Scrape Profile Pic.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import urllib.request\n",
    "import re\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import json\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>listed_count</th>\n",
       "      <th>created_at</th>\n",
       "      <th>...</th>\n",
       "      <th>profile_background_image_url</th>\n",
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       "      <th>utc_offset</th>\n",
       "      <th>protected</th>\n",
       "      <th>verified</th>\n",
       "      <th>description</th>\n",
       "      <th>updated</th>\n",
       "      <th>dataset</th>\n",
       "      <th>account_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>24503</td>\n",
       "      <td>Roberto Bonanzinga</td>\n",
       "      <td>Bonanzinga</td>\n",
       "      <td>4340</td>\n",
       "      <td>5055</td>\n",
       "      <td>1466</td>\n",
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       "      <td>256</td>\n",
       "      <td>Mon Nov 27 06:55:12 +0000 2006</td>\n",
       "      <td>...</td>\n",
       "      <td>http://a0.twimg.com/profile_background_images/...</td>\n",
       "      <td>352726</td>\n",
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       "      <td>-28800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Partner at Balderton Capital (formerly Benchma...</td>\n",
       "      <td>14/2/2015 11:32</td>\n",
       "      <td>TFP</td>\n",
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       "      <td>194</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>Sun Nov 26 15:19:32 +0000 2006</td>\n",
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       "      <td>L'uomo ha creato dio a sua immagine e somiglia...</td>\n",
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       "      <td>Ciro Cattuto</td>\n",
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       "      <td>1070</td>\n",
       "      <td>1154</td>\n",
       "      <td>832</td>\n",
       "      <td>871</td>\n",
       "      <td>92</td>\n",
       "      <td>Sun Dec 31 02:03:17 +0000 2006</td>\n",
       "      <td>...</td>\n",
       "      <td>http://a0.twimg.com/images/themes/theme2/bg.gif</td>\n",
       "      <td>C6E2EE</td>\n",
       "      <td>1F98C7</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Research Director at ISI Foundation. Data scie...</td>\n",
       "      <td>14/2/2015 11:32</td>\n",
       "      <td>TFP</td>\n",
       "      <td>real</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>286543</td>\n",
       "      <td>Alessio Bragadini</td>\n",
       "      <td>abragad</td>\n",
       "      <td>6892</td>\n",
       "      <td>930</td>\n",
       "      <td>535</td>\n",
       "      <td>478</td>\n",
       "      <td>28</td>\n",
       "      <td>Wed Dec 27 14:55:17 +0000 2006</td>\n",
       "      <td>...</td>\n",
       "      <td>http://a0.twimg.com/profile_background_images/...</td>\n",
       "      <td>9AE4E8</td>\n",
       "      <td>0000FF</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Web and social media developer from Italy</td>\n",
       "      <td>14/2/2015 11:32</td>\n",
       "      <td>TFP</td>\n",
       "      <td>real</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>438023</td>\n",
       "      <td>fullcaffeine</td>\n",
       "      <td>fullcaffeine</td>\n",
       "      <td>2885</td>\n",
       "      <td>173</td>\n",
       "      <td>444</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "      <td>Tue Jan 02 09:01:50 +0000 2007</td>\n",
       "      <td>...</td>\n",
       "      <td>http://a0.twimg.com/images/themes/theme14/bg.gif</td>\n",
       "      <td>131516</td>\n",
       "      <td>9999</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14/2/2015 11:32</td>\n",
       "      <td>TFP</td>\n",
       "      <td>real</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   index      id                name   screen_name  statuses_count  \\\n",
       "0      0   24503  Roberto Bonanzinga    Bonanzinga            4340   \n",
       "1      1   22903             effeffe       effeffe             164   \n",
       "2      2  382393        Ciro Cattuto          ciro            1070   \n",
       "3      3  286543   Alessio Bragadini       abragad            6892   \n",
       "4      4  438023        fullcaffeine  fullcaffeine            2885   \n",
       "\n",
       "   followers_count  friends_count  favourites_count  listed_count  \\\n",
       "0             5055           1466               267           256   \n",
       "1              132            194                12             4   \n",
       "2             1154            832               871            92   \n",
       "3              930            535               478            28   \n",
       "4              173            444                41             2   \n",
       "\n",
       "                       created_at  ...  \\\n",
       "0  Mon Nov 27 06:55:12 +0000 2006  ...   \n",
       "1  Sun Nov 26 15:19:32 +0000 2006  ...   \n",
       "2  Sun Dec 31 02:03:17 +0000 2006  ...   \n",
       "3  Wed Dec 27 14:55:17 +0000 2006  ...   \n",
       "4  Tue Jan 02 09:01:50 +0000 2007  ...   \n",
       "\n",
       "                        profile_background_image_url profile_background_color  \\\n",
       "0  http://a0.twimg.com/profile_background_images/...                   352726   \n",
       "1   http://a0.twimg.com/images/themes/theme14/bg.gif                   131516   \n",
       "2    http://a0.twimg.com/images/themes/theme2/bg.gif                   C6E2EE   \n",
       "3  http://a0.twimg.com/profile_background_images/...                   9AE4E8   \n",
       "4   http://a0.twimg.com/images/themes/theme14/bg.gif                   131516   \n",
       "\n",
       "  profile_link_color utc_offset  protected  verified  \\\n",
       "0             D02B55   -28800.0        NaN       NaN   \n",
       "1               9999     3600.0        NaN       NaN   \n",
       "2             1F98C7     3600.0        NaN       NaN   \n",
       "3             0000FF     3600.0        NaN       NaN   \n",
       "4               9999     3600.0        NaN       NaN   \n",
       "\n",
       "                                         description          updated dataset  \\\n",
       "0  Partner at Balderton Capital (formerly Benchma...  14/2/2015 11:32     TFP   \n",
       "1  L'uomo ha creato dio a sua immagine e somiglia...  14/2/2015 11:32     TFP   \n",
       "2  Research Director at ISI Foundation. Data scie...  14/2/2015 11:32     TFP   \n",
       "3          Web and social media developer from Italy  14/2/2015 11:32     TFP   \n",
       "4                                                NaN  14/2/2015 11:32     TFP   \n",
       "\n",
       "   account_type  \n",
       "0          real  \n",
       "1          real  \n",
       "2          real  \n",
       "3          real  \n",
       "4          real  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/all_users_2015.csv')\n",
    "df['index'] = range(len(df))\n",
    "df = pd.concat([df.iloc[:,-1],df.iloc[:,:-1] ], axis=1) # Move index to 1st column\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14368, 43)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2017 = pd.read_excel('data/data_2017.xlsx')\n",
    "df_2017.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>id</td>\n",
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       "      <td>name</td>\n",
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       "      <td>screen_name</td>\n",
       "      <td>screen_name</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>statuses_count</td>\n",
       "      <td>statuses_count</td>\n",
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       "      <th>4</th>\n",
       "      <td>followers_count</td>\n",
       "      <td>followers_count</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>friends_count</td>\n",
       "      <td>friends_count</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>favourites_count</td>\n",
       "      <td>favourites_count</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>listed_count</td>\n",
       "      <td>listed_count</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>url</td>\n",
       "      <td>created_at</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>lang</td>\n",
       "      <td>url</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>time_zone</td>\n",
       "      <td>lang</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>location</td>\n",
       "      <td>time_zone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>default_profile</td>\n",
       "      <td>location</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>default_profile_image</td>\n",
       "      <td>default_profile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>geo_enabled</td>\n",
       "      <td>default_profile_image</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>profile_image_url</td>\n",
       "      <td>geo_enabled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>profile_banner_url</td>\n",
       "      <td>profile_image_url</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>profile_use_background_image</td>\n",
       "      <td>profile_banner_url</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>profile_background_image_url_https</td>\n",
       "      <td>profile_use_background_image</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>profile_text_color</td>\n",
       "      <td>profile_background_image_url_https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>profile_image_url_https</td>\n",
       "      <td>profile_text_color</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>profile_sidebar_border_color</td>\n",
       "      <td>profile_image_url_https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>profile_background_tile</td>\n",
       "      <td>profile_sidebar_border_color</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>profile_sidebar_fill_color</td>\n",
       "      <td>profile_background_tile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>profile_background_image_url</td>\n",
       "      <td>profile_sidebar_fill_color</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>profile_background_color</td>\n",
       "      <td>profile_background_image_url</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>profile_link_color</td>\n",
       "      <td>profile_background_color</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>utc_offset</td>\n",
       "      <td>profile_link_color</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>is_translator</td>\n",
       "      <td>utc_offset</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>follow_request_sent</td>\n",
       "      <td>protected</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>protected</td>\n",
       "      <td>verified</td>\n",
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       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>verified</td>\n",
       "      <td>description</td>\n",
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       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>notifications</td>\n",
       "      <td>updated</td>\n",
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       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>description</td>\n",
       "      <td>dataset</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>contributors_enabled</td>\n",
       "      <td>account_type</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>following</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>created_at</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>timestamp</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>crawled_at</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>updated</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>test_set_1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>test_set_2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>account_type</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                                     0                                   1\n",
       "0                                   id                                  id\n",
       "1                                 name                                name\n",
       "2                          screen_name                         screen_name\n",
       "3                       statuses_count                      statuses_count\n",
       "4                      followers_count                     followers_count\n",
       "5                        friends_count                       friends_count\n",
       "6                     favourites_count                    favourites_count\n",
       "7                         listed_count                        listed_count\n",
       "8                                  url                          created_at\n",
       "9                                 lang                                 url\n",
       "10                           time_zone                                lang\n",
       "11                            location                           time_zone\n",
       "12                     default_profile                            location\n",
       "13               default_profile_image                     default_profile\n",
       "14                         geo_enabled               default_profile_image\n",
       "15                   profile_image_url                         geo_enabled\n",
       "16                  profile_banner_url                   profile_image_url\n",
       "17        profile_use_background_image                  profile_banner_url\n",
       "18  profile_background_image_url_https        profile_use_background_image\n",
       "19                  profile_text_color  profile_background_image_url_https\n",
       "20             profile_image_url_https                  profile_text_color\n",
       "21        profile_sidebar_border_color             profile_image_url_https\n",
       "22             profile_background_tile        profile_sidebar_border_color\n",
       "23          profile_sidebar_fill_color             profile_background_tile\n",
       "24        profile_background_image_url          profile_sidebar_fill_color\n",
       "25            profile_background_color        profile_background_image_url\n",
       "26                  profile_link_color            profile_background_color\n",
       "27                          utc_offset                  profile_link_color\n",
       "28                       is_translator                          utc_offset\n",
       "29                 follow_request_sent                           protected\n",
       "30                           protected                            verified\n",
       "31                            verified                         description\n",
       "32                       notifications                             updated\n",
       "33                         description                             dataset\n",
       "34                contributors_enabled                        account_type\n",
       "35                           following                                 NaN\n",
       "36                          created_at                                 NaN\n",
       "37                           timestamp                                 NaN\n",
       "38                          crawled_at                                 NaN\n",
       "39                             updated                                 NaN\n",
       "40                          test_set_1                                 NaN\n",
       "41                          test_set_2                                 NaN\n",
       "42                        account_type                                 NaN"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "check_columns = pd.concat([pd.Series(df_2017.columns),pd.Series(df.columns[1:])],axis=1)\n",
    "\n",
    "check_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def edit_url(url):\n",
    "    starting = url[:16]\n",
    "    pattern = 'a\\d'\n",
    "    if re.search(pattern, starting):\n",
    "        replaced_pbs = re.sub(pattern, \"pbs\", starting)\n",
    "    else:\n",
    "        replaced_pbs = starting\n",
    "    edited = replaced_pbs + url[16:]\n",
    "    return edited"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# preprocess url to replace with working url\n",
    "for index, row in df_2017.iterrows():\n",
    "    image_url = row['profile_image_url']\n",
    "    df_2017.loc[index, 'edited_profile_image_url'] = edit_url(str(image_url))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "failed_id = []\n",
    "successful_id = []\n",
    "\n",
    "for index, row in df_2017.iterrows():\n",
    "    id = row['id']\n",
    "    imgURL = row['edited_profile_image_url']\n",
    "    try:\n",
    "        conn = urllib.request.urlopen(imgURL)\n",
    "    except Exception as e:\n",
    "        failed_id.append(id)\n",
    "    else :\n",
    "        try:\n",
    "            urllib.request.urlretrieve(imgURL, \"new_batch_2017/{}.jpg\".format(id))\n",
    "        except Exception as e:\n",
    "            failed_id.append(id)\n",
    "        else:\n",
    "            successful_id.append(id)\n",
    "    print(index/len(df_2017) * 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3961\n",
      "10407\n"
     ]
    }
   ],
   "source": [
    "print(len(failed_id))\n",
    "print(len(successful_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# with open(\"failed_id_new_batch_2017.json\", \"w\") as output:\n",
    "#     json.dump(failed_id, output, indent=2) \n",
    "    \n",
    "# with open(\"successful_id_new_batch_2017.json\", \"w\") as output:\n",
    "#     json.dump(successful_id, output, indent=2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
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  "vscode": {
   "interpreter": {
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 },
 "nbformat": 4,
 "nbformat_minor": 2
}