vi6fhP4LE7magK+Bc07HIQWLIE541tiEbjzX/ixIkT52QTN7xOgCGcKHl9EEVHVfO1Hw6FS5Fdr8NwZyGN4xteDhW0UACpKkQdnnreC1UTRNUABgYaNrASWLargoHZdoxFn1Pz9Ve4uvfAHDEccek0lLm3QrACmp2J1e9Rwr9C98uyJBHFhhb11zO6AMhsd/gLVcMCwkLWGV0AEcPiovd/YNY5qeyf8xEHlizCikRIbNOOdg8+Slb/QaguF4qmEkXiEMepxlRi2V0S0D2d2Pene4gUFGDLy6Pxi+NxoJLrzWVTZFPdLQKB1+5Ft2INrVv5WtEjsTmycBnRIa+zs1rgks24Mv8aRuVcQOUNdxzpoTh5KldOfpW1eg357S4kGKwfqnNoFu7iJShfPI73jLcoe63+drVzB/Dihr9Tq9dyX7f7+HrvVzSJaqj+A3XXiO/fxtb5SjIdPgJaGmHThnVUuE8VFtQc0QL2Fn3LoKa92Vqx9ahrVFr78imu2Eab7EQwj2PY6AHESQojHo2iCBxGGM0ysYCIMwFLCpzdulEzb169a52dO2PFZSLixIkT5w8hbnidAL/pIXnEZMT3U1D2rEC2Pgfaj8AyLaLCQa3R0KsC4JURat6bRvXs2WgZGWQ8+ihKTh5RqaBoUBTdwf1L7+NQ8BDNkprx554vEK4xqZ4xlcCc2QAEln9DcNUqMsaNw3bjNwgsdOwEDPevVs0PGwru0+5CHtqMKPz6cKXdU0SUpHpJ28pRdlOuG4YGt5L8zWK+n7UH1eUm++zzaTzsQhJb5QOx5HTTpvHWskK+K6xg2ogW2Js2PWIECUHqHXegO9w4qqvYN+ZeIgWxlkR6URHFt95G06lv8edOtzNq2QP4dT8Cwe2dbiHT7uOt3n/BoTnIEw5SPxqNHPwCxQGFwa8tQ1MEYwYNwV1SReVP6wFYFvpb79Hr2UeRehSOUVB3U4sy/16I1GDzryP78Qc59MYUZCSC99qr2J5nY8XqWNPne766h7fPfRs2N6xcFOXbEctewH3J+0RtuQ09nrm9Yc9KALStc7n41JsoM4J8vHMuaa407jzlIaatLCNqWlzdMxeZYIAvD6qKjjxK77sIK4nwG0PYP4eiCBIifg488gjBb7/F3rw52ePGEcnOjXUG+Pxzgitj+044+2wcHTvhP0GoM06cOHHi/HvEDa8TIKWkIurB0fVOtM43oisuotGfN3rsmsD/4WzK33gDAOPAAYqvuYZmCxcStSWga0Hu/OwOqiPVABRWFzLu+8d4p/tL7L7jk3pzBVetQkSjVIqjc5Xqr6+qCnY9hGIa6M4Eomb91yt1LwnDJmIjikQhhIewoR6ZTVNRheCS9DD5P3yJd+MKzHAEX46PFg8V9RlbAAAgAElEQVTcRepZw3F67AhpEZEKpmkhVYW/LdjGx+tLeP/i1lS+/DLZz/yN4OrVGIcO4bvoYoy0DAzDQpp6Pd0nAONQKTJq0OLb8Xzc/yXKzBA+eyIJtWV4UUj/5i2o3B3zHuWdBr5mzF1fEitOMCXTvzvAkK4qDTBNPLUVCE0BPHXhW8uSCGlCpCZ2Zkv/TFKbC/G89ifMrFOYUDSdKWseqZumVq8lYkSwOVPqz6/aIa01VO5GWfUa9v7PET4sKSIEyFAVnP0XWPo8FK2ARl1IwcbdHW7i+vajMaRg3toaKgNVfHDTqTT1OamxIOm6BYg1k1DKt2N1GUk0ozNR/eQaPU4jwsHHHyf47bcARHftYu/o0eTOmYNf85D+zLMo0QgoAtPmoFZ1nqzc/Thx4sSJcwxxw+sXiOgQwVlfHv4EaKEA5fPre0pkNErkxwKUjt0JmOE6o+sntlRsQUgdxenEqj1K6kFV60J2x8MuLGwlezj07LOYZWUkXnwxCcMuoFYcqUaTUuI33IAbTVOwRUM4NEFUKkR1nakvTsa2bCFdKotRHXbyGlXSsnktqcl7EaXPIxMGw5KxiGAprlNvJ5zSgWrczN+4n1SPnVy9htpP5lI7fx7uXr1QfT7K3n2XxPsfRFEUQMPerCnRwt1HHsvnQySmoO1bS/qks0m3e8DUkbeuxCpZj3LGA2BGYnIKwXKkaaAfJRa7tzKEkdsBLTsbY//+uvHUG0fiXvkMgQveIEw16w6to2liUzKd2RimHbVxd9gbEx4V2+ZgC+zHf+lU1lX+gCnr6yekOFMxWw9GVO1GbJgO3mzo/wis/Ecs506tX/EnJeBKhrcvg27XQbdRUL4DuXYqou/jqIYbTQgu7ZzAxac0QpExjTETqDATcXS/D0Xq6NgxTrLRBaBKg8CqVfXGzKoqZDCI9LoJqC5wHeXBjRtdceLEifOHETe8TiKWzYa9adO60NpPaNmNiEqJQ3WSaE+kJlpT91rblLYYoWLSb7+Rg8+9VDeect1IdK1hSf9POKNBCq+6qq7Jc9n48ShOJ+4LRxDVZT2tqAQZIfzlMso/nkMkOZkKl4vCRYvJDQY46M3Eec1NnNu3MXazAu3HD2DvagiUInYsgv1r4dBWlO2f47xqFoGM08hKcqIqAquy4vCDW3WhKmfHjiz+oYRO7XJJSkmm0UsvsffmWzAOHkRNTibnubGo/m1w6wr44vFYAUOP0cjyQmR2F/jgipjHyzKxuo5Ez+nD5T08vLdqD7WRWE7UhE1V/PWf71L98SdE95aQPOJ87NWrkP3+xAb/Tm5dfFtdE+uhzYcy5pT7SL14KsqisYjilcjc3lgDxyIML4/2eoxRn11HVaQKgeDmTjfjkC6qonac3e8lofvoWEXoV89CyTqwubB633G408ARCyVoufCc8xzKJ3fElPYbdcG65D1ClhOQSCmxR4LYjChWOIzweAjaEzBNi4guiX0U/5jwnikFzvx8wluOaI8JhwPFdfxweZw4ceLE+eOIy0kcxe8pM9VsgjABNGFDsxy4asrZc+WVmOWxhPWkESPw3T0mppCuSnZHtvPAsvspC5XRNLEpr/Z6gqazb8dsexW6ryvBDVtxdu0FWTkEFAfYdAw1SsgI4dbc2HQPAoG67ltKjpEBcHbogPn0CzRO0lCiOqgalstD9YwP2P7Ky5QLQUAIBJDebwBP6W249bIzGejfRe2UyQiHg/RbRuIKLkf9/h9wwevwzctQFmueTYsBhIZOYs0hi+vfXc2K0R2puHh4nco9QObTf2VBdmeW76pi3IiOOKOViL1bsIQrFga0uzHLylEy81CtatTtM2HzbKxuN1B7ys04zGo0KwSKRkS6CJgOFFUQEQpfFZTisqv0bp6K3VbDzooCCmv3k+r00SU5H8uIcv3y+ymsLqx3Lp8OX4Ar6sOlRrHJELpwETLtsX6NKuj2EBXhCtxaAnbhRjUdKIdzrDRVkKjUILbNAz2AbH8RtSQRPU7LJrtm4aEWIU0MYa/XacBlRQhMfYeKKVNASrRGjWjyzjsEPMm/qTr297xHVVXBVVbC3tE3YBwqRbhcZP/tGejRi6g8Ttj2/yPi5fonl/h5nlzi53nyictJ/C9HOiPM27OQj3fOoVFCI8Z0vQeRlE7ezJlY5aWoThuKGkE4DcKmwDShubM1086djomJU1qkTb8CSgtQS59AdadiP28ctbktiUQtpC3K/L2f8MralzGlSbornclnT8GrZkFqeoP92Jo0prHPxr4x9xJat54wEDnnbIoWL8ZUFBxSkmNZpEhofONNJC+vpo+oovzhh+rmKL7jAZp/MAVVtaBJT6gpOep5fVgotElz8tX9/UigBu8H0zj0yquYh0rRRpzPtvZe+jVy8ckPh4iaErfUUT+6EFKaE+n3BkUjb8SsilVaptwwirTuaaiBMmT7EUQiBhE8gKee88cyJTZMzm+TjpQSUw3z4rpX+Xjnx3XXXNB8KHd0ubNBKBcgYkZwSnlYePanxPuYsWOiMH1lJW8tLSR6OKF8wjXd6ZqdgGlYGKakwvRia3M1QkA0euLei1FDIcrxc/LU2hoqJk+u+9koKaHsxRdI+n/s3WdgVUXawPH/KbenV0ogVA8daRZQwUKRooIoSlFhfRUL1rWXdW3YFgsqKkizKxaaomtZEAERkA5HegkQICHt9lPeDzdcEgJSliLL/PaLd+bccyaTWfM4M+eZRx4nxPE979A0LULp1aj1yWcQCoLbTdjhPu2DLkEQhJPh4JuIhD+lOCSmb5rGCwueR9+j89OWnxj0zUBCih9VLcXzdW+cH3ZAHX8+yvhuJCmxw5NNA9SwD1c4Ca/pwTr7ltj+IFnFbtgNq/b5hCOxACAih3h54Yj4HqRdwV08O/8ZfvxjE4tCTnxduuxrT2oqWXcOo+jLL8hbvJg1ssQqRWbDjz+SkphIA9OisRU7P1EF3Ik+Bp9dC3n6l5V/MNum5OdFlNW9jp3f/0ZowC+Y5z0MDi92xwcJmQ4wLZyGiVOyWCqv55sBDVhyfw9WtEgiS01FKSrm6R5nkORWieKEOudhNruBHSPejgddAIXvjsOsdTHW0DmUkbxf/4LhDGA4g6hqbJgahknUEaTE3MPU9ZVfRpi6YTqK5KBvw76Vymsl1iJBPfiB5lEkXv9pHaGohWXHjh18bPJyQnblNBnRqFkp6FIUGdMZwnQHsZyR2KHqgMMhYziCWI4wihJrtyxLRPPy2F94zVrk6BEe+nmUDAtKVS+lCemUqj4RdAmCIJwkYsbrCEjSvlNSQpKfL9d8Uam+JFJCnn8L2Ys/B//OfRV7NiJtnoea06VSTi+/6cKo0wvPTRfGZlNsF4GoM/6sglAB9n47ndcVrePymnDH5A3Mf/A+sv92DWZJMWEzwrKJ41n3+WQMWcZp29SwLGo0PIPq9/+drTcNBSO2R8p30YWQmESnTB+RevWq/JxqVia7HnuC0PLlFCgKtSaMwzPsBspMD1aF3GWm4kYv2cioP8bxYYe3SHjnC/zTv6HY6yXznnugWzf8lhfnFW9j5a0jsnlKlWdFSyOUpuYiSxKKYmOaNrY7zKT1XzBpzSRSXanc3+5+arvqY8oGw397mkFNBiFLcnwfF8QO7TYsg34NryXTk8mMTTNomNKQwU2H4Iz6MA+yfypiWpj7LfXtKg1zoPRkeymKRKG0g0d+fhi9UOesamfxxLn/xImbn/N/4b1VE/E6vNzV6i5qOutgGQquBg2QHA7saDR+n8TOnTHd3ipnMgqCIAj/u0TgdRgcso0nGsTYsQMlLQ3D7cVCIdObyYaSyvuJUhQ3+HdXuYcULgWq/jUPGxJhqs7IOLDQrAxmnDWOgMPi9fUT+HH7LC7I6cjvG4MEIiZFoVKsN/uxdp2XHdsVJFkm64z6JKzQSSx/mrl6NZGsVFK++oDwot9RcmpSlOXB7ZSQIwbJV/al5KvJRLdsAWL7xJy1ahFavjzWENNk1/MvUu31N4nIldtfFnVyQZ0uLCxYScJPi/BPjs1CWSUl5D/xBN62bbBTsik0UkjOaUZS1y4Ujhsf/77s86FWr07QUcS87fOo4atJg5QG/LL9F0YuHgnAdv92bvzuRqZdEXtb9IfNP5CblMtVZ1zFR6s/it9rYKMBeHBihB10rd6LTtUvwSk5scISpn3wTetuVaZBVgJrd+57o/TyM2vwZ/NBEdXP0G9vJj+QD8Dc7XN55JeHeeish3j4l32pKQZ/O5jJl0/BQwohh4ecsWPJf+IJjPx8knr1Iql/f0rNP4nwBEEQhP85IvA6BEWRceZvYeOgQfF0D2k33UTCwOu4r+39XDdjEEEjCEDXnItI270WqXlfWP7ZvukxVyJ2/YsqvWn4ZxwyyKtXsOmOYVj+AHJiIg++9jzNs86kV8MreHbcAjqvmsGsAQuhJBGv16BF02LqXdAC55WvUjBuIns+/QLZ4yH93rv4pvBnXvljNA1SGlCwrYA2Rhvuy2yGoaqMW1HG4PcmYG1cheT2YadVY+uAQZXaY5WVIh0geDFNG6+cyr1Nbsd6b3iV+uDCRShdehBRAmwySsi+YSC2ZVH69Tc4cmqS9djj5KllXDn5Kozy45naZLXh5paVz1I0bIPFuxbTKqsVsiQzceVEnmz/JK0vaM3S3UvpWON8tLICkmc9i33ePRRGk1Bs12FNJLlsiwmD2/HK93+wLK+Eixtncd05uchR46BZFcJWOB507bUgf0E8637Fds/O+5nuNa4gEgW1QWOqj34XSbIxnG5KLbHcJwiCcLoRgdchuCIBdj75ZKUcW4XvvEPyVVeRmVCdKZdNYW3RH2RJCpmFW0n94hZoOwT6f4a9+ANwp2K3v4NS++AHW1d9pp8t996L5Y+9eWGVllL6wBNceOcdLHntIc6ePw8kiYyz2tH4yl5Uz9iDunk2ttYdKbSFzIE9Sb/hOmwjRDA5iR/nPkLYDLOiYAVJziRuaXELtu3gX9//wa3tknEG1yLNuhGcCQT6TY/lEKsgecAAwi5fbKPQ/qIqqd4cAm1aE9gvV5S7WVOiLos3f3+DL9Z+jkf1MPDCqxlywwfIspuAR+WpOffEgy6AhTsXospqlbQbtRJr4bBcXKtdixSNEijcyfroDtpUa8WZ3hq4pj0A25fAno0k9hxFSdRdpakOhxLbbxU1428SmqaNSzK5/5KGRC0blyxjRWJBl6pIuMOxI3xMWSWkurEsG6fixKN64gE3QG5SLmEzXOWZNRNqxp9lGBaGo/ysTZEYXhAE4bQkAq9DkC2TSPkyXEVWcTG2JxnF8NEusRGuz66FvFiCTua+DvrXRAZOJehIxTaotLfrUCTDiG9CjwAFkkTB7l1EH38cV0YmTQYPokG1TSRs/Ro2r8FqM4Zg477ItoFj1STkmc8h2xZWh7twNR/A8PbPsyu0k6JIEQ1SGuCIegnbYJkGGeu/RGp0EQQKIFCAvGoCOR9MoGDsOKxNW0jo0xt3u7Pw/0n7gxGT5Kv7EfztNwLzfwNFIW3IYLYlRPls2Rv0qNcdp+LgY/1jRusTWB/M45HWj2PYUUojpVVvaENOQg4rC2N5p7rmdiXbXQ3FcHJ37espePttIqu/56IuF5NU+wxcE3tBn9Hwbhekdd/jJATsC7xkWSLBCFL2zQ8EV68i8bLLkXJqE5BjedJsGzAsHIBVfii5U7JQ1v5B3kMPEd22DV+HDmQ//TSlqg+H4eGZDs/y0OwHCZthkpxJDO8wnGxfNTI9mewK7gKgZUZLGqU2wQyJKEsQBEGIEXm8KjhQfg+XZOF/+3WK3ns/XiYnJ5M7eTKlSmz2wqHKJO2cjfxxP1Dd0PgyzNzzWOS9gLsmr2fS0HNQoyYOGVxhP5JpYKkOQq5YAs34fWUJrxxECYRY1n8QO3btZG9yhGSfD+3BB8i68GISFo1E/mXEvqVM1Y15+yIKo0m4HOCxY8FMkATCRmwPkSRJSBL7Zl8UmdmrNnFVPQNkFbYtglkvwZ4NkN0U/1Ufs7YAwk4vDVO8h1wmlSQJrxFEjoZBlfl829e8uOJ1TNtElmRGXjSSfy34F+uL19M4rTGvnv86bnz8Z9e/eXzOY/H7pLvT+aTHp9g2FIYL8KoePHICcthFghlk2+AbiGzYt68udcA1ZJ0ZQK7ZFOa+AaFiim/6iVLbJGiESHQkkRKQ2H7bLYSWr4h/r9rw4UidLiF6kIPOkww/Gy69FDsUipcldu9OyoOPEpRUUE0MNbQvv5rhQbJlIo4AW8o241E9ZLqzUMKewz5f83CIvD7HlujPY0v057El+vPYE3m8/oJkWaqU0DJsy6T+301IkkLptzNw1skl69FHCTq88eWiqGERyGyL5/bFSHYUFr2HsmoyDc9w8EL3NmzcHaBpqhN5nc6We+7B3L0bZ7161HzjDQLJmZimhSxLuArWsu7lO1n3+x78pSYOVSXbMKjZuAm5I15izO7J9FFLSWrUHRpdCht/gZ+eBiMEhetISGuGgyAgEagQdEHs+KCKf//dEnRrmoU/vIOAFYbMhqQO+BR11x/YmRqTVpRiqV7a5sbu6FJlrPJZL8URe6tTRsZl+WLnMto2fsWN4vSytGwBzy1/Nf4sy7b4ePXHdMntwltL3+Ky+pfjxocRteiQfR4vd3yZSWsmkZOQw+CmQ/BYCdhAdcVX6QgdKRioFHQBFH81lYwrnkc2d4Bts2fQ57y69G0+X/s5ALUTazOpxSuVgi6AglGjqHH2uUT3Lv3txywsrBR0AQTmzCHdCINDBUNBNXwk4gNj71CwUUwP9ZyNYv0dospbqYIgCMLpTQRe5WxFZmdZmPUFQXLTvbgk4tnLSyU33ptvIemGG7BllaDTjbnf2Y1B04nT4cb5ft94pveUtd/TqvMLmJlX4AqXseG227BKY7NRkfXr2X7//WS+8hpbl64gf9pnbJv1M7YF2VkhWtx6PykJmThzcgivWcP2u++l74v/4Kn5z/Fs8pmkTL8vdiZgl2fgm/uRk6rj/uEBpOWTwJ1MQtfncNTrSsh0HnCZ07ZtokqYV//4kCkbvyHZmcxDLW+jQ1YrnKu/49xGg3hy6kr+OXUliS6Vx3o2pmP9dCRHkI/XfsqX674k3Z3Og+0eJMdZF9s4dEq4JGcS97S5ly61umKUL79JYRftUttz5rmtkJExMZm540dW71lFj7o9qOHLIeovn7VzOqvcU0lLAyOMXfsc6N+BnXYwHnQB7PDvIFBhL1bcn+WLIJYXDUUBc99Mn6tJE0zl0P+XOZJM9IIgCMLpRQRegKTIzN1cxJ2fLMa2Y3+Tn+vdnIsbpmOXBy1hSybs8MW+cJADs9VI8b7jdQAcXpzVzmbzLUPJfuTheNAFEAXyly9j6Q2D8G/bhjM5iUatfNRvBEkZWRR7fWx7+JFK93d88AXVLszAyG4SK1g4Dm6Yhn3B/VCSh7Ts01h5QjZyWi7uLTNxmgbUbk+JlYRRod1Op82naybzRXki0oJQAff9+hTTe3xCep2O/LByBz0aenjq4kYU+KOMmLuV8xum8+/N3zBq6SggFtQM+W4I066YjsNIiHWNadEysyU3NruRmVtnsqZoDbIkc3OLm6nuqYnDdGOEKvSfwyAvuoV3Fr1D97rdmbFxBvVT6nN29bP5SP+IGr4a9G7QB2ckgajqJOXaayn6qDyNhCyT/dB9SA1aEZATiUZNNu6ZXanPIlaEPKWExJYtCS1ZEi9Pv+02Ip6EA78wAIRVN9Weeor8f/4TOxzGUasW2Y8/jl91x7KsCoIgCMJREIEXEJEkHpu8Ir4UZ9vw5LSVnH/3BYd1mIssS3iiAYyoG6nfDBT9E+Rl72N1fIjSRTqRjRvBspASEigpK2O3JFEsgS1JZKQm0vy8JtQYNJzQ3FlIyYkYjepjL1he9UGFxTRMaoWyc98h3HY0hNn2RtRP+pc3RoHLX4fPBiMVb4nlo/Kmk/R/syiskB0+aIWZnb+ALG8WuwK7sMv/t7RwJZfkdKb3GYVk/fgQ8n++p25SDm92eZU9Rglfb5heqUlRK8rKgpW0TjoH27YxXAG+WDuVPH8ew1oNw6t6SXenkySnI4VUKiZpkCSJYruQ/l/3x7RNbmh6A7sCu7io1kXc9sO+cygnr5vMhC4TMU0PyUNvIblvXyIbNuBp2QLDm0hhSCH2GgI0S2+GKqkY9r43JVeZeVwxciSBn38mtGolST17YVevSfBPXhgISyqu8y+kzoxzIRzGdrkJuBKwTLFRXhAEQTh6IvAiNoFRHKycg8kfMTEt+5CBlyRBQriUbcNuJ7RiJZLbTdY9w0i8fh4l3/+E6d9J9TdeZ9WYMWxLSqQsGECxbbKTkmkx/GkyNrxI+Kwn2XDl1djB2JKYs0EDar89Csn5L+zIviNlHP1707FaKqmfXh8rUJxYmU0Imm58Oe2Q8xZAbgfYOBuKK7yJGShAWjgWV7u/Ey4/9saW4N6297K5dDM1fDUYu2IsP27+kYbpTTBNi8x5w5HX/Tv2/eItpHx5Leqdy8hNymVFQeX9UjUTauB0Kvgp5ZYfhrKmKDbr982Gb3js7MfQfM2IRqoGLE6nwuerP48fiQTQpU6XSolRAfLK8thStoW6Tg0/bqTs2sjVcykxrSppGZyml7c7v8Nz84dTECqgd4PeXFjzYkpCLhwXd8PX+VJCFdJJ/JkwCmHVB+remU4RdAmCIAj/HRF4ASo259ZPZ+66gnhZq1opqIeRVNxlm+x+7TVCK2KpD+xQiPxnX8TVvDUbXh7JLsOgSJawgcSkJM4cNIjcPn1Qk5JwzR+Old2WXWM/igddAJG1awmtW0fdKZPZ9eqrWP4AyX8bglW3Nt6VH0NwD1RrjtHtJQKWj4gl421/ZyydhdMHoaoHRUv+XUhSLNiwnREmrB7PxJUTAHArbl7u9DLtstuS4shEjfpRNvxU+QZGGE/JNm4/cxi/7fgtnjKhR90euFQXLy97kT4N+8SDrr3GrhjL+dU7olJ1E7tt26S50+KfF+YvJDcpF0WumlhUkZRK39t/j92+dio0dDfhjU6jQLJx2V7MUOwXGY2Ks3kEQRCEk+u4BF6apinAaEAjdhLdYF3X11Wovwf4G7CrvOhmXdf1Kjc6QRy2zYirWjLyxzXMWVdA29xU7ul8Bk7LOmSeSzkaIrR4cfyzCRRKsPbeeyi1TGQJ0i2bul27kpiZiadFS6zkDCIuFafiwHZ4sUryq9zXLC4lkp5N8iP/AGy+XldEq2I/1Rv1hqZ92FgUJS0tB8KxmboiI5GEK99HJYJsRZHmvg5mFNLrw8VPQFZjvNYeFNVNoRSOB10AITPEyN9H8kqn15BCLgwVHNVbIq35bl+DJBm8GfiMFD689CMKQgUkOH0UhAroN60fpm1yad1Lq/wcTrnqhvi9IhGTHnV78sHqD9gd3M1bS97i7c5vM7TFUIZ+PzT+RmC95HrU8NXACh3e3irDsOKBngi1BEEQhL+S4zXj1QtA1/UOmqZ1AkYAl1eobw1cp+v6wuP0/CNiWTYO2+Dh7o0p9kdwyhKSaR7WHmrT5cF99tns2biRAklijwSWJJHi9VJLVqh17jl4GzdGzc7G160bQZyETBvJAG/7O1Gm3UX6dbfjn71vU7js8+Fp1xqpcAlSSl38dgJ9cwMo710WOwdSdVO/50hCGRkEy08VtCybEsuHrSTiUA0S/28myrw34JxbkT4fgrRLR5Fk3OffT6BlH1RJ5dwa55LkTOLXHb+yI7ADuzzMDFpuXN1eQClYC4XrQXVjdXuekO3FNG0U00u25MWQg9z2w22EzFjahZ2BnbTJbsPC/H2/1mGt7sBtJ2AcJIR1RRP4qPsnLN75O5IkUdOXg8N28sVlXzBt/TRqJdbmvBrnoYa9WCI1gyAIgnCKO24JVDVNU3VdNzRNux7ooOv6TRXqVgErgGrAdF3Xqx70V8HJTKB6MD41jBwoZPO3/2bt5O8oWrsW2bZJczppdNttuEpLSWjfnuCi3wksWoT3nLNJvOwyihw+5L35sBSZJNWPVLKH4KZ89rz/EXZKMo7B/Ri+aQy3NRlEw61Lser1RF4yFvnX1yFaviSpujBv/53CaIWjiBSZeZuLuPezpWQmunixVx3OXTsC6ff3KrW98L41BHblY303E3lHAfLlXVjtKqRRzdY4wwnYdqxtCVIJihkExUXQ9hA0K+94M90B+kztTWk09rZmiiuF5y94nrJwCWv2rKVznc6kObKwQ4eO71U1lo5ib+oLSZJwOJRY2guxRBgnEioeW6I/jy3Rn8eW6M9j7386gWp50DUB6A303a/6Y+ANoAT4UtO0nrquTztebflvqA4FmQgJBCBSBp5UCvU1LB/3KhtnL8UwZFIyFFrfNYycCzvjUkIo66ZgnNGPna+8QenXXwPgnz2bwIIFJD/+OCF3MrJpYZoWATWRxCXPU9ZuMNOv1ygx/Uz//S78UT/DGgxhj+6g7M2HcDfRSBk8nz1yAUq4lJS57yBHAzjVJJx2AEP2UGpL3P/5MiKmRV5RkJ1FZUjbl1T5mRJKDQr/djfRvLxYwUef0GbCWOY4l9ApswOqUYptQ4BkonYCGFVuAYDT8nBTi//jXwtHoEoq59U8D9u2aJXRgs4RCemH4Vh1LsA8oydFEU/8e4oi4Y34sctKkT1eog4XQaPykqRt20QiB3nwfiQJZFmudAqAIAiCIPwVHfcjgzRNqwb8CjTRdd2vaZoEJOm6XlxefyuQruv6Uwe7h2VZ9kE3Ux9DilL5j3dx2GDVlp20Cv6Ke+7rbPJcztrPJlGwuQjFoVL7rAY0dM0iPS0Cza7E6jUSefknSNPuJnrt96ztfQNYlYOB+t9/RyAxDZ83dpagJIGy/BNWpGRz7cy76JrblSvPuJIcRybKOx9T/N4H8e+6Gjdmx9M38cCyZ3juvOE0Tj2D1KWTkFZ+iV2zLZl+W8AAACAASURBVOY5d9Dp7VVs3RObFet7ZjZPpn2Dd85L+xqQWoeydqPYMuRvldrlPfssvC88QcaqT2L7wxKysXuMwKzeFlstb6ttIocKkYwQturGcqdRavpZt2c1bkcCs/JmMWXdVDI8GTzU7CYa/PourhVfYZ89FOvCx7GU2H3s7dvYNHAgxs6dIEmk3XgjqUOGICUkHvHvrMwopTBcwKbiTWjpjUhSk3ArnkN/8RS1/xgV/juiP48t0Z/HlujPY+9E9anDoZzYGS9N0wYBOeVLiAFiL/3vXS9KApZrmtYY8AMXAWP/7H6maZ+QqcGKU5CSqvD2nI30Tshn9djX2LAqSNQ/hqTEKG3O9FM314+z9x2wyoT1P8HOFRj+YtSGl6IkPg9mGMnlqvS2ouRwYOTvxG2YFEczsG0bVZVJyW1PdriIgY0H0jC1IX+f+XfGtH0J6dNJldoXXrWKXEcWReEi7p55D+O6joPMBqRtmY+0ZT7qpl94uecYrnov9mbhlGW7uOuW6/EEdiAt+wR8WVg9X4P8A72uKSEhYVkmiisRCtYivd8HZdgi7C2/YafXQwakj66BsnwkXwb0+wgpoTFNk5owadNXjFryFhBL/3DdzLv5+pLRZK+airRwHPa5d1EUtXDbUYqefz4WdAHYNoWjR5Pcpw+lRtW3Gf+M7Yzy0dr3GLN8DACyJPNqp9dokdQGM/q/uR9MLD0cW6I/jy3Rn8eW6M9j7wQuNR607tDnvBydL4BWmqbNAr4F7gL6aJp2U/lM18PAT8DPwApd178+Tu04KmY4zOYZX5Mx8mEW33o7axfvoUabxlzSaSc9uuajNSzD6bRh0QRo1B0AS+tBWEmg2EzEvPE/yC6JjFturnTf1IEDKP3hB/aMG4+zPMZwEUT64Z+k+QsZ2HggT819ipJICQEjgJKcVLlhkoStxL4YNIIEjSC6HYL0BrH67UtoVc1BuzqpeBwKF5yRgezLINjpKYxhy4gM/p6StDao9erjyMmpdN/U24ZirN9IwTIfwfavY3QaDpaBtGEm8sxnUUrykD67HsrK38D078Za+jFRRyl7bD/T1lf+FUasCKuL10FqXXAmxA+KlqMRIuvWsb/ojh3I8mHk76jAkMOMXbEvZrdsi2fmP01E9h/RfQRBEAThRDkuM166rvuBq/+k/j3gvYPVnyylmzaif/AR22dMJ1pSQnbN6mitAtTpeRnqeXdC6VCsTT+gLHwjtsnd6QMzit36eqx2NxOOSIBNoZmAK7M1KX01vO3OIjB3Hu4mTYju2M6Op54muXdvbCWKZDpAVrGRUSYNYXe/d+MZ1ydu+4r77r2d0gf+EW+f9+o+zCycD4Cv/PiiDWV5nJtYDQrWgiQjKQ5eu7olNhKKZKNaFn7LgT+eCtbGcvrI+eA9dk77EnnHbhJ7X0F0+Sr2PB57VsEoyH7gblKaXoWcWgfKdoEnFYo2x9tS3P0FvnErvDn9Gvpp/chJzGFl4cpK/VndWw0CBVhdniVALPo3PT4SLrmEwjFj4tdJTifOOnUIHeFRPFErimVXnjIuCBbAkcVvgiAIgnDCiASq5fybNjJncH8kSSLr/E7U79uHWsWfQ8oVFK9V2HX51VjhMCmX9yTz2g9Rv7gK++J/YKbUI2w5CEZjXSmrNmHVz8JdS6nmq0bjmtUJLF7Mno8/wti5CxwOpP6X8+TCp3nwrIfwWyr+Cx8jM7Cbau60+HE3P279D40b1qXvlE9Rfl+Bs3EjdqcofLzwYbK8WTxy9iNMXDmRvzcaCNufAcA6dxhh243DsnC7HZimTcSoukHdNC2KPDJjG+cTaBjgbq9M0eP/qHTN7rfHkfj+KORd8yFcEpvpymgYO4sypTabshrwzMy7AJi0ZhIvd3qZhfkLKQjFktD2qNudTGcS5g0zCDsz2LtPPmxC8nXXYZWVUTJ9Oo7q1cl+4glC6pHvy3JJbuom12VD8YZ4Wc96vVCsg+cOEwRBEIST6bhvrj8WTkQ6CSsSIbBwNhmN6+HIyMJUvHhnPUG42uVsGFh5ybDa4w+T1P1iApabUIUUC4oiscvexsBvBsRzW12nDeSO2gMo+uQzomWlKFf14I28TyiRQvxf8/9jzLIxlERKGNBoAC19tVlcuo4nfn2akkgJLTJaMKLjy+QHtjNh5UQMK8otZ96KaZpMWjOJrrldaObLwbtxDnZ2E6LuLPyKSpFZyMxNP9AwpT5NMpojRxPjaRr2tVWmWN7J32f9ndcaP0pJr/6V6mWfl3pTv8QxphVYBmQ3g+4vwfS7IUPjX7mNGL/6w/j1LTJa8Og5j2JYBgmORHxyAmneVIqKAhxoiLklEzUawkIm4vZVad/hUBSJsKOMt5aOYmXhSi6sdRF9G/RFDrkP+Mz/BWLPx7El+vPYEv15bIn+PPb+p9NJnGrSEwyyHHORvroXUmph9RqJfe5tBCZNr3Jt2cxfcHTpSchWUR0yQTO2uiWpYV759eV40AUwUX+fnrUvxB5wMe+t/pCfF9+JP+pnQrcJDPl2SPzaBfkLeL7Da+Rta8Ar531A9WQnbsnN+tJ1/O27IfH7zc77hclXTObmprfgsnwEoxaR2j2xLBtVkllSOIc7Z94dv75DtXN4tsNTYPgq/QymaZFMFm90HEVC2MI46ywC8+fH61OvuwHb48O6chzygtHYiTWxknKw+n+JLMu0KFgMFQIv0zZJiMi4TBceXyrhgIzt4aABUMhW9p2BeIigS1FkPJEy8PuRXC4Mh4ug7MI0bRyWj2HN7iZqR3DhwQwi0qwKgiAIf1ki8ALcDht5/iikX0fFCvy7kN/tjDVsMe625wBvVrre07YtsiyRGCojUliG4vLy864oZ9Z1UxgqrHL/omgpua5kpm2IBXHNMpqxZNeSSgEawOQNH6NJt5Ff6KNBQjKmbPDB6vcrXROxIsze+gvdqvciasReFN37amxYKeWV31+rdP0vO+ZRFikhUa0662WaForpISRLZL/0Ev5vvyW4aBGJl16K88xWFBtO1FoXEal9FhYWsu1EjbqxojYtM1rTMacjM7fO5Pp613B7nUH4p/8b/9w50KIlKdf2I2jYOJ0qAdNGApwV2nq4JAl8oVK2DhlMZONGAJL69CH1zrvwy+UzWxEFFY84HkgQBEH4yxOBF+CyypBXflW5MBrALliLVEsj9brr2PPBB2CaeDu0J+myyyie9Bm7X3kFLAslI4MLx46iRHbSr1E//jFn336pJGcS9dIaETEjjO0ylvErxrOpdBNZnqwq7Uh3Z9LjjJqkODwYhonilMl0Z1a5LsOTgXWgjegSBM1gleKoGUVyHHzHuW3blEpuHL36kNzzcgxkygwL22Ewv2A+T857kpJICW2y2/Dcec+jhrxIYTePn/UEwbZ+sstUCt8cRfHnnwPg/2UOgfnzCT99F960Wtw3aT22DX/vcga5yW6kIwi+nJJN4Zh34kEXQMkXX5ByzTVINepyKiyVC4IgCMJexyudxCnFkBzY6fUrF8oKJFajTHLhu/Em6v7739T9/nsynnkOyzDYPWJEPDmquXs3pcNHsGD9d5xd7VyeO+9ZWme1pntuVz7uPIYoNm8vf5c3l7zJRbUvYtQlozgzszlN0prEH5foSGRoy5tJ9XiRyhfLrCjc0HQwSc59aSUapDSgeXrzSjNHkgSyN8iSXYu5Wqv8Mmm95Hoku9MO69idaNQkZMSO7ZEkiMpB7v/5fkoiJQAszF/IyMUjsVUD2wYp5MKjeLADfkqmTKl0r+DChWSRyLjl79Ig282vGwq5ZvSvlJbf+3DJ0TBh/Y8q5ZH161EU8fqiIAiCcGoRM15A0PLg6vEyyrw3sX1ZGLUvxTIdUKbgc4cIqB5CDieKIqMoMmyoGghE162jpqsvk/74jAvS+/Nqh9Y4dyzH70rimhnXsTMQSxi6IH8Bt595O73q9eSVTq+zdOcaSiIlNExuwohvdnJNOy+bCwJ0qp+GbNu47BQ+7/Uly3YvI8HhpV5SfdRI5QOjFVeUEYteZfL6qTzV4SmebP8kM7fOREtpSN+GV+I0fIQPsy9sRxRDCVMQLCBFSuGiWhfx/ebv4/ULdvxGtHkYR/nQUSwXkqIieb3YxcX7biTLmDL8tnMu/WvHzkc3LZvvVuTTv3UNIpHDWxg0XF4SL72U4MIK56nLMp7WrSk9ig35giAIgnAyicALSFT8SDtWYtbujOGty/YHHyG4eDEAnnZtqfbSCIqdPpbtKGX6su08dm5WLNAI7HszwnVRR+aWLCEpMYvXZ27gmcuaIle7gO2hNfGga6/J6ybTvW53Xp2xlTnrgnhdHtbtWoZtQ/v6WYyfs5HzGqRjyjIPTFrKz2t306F+Ondd0hA56sba7xiiqBRm2oavsbF59JdHaZrelNbZrel7Rl+koJfw4a7GOUx+2vE9z85/Bsu2cCtuXuj4AoWhQhbtXARAq+xWOHDFv2KFZaTkZDJvv438Z56Nl6f078+MnTNplNqUjTuj8fKcVM+Bl0kPImpYJHbpSlp+PsWffYaSkkLmww8TcScc9j0EQRAE4a/itF9q9Kgm6sLRyD89SSTooezHn+JBF0DwtwUE585h1trdDJmwgM8X5fHAvzeT/s67uBo1Qvb58F1xGZHrLufb7T9xblZn8vYEsWybcNjAp1YNEFJcKaiyg0K/wfaSEGt3lsXf/vOHDVRFIhg1Gf7Namat2Y1tw+y1BQwYMx/jAOt0kg0p7pT45xUFK/hw1YeYlnFEaRUMJcTzvz0XT0oaMkO8+NuLDGg8AIDmGc2588y7kKKOSt8rtV34Oneh7ldfkvXwQ+R8+D4br2zHlO3fc12jW/j0t1jg2bh6ImfVSTvi1BGlkgvPDX+j1hdfUn3seMzmrQlL4r8ZBEEQhFPPaf/Xyy0FkH99C/OiJwj+sZHIho1VrgmvWM78aB2S3Cq9WtYgK8nNK1tCPPT22yi2gR7eypLidbzYfgzPTcvjuT7N8UhgAElqIp1yOvGfrf8BQJVU7mt7Hy7JxeO9M3hKro7TVpm5vIDnf9rGmbVSGPXTOjwOhTnrdlduh2GRXxomx6tWCqhcdiKPtL2Pe35+ELt8CXJI44F4UIkcQV9EzDBRK1qpLK8sj+YZLfim9wxU24Ej4sXaL5qzbZsSxYuc6UXp05sAQWqaWbyZ+ya24ePN/j6cqkzNZDeqaXI0C4RhSybsOLz0E4IgCILwV3XaB15IMgXXfc6ycAGN1xfgu+B8iiZVPpw6oXt3ypZHmTjkLD6cv4V56wq4pEkWpa5E1KhBbmpzctJaUOiP8sKVGThtOz6rk2ZG+WdOVzbXu5ytwZ20yWiO05nIM/Of5v9qXY28ZTdRS6JX0xZ0a5rN8J+2MPFvZ+GUoHnNZH7Sd8XbocgSmQkubLPy/qhw2KZtelu+vmIKK/J/p37aGaS70omGvUfUFS7ZQw1fDbb5t8XLOtbsiGo5UcOxWS7rT7JkWRZYQZDx4MFDstdLkT/AGamxtA+2cXRBlyAIgiD8rxCZ610hHp33CPPzf+PL88aRsmQjZmEhhRPfA1km49ZbcXW8kM2myt/GLyCvaF+6hge6afRrWQPTOPBGcUmSSPUvRxnXFZJqQkIW+LL5uNklnJXYFvvWh+NpEtSsLOp8+hGSRyKCh6Ch4rclbhj/G+t3+3E7ZJ68rBmd6qdVSccgOyyiSiwnmEfxYYWlo84EX6oU8uz8Z9ALddrXaM9tZ97G7mAB1TzVcES9mObhjxeRdfnYE316bIn+PLZEfx5boj+PPZG5/i8gTIQ52+cCMHTRgwxv+iC1nRq1O3cGRSHkSSZgWhimVSnoAnh/3mYua14dJ6CqMpIkYRhmfBnQtm1IrBb7UJIHJXmYra+nRLJR5v1OoEJuKmPnToo++YSMmivwNO6Jp2YbUiybGQPPwIyY4HASdvuI7hdQWc4wkzd9xehlozFtk35aP65vNBjJcHGkTNMmwU7jybOewZAjfLfxW66edjUlkRJqJdZiXJfxyMEjP1NREARBEISY035zvSJJyFKsG/LK8rju12H0/e1WilMUShyJRAwL2waPo2pXpXgdqLKE6VCZu6WYT5Zsp9SWsJV914alBKyLn4jlBQOUPRs5v8Z5SDurZriP7tgJza5C2r4E6ZP+GFu2sXnAdWzs0oUtV/ZBXbMKh7RvxkmWJfKCW3j191cJGAHCZpiJKyfy++5FqOrh/2oVRSbBDJBQupuEUAmJEZnZW39mxKIR8RxeW0q3MGPjNzidymHfVxAEQRCEyk77wMuLTN96vSqV/U3rR9J+S2o+VaFr0+z4Z0WWeLR7Y2RFZuqyTcxel8+omeu45OVZbC4Jx/J9AX7DRbDpIMw7V2LduRTrstfJdmeT3LMnKJWDmNTe3ZASMmD2CIxWw8h79FmieXkAmIWFbLvjDtzRfVOkqqrwc96sKj/TD1u+B/nwlgQlScIXLCZv0CA2du/O+ksuoeTd0TRx1a5y7ebSzUhHkv1UEARBEIRKTvulRk/U5vasDlxavQOL96ymfWYrau5aiyop2M4opm3gxotkmPyzZxNuPK8eGwv8nFUnDY8zzEb/SlYYE0nMTGHcjYN4YXo+L36r8+pVLdgbVkVx4g7uRJ5xHxRtJqVZX6Jtb6P2hx9QMHIkdtQg44arcfp/h4LY0qSdWIvwmjWV2moWFUE4HD9c2jQtWme1AcZUuq5dVjskW4bDOL3QI5sUjHyN6JYtsQLbZs/48dTrcwUJjgTKomXxa/s06HNYGfAFQRAEQTiw0z7w8ktJJPtq0Hb6nbT1pMGc94hc9jqbrQCvLHqWHYEd9G7Qh0tyLsFreWmU4aFhqgvLgvX+9Qz5bnD8Xt9v/pa3enzMP77cgmUTD7wS5TKUcV0gXAqAPHsEDknGaHs3ac8+j5Moqv4R8n+egcHfgKwiFa3H3aQJoZUr4/dX0tPB5Y5/Nk2LM5I1rqh/BZPXTcbGpmNOJzrmXEg0eHgBkiNSRugAR/IYmzfz5sVv8q+F/wLg5uZDyXRUx4r+9V/GEARBEIS/qtM+8DIMixJPXRKu/hDFDGIqbvaoKgOmXBGf7Vk1/xlkbHqln0mZOwFbkXE4nIz7fVyle5VFy1hasIi/dz4PryIRtWJLeRRvjgdde8nLJ+FoNYRiKYkgTnzNBuJq1hcJkPp/gvrLa9R8+nG2Pvgk4T/W4KhZkxqvvELQ6aViTgY57GZY87u4pcUt2IBqO5FDrj9J+lCZ7FZI7NSe8KpV+woVBU+jRtRxpvFSh5fBBpftxYiKZBCCIAiC8N847QMvgKgpscdMJCUlm5KSIGvLllZaYgPwOhP4YPvPvLNsNBErwhPn/oMER9Ws9NUSkmmUlkA0YgDlbzZ6M6o+NCUXk30Z4P2GGz+x2SxH+jl4L2uCrDio+c472KaFLSuEXD6MA6RzkCJOHDjjn49kTsqybVIvPR+jsIiSad+gZGRS/cG7kDxODMNCKW+TITJwCYIgCMJ/TQRe5WxFpiAQwZQl0txpleoyPBlkebN4ePbD8bKRv7/Omxe/wY+bfyRkxnJo5Sbl0jKzOXbQqPT9qJqE1O4m5N/eiRW4U7C6PU8QLwcKk6KGTTGJsdT3CvvWLI8gh9bh8tuJJCcnk90xhcy+L4ARQsppSInkO2DbBEEQBEE4eiLwAkxVYfy8Tbw7ewOGZfP+/zXj4loXE7bCOBUnCgp64WocsoNudbrROrs1+YF85m3/lY96fMQv236hmrcaZ2a2Qgl7qmR3LzU8JLa/D8fZQyFQgJ2UQ5mdiGmc/MDGMG2KHTn4Wg1AsaOYkorfTsYwxQyXIAiCIBxrp33gJcsSm4pCfPjrZq7vUJMWtVxsLzK4v90DfLtpBmWRMq7SriLfn88bF7/BnG1zmLhyIrlJudx+5u1MXTeVJbuX0L1OTxQ7AUmyOdBMUanhATxI3izsaJXqk8owbYqpuGwqgi5BEARBOB5O+8BLUWSW5hUx/sbGTNowhtdXz2PkxSPp//W1FIQKADg/53zCZpiZW2fywaoPANhQvIFlu5bx/AXPM3bFWAzLwL+nMRc1rINPkjjYUUynwAlNgiAIgiAcJ6d9AlXTtOjUOJFx+ktMXf8l2b5s5m2fFw+6VFklZIQoCZcwY8OMSt8tCBVg2iYuxUWT1JaszAvz2o9rQDntu1UQBEEQhAM47SMEy7Lxumxm5c0EQJZkTHtfDizDMvA4PBSFi8j2Zlf5vk/10SStCZfW7se0JTvZuieIIaa1BEEQBEE4gNM+8AKwLZvqvuoALN21lLbZbUlyJsXrP1v9GblJuQxrPQyXsu/w6f6N+pPizKBX9YcZOuEPglGTa9rVwi2LY3UEQRAEQajqtN/jBeC2fDx17j8Z+sOtRKwILy14iQ8ufY8p66dRFi3j6jOuJsWZgmlbTLliChuLN1LdmUTazj9IWDUVs8alZCW4ueOiBrSvlyaO1REEQRAE4YBE4AUokkTzHTrfXDKa7cHdZHrScYT9uBUX2/3bGfLtEHxOHxO6vEv1cJga3z8HeQsg4gegzjmbeP/6B7EsB4YIugRBEARBOIjjEnhpmqYAowGN2EnNg3VdX1ehvhfwOLEUoWN1XR99PNpxuCRsXNsWkzX1DrLcKZCQxbwujzFy8evxa/aE9/DB8vEMq98HdcPMSt+XF03Ed/Yw9hiJJ7rpgiAIgiCcQo7XHq9eALqudyAWYI3YW6FpmgN4GegCdARu0jSt2nFqx2EJR8E++xaQHRDcA75M1pdtrXLdmrKthOUDxKreNJH5ShAEQRCEQzougZeu618BN5V/zAXyK1Q3Btbqur5H1/UIMBs4/3i043DZtk2Zkol966/YZ9+ClXseHep2RZYqd0/vmh3xbV0IrQbuK5QkrG7PE5CST3CrBUEQBEE41Ry3PV66rhuapk0AegN9K1QlAcUVPpcCfxq1KIpESor32DdyP7aSjNX5GUAizQjw1sVv8dLClwhEAwxscAXtDGDK7dBjBHaLa6B4K9Q+B9udjs/hPr6NC/ghHMaWQEpOBemv/+akosgn5Pd2OhF9emyJ/jy2RH8eW6I/j72/Qp8e1831uq5fr2naA8CvmqY10XXdD5QAFTdDJQJFf3Yf07QpKgocx5bGpKR4Kz2nkbclr3ccBZJNhhnBMfV28KZjb1+M2aAbpSmtMQwL/ADHp32SBIlmiF3Dn6H039+jZmdT7emnsBo2IRI/Pfuvaf/+FP57ok+PLdGfx5boz2NL9Oexd6L6NDPz4Hu+j9fm+kFAjq7rw4lFJBaxTfYAq4CGmqalAWXABcBLx6Md/y3DMFHxAFAi+/D2Go1iR4nIPkIRBds+/ju7nJJF4TtvUzrj21ibtm1j681Dqfftt0QcCYf4tiAIgiAIfyXHa3P9F0ArTdNmAd8CdwF9NE27Sdf1KHBPeflcYm815h2ndhwzlmVTZngoNpMIRpUTduaiGg7inzWrcmE0SmTzZmSRqFUQBEEQTinHZcarfEnx6j+pnwpMPR7P/l9jqS7cjRsT3bKlUrmjRg1CljiaSBAEQRBOJeLIoL+4sOIg8/77ceTmxgocDjLvuw/DLTZcCoIgCMKpRmSu/4uzLBu/N4Wa4ycghUPgdBJVXQQlx8lumiAIgiAIR0gEXqcA07QoU72gilkuQRAEQTiViaVGQRAEQRCEE0QEXoIgCIIgCCeICLwEQRAEQRBOEBF4CYIgCIIgnCAi8BIEQRAEQThBROAlCIIgCIJwgojASxAEQRAE4QQRgZcgCIIgCMIJIgIvQRAEQRCEE0Sy7VPioOVdwKaT3QhBEARBEITDkAtkHqjiVAm8BEEQBEEQTnliqVEQBEEQBOEEEYGXIAiCIAjCCSICL0EQBEEQhBNEBF6CIAiCIAgniAi8BEEQBEEQThD1ZDfgZNE07WzgeV3XO+1X3gt4HDCAsbqujz4JzTsl/Umf3gP8jVhaEICbdV3XT3DzThmapjmAsUAdwAU8rev6lAr1YowegcPoTzE+j5CmaQowGtAAExis6/q6CvVijB6Bw+hPMUaPgqZpWcBCoLOu66srlJ/U8XlaBl6apt0PDAL8+5U7gJeBduV1v2iaNlXX9R0nvpWnloP1abnWwHW6ri88sa06ZQ0ECnRdH6RpWjrwOzAFxBg9Sgftz3JifB65XgC6rnfQNK0TMAK4HMQYPUoH7c9yYoweofJx+DYQPED5SR2fp+tS4zqgzwHKGwNrdV3fo+t6BJgNnH9CW3bqOlifArQBHtI0bbamaQ+dwDadqj4DHqvw2ajwz2KMHrk/608Q4/OI6br+FXBT+cdcIL9CtRijR+gQ/QlijB6Nl4C3gG37lZ/08XlaBl66rn8ORA9QlQQUV/hcCiSfkEad4v6kTwE+BoYCFwHnaZrW84Q17BSk63qZruulmqYlApOARytUizF6hA7RnyDG51HRdd3QNG0CMJJYv+4lxuhR+JP+BDFGj4imaTcAu3Rd//YA1Sd9fJ6WgdefKAESK3xOBIpOUlv+J2iaJgGv6Lq+u/y/LqYDrU5ys/7yNE2rBfwEvKfr+ocVqsQYPQoH608xPv87uq5fD5wBjNY0zVdeLMboUTpQf4oxelSGAJ01TfsPcCYwUdO0auV1J318npZ7vP7EKqChpmlpQBlwAbHpSuHoJQHLNU1rTGw9/SJiG52Fg9A0LRv4Drhd1/Uf9qsWY/QIHaI/xfg8CpqmDQJydF0fDgQAi9imcBBj9Igdoj/FGD1Cuq5fsPefy4OvoRX2cJ308SkCL0DTtP5Agq7r75S/PfItsdnAsbqu553c1p2a9uvTh4nNNoSBH3Rd//rktu4v72EgFXhM07S9e5NGAz4xRo/KofpTjM8j9wUwTtO0WYADuAvoo2ma+Pfo0TlUf4ox+l/6K/2dF4dkC4IgCIIgnCBij5cgCIIgCMIJIgIvQRAEQRCEE0QEXoIgCIIgCCeIJm++/AAABLNJREFUCLwEQRAEQRBOEBF4CYIgCIIgnCAinYQgCMeMpmkPEHsVvq6u66ET9Mw0oNt+iWbRNK0B8Cqxf8+pwALgIV3XrWPwzNpAS13Xpx6g7lXgReBGYIeu629VqJsHXANsJpY7qDmxnE0R4E5d19eX5x3yEsvn5AA2lNcVaJo2FFhzgHxkgiCcIsSMlyAIx9IAYsebXHMCn9kCuOwA5c8CI3Vd7wpcQiwj+OUHuO5oXAR02L9Q07RzAEPX9a2H+H43oIau653L2/cusYN797pO1/VOuq53AL4B3ikvHwM8qmma8l//BIIgnBRixksQhGNC07ROxA5Lfwt4HxhfPnuzBGhGLEv0z0BXIAXoUl42FqgPKMAIXdc/qZBtenX5LE81YDzwEbCl/Pr5uq7fAjwCtNQ07SZd1/cGKACbgBs0TSsF5gNXA0Z5Ox8hNtNUDXhH1/U3NE1rDrwGSEABsWNHWgEPEJuRqgt8AjwHPAh4NU2bo+v6lArPvAP412F01xagraZp/YAfgMnAAZNi6rr+gaZpz2ia5tZ1PaRp2iKgBzDlQNcLgvDXJma8BEE4Vm4Exui6rgNhTdPOLi+fr+v6xYALCOi63hlYCXQEbgZ267renv9v725C4y7iMI5/S1JaRA8hbfGVHkL7UEqLeDDmIESoUnJohR7agnpoVJQI0UvAo1AJeJKAHgQRU2hB6FGwBJpi27QHbaFR5OkLPQpFUIjpWrAvh5nQdakb0HVJ8Plc8s/+Z2d29hAefjP/TKlKHZa0oc0YW4FR4FlgpJ6/9iFwsiV0QTkM+zwwCdwAvuD+YbhPUKpkzwHvSdpE+W/2Y7aHKSFoorbdDOwDhoAJ27cp4etoS+iizumH9l8Td23PA28ALwM/UpZBh9q851dKWAW4BAwvM0ZErFAJXhHxr0nqA0aAcUnfUALOO/X2hfrzN0rgghIk1gPbgG8BbC/U+wMt3a9pur5qe6GGn59rH3/nBdsf13PbnqJU15aODJqzfct2gxKUBupn+bRW2w4Bj9e287b/tL0INJb5Knps36rXDUrYbPYw0JC0s0zZBylVt/eBr+qByH9RX3uUEh6p8+5f5nNExAqV4BURnfAK8Lntl2zvBgYpS4kbgXbnkv0EPA8g6RHKZvPrwB/AY7XNM03tH9TXHR78t+wjSS8C2P4duEw56w7gaUk9kh4CtgNXAFP3VlGqXV//gzEbTfuvLgB7JPXW+Q0A62zfoFT3JiX12L5LqXot1utWo5Tz+ZYeCujjfgiLiFUmwSsiOuF14MjSL7ZvAseBLcu87zOgX9IZ4BTwQQ0mU8Ankk5Q9n61cw3YIendltf3AxOSvpM0Rwlwk/XeWsqm9dPAYdu/AG8D05JOU5YSL7UZcx7YK6n1IYKzdRxsz9T+v699fgm8VttNUap+F+vcjwGvNvUzLWlW0ixlWXGs6d4gZV9YRKxCOSQ7Iv5X6ub6t2x3/MlLSUPAAdvjne679t8LzAC76nJrRKwyqXhFRHSI7XNAr6Qn/6Mh3gQmE7oiVq9UvCIiIiK6JBWviIiIiC5J8IqIiIjokgSviIiIiC5J8IqIiIjokgSviIiIiC5J8IqIiIjoknvAgp8b6b38CwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sony_video_view = sony_video_view[np.log10(sony_video_view['Amount Spent (USD)']) > 1]\n",
    "sony_video_view_y = np.log10(np.array(sony_video_view[metric]))\n",
    "sony_video_view_x = np.log10(np.array(sony_video_view['Amount Spent (USD)'])).reshape(-1, 1)\n",
    "sony_video_view_model = SVR('linear')\n",
    "sony_video_view_model.fit(sony_video_view_x, sony_video_view_y)\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(np.log10(sony_video_view['Amount Spent (USD)']), np.log10(sony_video_view[metric]), hue=sony_video_view['label'])\n",
    "sns.lineplot(np.log10(sony_video_view['Amount Spent (USD)']),\n",
    "             sony_video_view_model.predict(sony_video_view_x),\n",
    "             color = 'Brown')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 535,
   "metadata": {},
   "outputs": [],
   "source": [
    "example = np.array([np.log10(100)]).reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 537,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([25141.34171518])"
      ]
     },
     "execution_count": 537,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = 10 ** sony_video_view_model.predict(example) \n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Country Analysis "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### columbia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.70024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.70024</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)             1.00000      0.70024\n",
       "Link Clicks                    0.70024      1.00000"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columbia_1 = pd.read_csv(path + \"columbia_country1.csv\")\n",
    "columbia_2 = pd.read_csv(path + \"columbia_country2.csv\")\n",
    "columbia_country = pd.concat([columbia_1, columbia_2], axis=0)\n",
    "columbia_country_con = columbia_country[columbia_country.Objective == 'CONVERSIONS']\n",
    "metric = 'Link Clicks'\n",
    "columbia_country_con = columbia_country_con.dropna(subset = [metric])\n",
    "columbia_country_con[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "AD           28\n",
       "AE           28\n",
       "AN            7\n",
       "AR           32\n",
       "AT           28\n",
       "AU           48\n",
       "BE           28\n",
       "BG           28\n",
       "BH           28\n",
       "BL           25\n",
       "BO           28\n",
       "BR           44\n",
       "BS            1\n",
       "CA           49\n",
       "CH           28\n",
       "CL           32\n",
       "CO           28\n",
       "CR           28\n",
       "CY           28\n",
       "CZ           35\n",
       "DE           44\n",
       "DK           28\n",
       "DO           28\n",
       "DZ           28\n",
       "EC           28\n",
       "EE           28\n",
       "EG           28\n",
       "ES           38\n",
       "FI           27\n",
       "FR           39\n",
       "GB          116\n",
       "GF           28\n",
       "GR           28\n",
       "GT           28\n",
       "HK           28\n",
       "HN           28\n",
       "HU           28\n",
       "ID           28\n",
       "IE           28\n",
       "IL           28\n",
       "IS           28\n",
       "IT           49\n",
       "JO           28\n",
       "JP           28\n",
       "KW           28\n",
       "LB           28\n",
       "LI           25\n",
       "LT           28\n",
       "LU           28\n",
       "LV           28\n",
       "MA           28\n",
       "MC           26\n",
       "MT           28\n",
       "MX           48\n",
       "MY           28\n",
       "NI           28\n",
       "NL           28\n",
       "NO           28\n",
       "NZ           41\n",
       "OM           28\n",
       "PA           28\n",
       "PE           28\n",
       "PF           28\n",
       "PH           28\n",
       "PL           35\n",
       "PS           28\n",
       "PT           28\n",
       "PY           28\n",
       "QA           28\n",
       "RO           28\n",
       "SA           28\n",
       "SE           28\n",
       "SG           28\n",
       "SK           35\n",
       "SV           28\n",
       "TN           28\n",
       "TR           28\n",
       "TW           28\n",
       "US         2347\n",
       "UY           28\n",
       "VI           26\n",
       "VN           28\n",
       "ZA           28\n",
       "unknown      14\n",
       "Name: Country, dtype: int64"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columbia_country.groupby('Country')['Country'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3936"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(columbia_country)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Starts</th>\n",
       "      <th>Reporting Ends</th>\n",
       "      <th>Campaign Name</th>\n",
       "      <th>Country</th>\n",
       "      <th>Campaign Delivery</th>\n",
       "      <th>Ad Set Budget</th>\n",
       "      <th>Ad Set Budget Type</th>\n",
       "      <th>Results</th>\n",
       "      <th>Result Indicator</th>\n",
       "      <th>Reach</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Cost per Results</th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Ends</th>\n",
       "      <th>Link Clicks</th>\n",
       "      <th>Website Purchases</th>\n",
       "      <th>On-Facebook Purchases</th>\n",
       "      <th>Objective</th>\n",
       "      <th>Video Plays</th>\n",
       "      <th>ThruPlays</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <th>Post Engagement</th>\n",
       "      <th>Page Engagement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>Tyler, The Creator - Igor - D2C</td>\n",
       "      <td>US</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Using ad set budget</td>\n",
       "      <td>0</td>\n",
       "      <td>804.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_purchase</td>\n",
       "      <td>135776</td>\n",
       "      <td>147924</td>\n",
       "      <td>0.510746</td>\n",
       "      <td>410.64</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>1048.0</td>\n",
       "      <td>804.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1048.0</td>\n",
       "      <td>3031.0</td>\n",
       "      <td>3032.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>Tyler, The Creator - Igor - D2C</td>\n",
       "      <td>US</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Using ad set budget</td>\n",
       "      <td>0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_purchase</td>\n",
       "      <td>125085</td>\n",
       "      <td>130433</td>\n",
       "      <td>0.638508</td>\n",
       "      <td>432.27</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>848.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>848.0</td>\n",
       "      <td>2487.0</td>\n",
       "      <td>2488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-19</td>\n",
       "      <td>2019-05-19</td>\n",
       "      <td>Tyler, The Creator - Igor - D2C</td>\n",
       "      <td>US</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Using ad set budget</td>\n",
       "      <td>0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_purchase</td>\n",
       "      <td>104384</td>\n",
       "      <td>114297</td>\n",
       "      <td>0.571741</td>\n",
       "      <td>321.89</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>2618.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>Tyler, The Creator - Igor - D2C</td>\n",
       "      <td>US</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Using ad set budget</td>\n",
       "      <td>0</td>\n",
       "      <td>527.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_purchase</td>\n",
       "      <td>119520</td>\n",
       "      <td>130099</td>\n",
       "      <td>0.835484</td>\n",
       "      <td>440.30</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>903.0</td>\n",
       "      <td>527.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>903.0</td>\n",
       "      <td>2594.0</td>\n",
       "      <td>2596.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-05-18</td>\n",
       "      <td>2019-05-18</td>\n",
       "      <td>Tyler, The Creator - Igor - D2C</td>\n",
       "      <td>US</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Using ad set budget</td>\n",
       "      <td>0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_purchase</td>\n",
       "      <td>40504</td>\n",
       "      <td>47312</td>\n",
       "      <td>0.576497</td>\n",
       "      <td>192.55</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>882.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>882.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2012.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019-05-23</td>\n",
       "      <td>2019-05-23</td>\n",
       "      <td>Tyler, The Creator - Igor - D2C</td>\n",
       "      <td>US</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Using ad set budget</td>\n",
       "      <td>0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_purchase</td>\n",
       "      <td>108896</td>\n",
       "      <td>114722</td>\n",
       "      <td>1.516868</td>\n",
       "      <td>426.24</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>1104.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>83241.0</td>\n",
       "      <td>876.0</td>\n",
       "      <td>1104.0</td>\n",
       "      <td>11546.0</td>\n",
       "      <td>11546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2019-05-17</td>\n",
       "      <td>2019-05-17</td>\n",
       "      <td>Tyler, The Creator - Igor - D2C</td>\n",
       "      <td>US</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Using ad set budget</td>\n",
       "      <td>0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_purchase</td>\n",
       "      <td>13156</td>\n",
       "      <td>14029</td>\n",
       "      <td>1.392326</td>\n",
       "      <td>59.87</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>245.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>594.0</td>\n",
       "      <td>594.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>2019-05-24</td>\n",
       "      <td>2019-05-24</td>\n",
       "      <td>Tyler, The Creator - Igor - D2C</td>\n",
       "      <td>US</td>\n",
       "      <td>inactive</td>\n",
       "      <td>Using ad set budget</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>actions:offsite_conversion.fb_pixel_purchase</td>\n",
       "      <td>260</td>\n",
       "      <td>263</td>\n",
       "      <td>1.680000</td>\n",
       "      <td>1.68</td>\n",
       "      <td>Ongoing</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONVERSIONS</td>\n",
       "      <td>173.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Reporting Starts Reporting Ends                    Campaign Name Country  \\\n",
       "1         2019-05-20     2019-05-20  Tyler, The Creator - Igor - D2C      US   \n",
       "2         2019-05-22     2019-05-22  Tyler, The Creator - Igor - D2C      US   \n",
       "4         2019-05-19     2019-05-19  Tyler, The Creator - Igor - D2C      US   \n",
       "7         2019-05-21     2019-05-21  Tyler, The Creator - Igor - D2C      US   \n",
       "13        2019-05-18     2019-05-18  Tyler, The Creator - Igor - D2C      US   \n",
       "15        2019-05-23     2019-05-23  Tyler, The Creator - Igor - D2C      US   \n",
       "79        2019-05-17     2019-05-17  Tyler, The Creator - Igor - D2C      US   \n",
       "378       2019-05-24     2019-05-24  Tyler, The Creator - Igor - D2C      US   \n",
       "\n",
       "    Campaign Delivery        Ad Set Budget Ad Set Budget Type  Results  \\\n",
       "1            inactive  Using ad set budget                  0    804.0   \n",
       "2            inactive  Using ad set budget                  0    677.0   \n",
       "4            inactive  Using ad set budget                  0    563.0   \n",
       "7            inactive  Using ad set budget                  0    527.0   \n",
       "13           inactive  Using ad set budget                  0    334.0   \n",
       "15           inactive  Using ad set budget                  0    281.0   \n",
       "79           inactive  Using ad set budget                  0     43.0   \n",
       "378          inactive  Using ad set budget                  0      1.0   \n",
       "\n",
       "                                 Result Indicator   Reach  Impressions  \\\n",
       "1    actions:offsite_conversion.fb_pixel_purchase  135776       147924   \n",
       "2    actions:offsite_conversion.fb_pixel_purchase  125085       130433   \n",
       "4    actions:offsite_conversion.fb_pixel_purchase  104384       114297   \n",
       "7    actions:offsite_conversion.fb_pixel_purchase  119520       130099   \n",
       "13   actions:offsite_conversion.fb_pixel_purchase   40504        47312   \n",
       "15   actions:offsite_conversion.fb_pixel_purchase  108896       114722   \n",
       "79   actions:offsite_conversion.fb_pixel_purchase   13156        14029   \n",
       "378  actions:offsite_conversion.fb_pixel_purchase     260          263   \n",
       "\n",
       "     Cost per Results  Amount Spent (USD)     Ends  Link Clicks  \\\n",
       "1            0.510746              410.64  Ongoing       1048.0   \n",
       "2            0.638508              432.27  Ongoing        848.0   \n",
       "4            0.571741              321.89  Ongoing       1015.0   \n",
       "7            0.835484              440.30  Ongoing        903.0   \n",
       "13           0.576497              192.55  Ongoing        882.0   \n",
       "15           1.516868              426.24  Ongoing       1104.0   \n",
       "79           1.392326               59.87  Ongoing        245.0   \n",
       "378          1.680000                1.68  Ongoing         10.0   \n",
       "\n",
       "     Website Purchases  On-Facebook Purchases    Objective  Video Plays  \\\n",
       "1                804.0                    NaN  CONVERSIONS          NaN   \n",
       "2                677.0                    NaN  CONVERSIONS        140.0   \n",
       "4                563.0                    NaN  CONVERSIONS          NaN   \n",
       "7                527.0                    NaN  CONVERSIONS          NaN   \n",
       "13               334.0                    NaN  CONVERSIONS          NaN   \n",
       "15               281.0                    NaN  CONVERSIONS      83241.0   \n",
       "79                43.0                    NaN  CONVERSIONS          NaN   \n",
       "378                1.0                    NaN  CONVERSIONS        173.0   \n",
       "\n",
       "     ThruPlays  Outbound Clicks  Post Engagement  Page Engagement  \n",
       "1          NaN           1048.0           3031.0           3032.0  \n",
       "2          1.0            848.0           2487.0           2488.0  \n",
       "4          NaN           1015.0           2618.0           2618.0  \n",
       "7          NaN            903.0           2594.0           2596.0  \n",
       "13         NaN            882.0           2011.0           2012.0  \n",
       "15       876.0           1104.0          11546.0          11546.0  \n",
       "79         NaN            245.0            594.0            594.0  \n",
       "378        5.0             10.0             56.0             56.0  "
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TC = columbia_country[columbia_country['Campaign Name'] == 'Tyler, The Creator - Igor - D2C']\n",
    "TC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_country(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(20, 10))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['Country'])\n",
    "scatter_plot_country(columbia_country_con, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(columbia_country_con, metric)\n",
    "distribution_plot(columbia_country_con, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Legacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Link Clicks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.819562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link Clicks</th>\n",
       "      <td>0.819562</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Amount Spent (USD)  Link Clicks\n",
       "Amount Spent (USD)            1.000000     0.819562\n",
       "Link Clicks                   0.819562     1.000000"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_1 = pd.read_csv(path + \"legacy_country1.csv\")\n",
    "legacy_2 = pd.read_csv(path + \"legacy_country2.csv\")\n",
    "legacy_country = pd.concat([legacy_1, legacy_2], axis=0)\n",
    "metric = 'Link Clicks'\n",
    "legacy_country = legacy_country.dropna(subset = [metric])\n",
    "legacy_country[['Amount Spent (USD)', metric]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3304"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(legacy_country)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Campaign Name</th>\n",
       "      <th>Campaign Delivery</th>\n",
       "      <th>Ad Set Budget</th>\n",
       "      <th>Ad Set Budget Type</th>\n",
       "      <th>Results</th>\n",
       "      <th>Result Indicator</th>\n",
       "      <th>Reach</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Cost per Results</th>\n",
       "      <th>Amount Spent (USD)</th>\n",
       "      <th>Ends</th>\n",
       "      <th>Link Clicks</th>\n",
       "      <th>Website Purchases</th>\n",
       "      <th>On-Facebook Purchases</th>\n",
       "      <th>Objective</th>\n",
       "      <th>Reporting Starts</th>\n",
       "      <th>Reporting Ends</th>\n",
       "      <th>Outbound Clicks</th>\n",
       "      <th>Video Plays</th>\n",
       "      <th>ThruPlays</th>\n",
       "      <th>Page Engagement</th>\n",
       "      <th>Post Engagement</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AG</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AT</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AU</th>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>103</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AW</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BB</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BE</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BR</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BS</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CA</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CH</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CO</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CR</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CW</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZ</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DE</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DK</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DM</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DO</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ES</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FI</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FR</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GB</th>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>119</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>92</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GD</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GP</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GT</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HT</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HU</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IT</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JM</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KN</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KY</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LC</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MF</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MQ</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MX</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NL</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NO</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PA</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PE</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PL</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PR</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PT</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RO</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SE</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SI</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SX</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TC</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TT</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US</th>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "      <td>2709</td>\n",
       "      <td>2709</td>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "      <td>2709</td>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "      <td>389</td>\n",
       "      <td>0</td>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "      <td>2537</td>\n",
       "      <td>2306</td>\n",
       "      <td>2300</td>\n",
       "      <td>2769</td>\n",
       "      <td>2769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VC</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VG</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VI</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unknown</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Campaign Name  Campaign Delivery  Ad Set Budget  Ad Set Budget Type  \\\n",
       "Country                                                                        \n",
       "AG                   4                  4              4                   4   \n",
       "AR                   6                  6              6                   6   \n",
       "AT                   7                  7              7                   7   \n",
       "AU                 109                109            109                 109   \n",
       "AW                   6                  6              6                   6   \n",
       "BB                   6                  6              6                   6   \n",
       "BE                  10                 10             10                  10   \n",
       "BR                   6                  6              6                   6   \n",
       "BS                   6                  6              6                   6   \n",
       "CA                  13                 13             13                  13   \n",
       "CH                   6                  6              6                   6   \n",
       "CL                   6                  6              6                   6   \n",
       "CO                   6                  6              6                   6   \n",
       "CR                   6                  6              6                   6   \n",
       "CW                   6                  6              6                   6   \n",
       "CZ                   6                  6              6                   6   \n",
       "DE                   7                  7              7                   7   \n",
       "DK                   7                  7              7                   7   \n",
       "DM                   6                  6              6                   6   \n",
       "DO                   6                  6              6                   6   \n",
       "ES                   7                  7              7                   7   \n",
       "FI                   7                  7              7                   7   \n",
       "FR                   6                  6              6                   6   \n",
       "GB                 120                120            120                 120   \n",
       "GD                   6                  6              6                   6   \n",
       "GP                   6                  6              6                   6   \n",
       "GT                   6                  6              6                   6   \n",
       "HT                   6                  6              6                   6   \n",
       "HU                   6                  6              6                   6   \n",
       "IT                   6                  6              6                   6   \n",
       "JM                   6                  6              6                   6   \n",
       "KN                   1                  1              1                   1   \n",
       "KY                   4                  4              4                   4   \n",
       "LC                   6                  6              6                   6   \n",
       "MF                   3                  3              3                   3   \n",
       "MQ                   4                  4              4                   4   \n",
       "MX                   6                  6              6                   6   \n",
       "NL                   7                  7              7                   7   \n",
       "NO                   7                  7              7                   7   \n",
       "PA                   6                  6              6                   6   \n",
       "PE                   6                  6              6                   6   \n",
       "PL                   6                  6              6                   6   \n",
       "PR                   6                  6              6                   6   \n",
       "PT                   6                  6              6                   6   \n",
       "RO                   6                  6              6                   6   \n",
       "SE                   7                  7              7                   7   \n",
       "SI                   6                  6              6                   6   \n",
       "SX                   3                  3              3                   3   \n",
       "TC                   3                  3              3                   3   \n",
       "TR                   6                  6              6                   6   \n",
       "TT                   6                  6              6                   6   \n",
       "US                2769               2769           2769                2769   \n",
       "VC                   5                  5              5                   5   \n",
       "VG                   2                  2              2                   2   \n",
       "VI                   2                  2              2                   2   \n",
       "unknown              4                  4              4                   4   \n",
       "\n",
       "         Results  Result Indicator  Reach  Impressions  Cost per Results  \\\n",
       "Country                                                                    \n",
       "AG             4                 4      4            4                 4   \n",
       "AR             6                 6      6            6                 6   \n",
       "AT             7                 7      7            7                 7   \n",
       "AU           103               103    109          109               103   \n",
       "AW             6                 6      6            6                 6   \n",
       "BB             6                 6      6            6                 6   \n",
       "BE             9                 9     10           10                 9   \n",
       "BR             6                 6      6            6                 6   \n",
       "BS             6                 6      6            6                 6   \n",
       "CA            13                13     13           13                13   \n",
       "CH             6                 6      6            6                 6   \n",
       "CL             6                 6      6            6                 6   \n",
       "CO             6                 6      6            6                 6   \n",
       "CR             6                 6      6            6                 6   \n",
       "CW             6                 6      6            6                 6   \n",
       "CZ             6                 6      6            6                 6   \n",
       "DE             7                 7      7            7                 7   \n",
       "DK             7                 7      7            7                 7   \n",
       "DM             6                 6      6            6                 6   \n",
       "DO             6                 6      6            6                 6   \n",
       "ES             7                 7      7            7                 7   \n",
       "FI             7                 7      7            7                 7   \n",
       "FR             6                 6      6            6                 6   \n",
       "GB           119               119    120          120               119   \n",
       "GD             6                 6      6            6                 6   \n",
       "GP             6                 6      6            6                 6   \n",
       "GT             6                 6      6            6                 6   \n",
       "HT             6                 6      6            6                 6   \n",
       "HU             6                 6      6            6                 6   \n",
       "IT             6                 6      6            6                 6   \n",
       "JM             6                 6      6            6                 6   \n",
       "KN             1                 1      1            1                 1   \n",
       "KY             4                 4      4            4                 4   \n",
       "LC             6                 6      6            6                 6   \n",
       "MF             3                 3      3            3                 3   \n",
       "MQ             4                 4      4            4                 4   \n",
       "MX             6                 6      6            6                 6   \n",
       "NL             7                 7      7            7                 7   \n",
       "NO             7                 7      7            7                 7   \n",
       "PA             6                 6      6            6                 6   \n",
       "PE             6                 6      6            6                 6   \n",
       "PL             6                 6      6            6                 6   \n",
       "PR             6                 6      6            6                 6   \n",
       "PT             6                 6      6            6                 6   \n",
       "RO             6                 6      6            6                 6   \n",
       "SE             7                 7      7            7                 7   \n",
       "SI             6                 6      6            6                 6   \n",
       "SX             3                 3      3            3                 3   \n",
       "TC             3                 3      3            3                 3   \n",
       "TR             6                 6      6            6                 6   \n",
       "TT             6                 6      6            6                 6   \n",
       "US          2709              2709   2769         2769              2709   \n",
       "VC             5                 5      5            5                 5   \n",
       "VG             2                 2      2            2                 2   \n",
       "VI             2                 2      2            2                 2   \n",
       "unknown        3                 3      4            4                 2   \n",
       "\n",
       "         Amount Spent (USD)  Ends  Link Clicks  Website Purchases  \\\n",
       "Country                                                             \n",
       "AG                        4     4            4                  0   \n",
       "AR                        6     6            6                  0   \n",
       "AT                        7     7            7                  0   \n",
       "AU                      109   109          109                  1   \n",
       "AW                        6     6            6                  0   \n",
       "BB                        6     6            6                  0   \n",
       "BE                       10    10           10                  0   \n",
       "BR                        6     6            6                  0   \n",
       "BS                        6     6            6                  0   \n",
       "CA                       13    13           13                  0   \n",
       "CH                        6     6            6                  0   \n",
       "CL                        6     6            6                  0   \n",
       "CO                        6     6            6                  0   \n",
       "CR                        6     6            6                  0   \n",
       "CW                        6     6            6                  0   \n",
       "CZ                        6     6            6                  0   \n",
       "DE                        7     7            7                  0   \n",
       "DK                        7     7            7                  0   \n",
       "DM                        6     6            6                  0   \n",
       "DO                        6     6            6                  0   \n",
       "ES                        7     7            7                  0   \n",
       "FI                        7     7            7                  0   \n",
       "FR                        6     6            6                  0   \n",
       "GB                      120   120          120                  0   \n",
       "GD                        6     6            6                  0   \n",
       "GP                        6     6            6                  0   \n",
       "GT                        6     6            6                  0   \n",
       "HT                        6     6            6                  0   \n",
       "HU                        6     6            6                  0   \n",
       "IT                        6     6            6                  1   \n",
       "JM                        6     6            6                  0   \n",
       "KN                        1     1            1                  0   \n",
       "KY                        4     4            4                  0   \n",
       "LC                        6     6            6                  0   \n",
       "MF                        3     3            3                  0   \n",
       "MQ                        4     4            4                  0   \n",
       "MX                        6     6            6                  0   \n",
       "NL                        7     7            7                  0   \n",
       "NO                        7     7            7                  1   \n",
       "PA                        6     6            6                  0   \n",
       "PE                        6     6            6                  0   \n",
       "PL                        6     6            6                  0   \n",
       "PR                        6     6            6                  0   \n",
       "PT                        6     6            6                  0   \n",
       "RO                        6     6            6                  0   \n",
       "SE                        7     7            7                  0   \n",
       "SI                        6     6            6                  0   \n",
       "SX                        3     3            3                  0   \n",
       "TC                        3     3            3                  0   \n",
       "TR                        6     6            6                  0   \n",
       "TT                        6     6            6                  0   \n",
       "US                     2769  2769         2769                389   \n",
       "VC                        5     5            5                  0   \n",
       "VG                        2     2            2                  0   \n",
       "VI                        2     2            2                  0   \n",
       "unknown                   4     4            4                  0   \n",
       "\n",
       "         On-Facebook Purchases  Objective  Reporting Starts  Reporting Ends  \\\n",
       "Country                                                                       \n",
       "AG                           0          4                 4               4   \n",
       "AR                           0          6                 6               6   \n",
       "AT                           0          7                 7               7   \n",
       "AU                           0        109               109             109   \n",
       "AW                           0          6                 6               6   \n",
       "BB                           0          6                 6               6   \n",
       "BE                           0         10                10              10   \n",
       "BR                           0          6                 6               6   \n",
       "BS                           0          6                 6               6   \n",
       "CA                           0         13                13              13   \n",
       "CH                           0          6                 6               6   \n",
       "CL                           0          6                 6               6   \n",
       "CO                           0          6                 6               6   \n",
       "CR                           0          6                 6               6   \n",
       "CW                           0          6                 6               6   \n",
       "CZ                           0          6                 6               6   \n",
       "DE                           0          7                 7               7   \n",
       "DK                           0          7                 7               7   \n",
       "DM                           0          6                 6               6   \n",
       "DO                           0          6                 6               6   \n",
       "ES                           0          7                 7               7   \n",
       "FI                           0          7                 7               7   \n",
       "FR                           0          6                 6               6   \n",
       "GB                           0        120               120             120   \n",
       "GD                           0          6                 6               6   \n",
       "GP                           0          6                 6               6   \n",
       "GT                           0          6                 6               6   \n",
       "HT                           0          6                 6               6   \n",
       "HU                           0          6                 6               6   \n",
       "IT                           0          6                 6               6   \n",
       "JM                           0          6                 6               6   \n",
       "KN                           0          1                 1               1   \n",
       "KY                           0          4                 4               4   \n",
       "LC                           0          6                 6               6   \n",
       "MF                           0          3                 3               3   \n",
       "MQ                           0          4                 4               4   \n",
       "MX                           0          6                 6               6   \n",
       "NL                           0          7                 7               7   \n",
       "NO                           0          7                 7               7   \n",
       "PA                           0          6                 6               6   \n",
       "PE                           0          6                 6               6   \n",
       "PL                           0          6                 6               6   \n",
       "PR                           0          6                 6               6   \n",
       "PT                           0          6                 6               6   \n",
       "RO                           0          6                 6               6   \n",
       "SE                           0          7                 7               7   \n",
       "SI                           0          6                 6               6   \n",
       "SX                           0          3                 3               3   \n",
       "TC                           0          3                 3               3   \n",
       "TR                           0          6                 6               6   \n",
       "TT                           0          6                 6               6   \n",
       "US                           0       2769              2769            2769   \n",
       "VC                           0          5                 5               5   \n",
       "VG                           0          2                 2               2   \n",
       "VI                           0          2                 2               2   \n",
       "unknown                      0          4                 4               4   \n",
       "\n",
       "         Outbound Clicks  Video Plays  ThruPlays  Page Engagement  \\\n",
       "Country                                                             \n",
       "AG                     4            4          4                4   \n",
       "AR                     6            6          6                6   \n",
       "AT                     7            7          7                7   \n",
       "AU                   109           96         96              109   \n",
       "AW                     6            6          6                6   \n",
       "BB                     6            6          6                6   \n",
       "BE                    10           10         10               10   \n",
       "BR                     6            6          6                6   \n",
       "BS                     6            6          6                6   \n",
       "CA                    13           13         13               13   \n",
       "CH                     6            6          6                6   \n",
       "CL                     6            6          6                6   \n",
       "CO                     6            6          6                6   \n",
       "CR                     6            6          6                6   \n",
       "CW                     6            6          6                6   \n",
       "CZ                     6            6          6                6   \n",
       "DE                     7            7          7                7   \n",
       "DK                     7            7          7                7   \n",
       "DM                     6            6          6                6   \n",
       "DO                     6            6          6                6   \n",
       "ES                     7            7          7                7   \n",
       "FI                     7            7          7                7   \n",
       "FR                     6            6          6                6   \n",
       "GB                    92          102        102              120   \n",
       "GD                     6            6          6                6   \n",
       "GP                     6            6          6                6   \n",
       "GT                     6            6          6                6   \n",
       "HT                     6            6          6                6   \n",
       "HU                     6            6          6                6   \n",
       "IT                     6            6          6                6   \n",
       "JM                     6            6          6                6   \n",
       "KN                     1            1          1                1   \n",
       "KY                     4            4          4                4   \n",
       "LC                     6            6          6                6   \n",
       "MF                     3            3          3                3   \n",
       "MQ                     4            4          4                4   \n",
       "MX                     6            6          6                6   \n",
       "NL                     7            7          7                7   \n",
       "NO                     7            7          7                7   \n",
       "PA                     6            6          6                6   \n",
       "PE                     6            6          6                6   \n",
       "PL                     6            6          6                6   \n",
       "PR                     6            6          6                6   \n",
       "PT                     6            6          6                6   \n",
       "RO                     6            6          6                6   \n",
       "SE                     7            7          7                7   \n",
       "SI                     6            6          6                6   \n",
       "SX                     3            3          3                3   \n",
       "TC                     3            3          3                3   \n",
       "TR                     6            6          6                6   \n",
       "TT                     6            6          6                6   \n",
       "US                  2537         2306       2300             2769   \n",
       "VC                     5            5          5                5   \n",
       "VG                     2            2          2                2   \n",
       "VI                     2            2          2                2   \n",
       "unknown                4            4          4                4   \n",
       "\n",
       "         Post Engagement  \n",
       "Country                   \n",
       "AG                     4  \n",
       "AR                     6  \n",
       "AT                     7  \n",
       "AU                   109  \n",
       "AW                     6  \n",
       "BB                     6  \n",
       "BE                    10  \n",
       "BR                     6  \n",
       "BS                     6  \n",
       "CA                    13  \n",
       "CH                     6  \n",
       "CL                     6  \n",
       "CO                     6  \n",
       "CR                     6  \n",
       "CW                     6  \n",
       "CZ                     6  \n",
       "DE                     7  \n",
       "DK                     7  \n",
       "DM                     6  \n",
       "DO                     6  \n",
       "ES                     7  \n",
       "FI                     7  \n",
       "FR                     6  \n",
       "GB                   120  \n",
       "GD                     6  \n",
       "GP                     6  \n",
       "GT                     6  \n",
       "HT                     6  \n",
       "HU                     6  \n",
       "IT                     6  \n",
       "JM                     6  \n",
       "KN                     1  \n",
       "KY                     4  \n",
       "LC                     6  \n",
       "MF                     3  \n",
       "MQ                     4  \n",
       "MX                     6  \n",
       "NL                     7  \n",
       "NO                     7  \n",
       "PA                     6  \n",
       "PE                     6  \n",
       "PL                     6  \n",
       "PR                     6  \n",
       "PT                     6  \n",
       "RO                     6  \n",
       "SE                     7  \n",
       "SI                     6  \n",
       "SX                     3  \n",
       "TC                     3  \n",
       "TR                     6  \n",
       "TT                     6  \n",
       "US                  2769  \n",
       "VC                     5  \n",
       "VG                     2  \n",
       "VI                     2  \n",
       "unknown                4  "
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legacy_country.groupby('Country').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_plot_country(data, metric_x, metric_y):\n",
    "    plt.figure(figsize=(20, 10))\n",
    "    sns.scatterplot(np.log10(data[metric_x]), np.log10(data[metric_y]), hue=data['Country'])\n",
    "scatter_plot_country(legacy_country, 'Amount Spent (USD)', metric)\n",
    "distribution_plot(legacy_country, metric)\n",
    "distribution_plot(legacy_country, 'Amount Spent (USD)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
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      "  1%|          | 7768/1000000 [00:05<13:30, 1224.12it/s]\u001b[A"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-9c6e682b4d2f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1000000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m         \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
