{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import seaborn as sns \n",
    "import matplotlib.pylab as plt \n",
    "import sketch\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "pages = pd.read_csv(\"/Users/normrasmussen/Downloads/app_usage.csv\", index_col=0, header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "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>Path</th>\n",
       "      <th>Mar 13 - Apr 11</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>School Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/courses</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/previews</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/account_links</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/analytics</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/settings/general/edit</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/apps/integrations</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/accounts/general/edit</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/people</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/settings/authentication</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>/styling/general/edit</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     Path  Mar 13 - Apr 11\n",
       "School Name                                                               \n",
       " Vivvix University for Ad Intel                  /courses               25\n",
       " Vivvix University for Ad Intel                 /previews               16\n",
       " Vivvix University for Ad Intel            /account_links               11\n",
       " Vivvix University for Ad Intel                /analytics                8\n",
       " Vivvix University for Ad Intel    /settings/general/edit                7\n",
       " Vivvix University for Ad Intel        /apps/integrations                4\n",
       " Vivvix University for Ad Intel    /accounts/general/edit                4\n",
       " Vivvix University for Ad Intel                   /people                3\n",
       " Vivvix University for Ad Intel  /settings/authentication                3\n",
       " Vivvix University for Ad Intel     /styling/general/edit                2"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pages.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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>Total Views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Total Views]\n",
       "Index: []"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pages_sum = pd.DataFrame(columns=['Total Views'])\n",
    "pages_sum.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "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>Total Views</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>School Name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Vivvix University for Ad Intel</th>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>'@properties Academy</th>\n",
       "      <td>322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 Pillars Academy</th>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AIIM+</th>\n",
       "      <td>528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASAPP University</th>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Total Views\n",
       "School Name                                 \n",
       " Vivvix University for Ad Intel          110\n",
       "'@properties Academy                     322\n",
       "4 Pillars Academy                        112\n",
       "AIIM+                                    528\n",
       "ASAPP University                         153"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pages_sum['Total Views'] = pages.groupby(by='School Name')['Mar 13 - Apr 11'].sum()\n",
    "pages_sum.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "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>Total Views</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>School Name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Vivvix  for Ad Intel</th>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>'@properties</th>\n",
       "      <td>322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 Pillars</th>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AIIM+</th>\n",
       "      <td>528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASAPP</th>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>| AgencyBloc</th>\n",
       "      <td>3373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Académie Évolupharma</th>\n",
       "      <td>253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Access</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ActiveLearner</th>\n",
       "      <td>1907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ad Intel</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Total Views\n",
       "School Name                       \n",
       " Vivvix  for Ad Intel          110\n",
       "'@properties                   322\n",
       "4 Pillars                      112\n",
       "AIIM+                          528\n",
       "ASAPP                          153\n",
       " | AgencyBloc                 3373\n",
       "Académie Évolupharma           253\n",
       "Access                          11\n",
       "ActiveLearner                 1907\n",
       "Ad Intel                         2"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_remove = ['Academy', 'academy', 'University', 'university', 'school', 'School', 'Sandbox', 'Knowledge Base']\n",
    "for item in pages_sum.itertuples(index=True):\n",
    "    for word in to_remove:\n",
    "        if word in item[0]:\n",
    "            less = item[0].replace(word, '')\n",
    "            pages_sum.rename(index={item[0]:less}, inplace=True)\n",
    "\n",
    "pages_sum.head(10)\n",
    "    # if any(element in item[0] for element in to_remove):\n",
    "    #   print(item[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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