Extract-Transform_final_code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deliverable 1: Extract\n",
    "----\n",
    "### Option 1: Use Python Dictionary Methods\n",
    "\n",
    "1. Import the `backer_info.csv` file into a DataFrame.\n",
    "2. Iterate through the DataFrame and convert each row to a dictionary. \n",
    "3. Iterate through each dictionary and do the following:\n",
    "    * Extract the dictionary values from the keys using Python list comprehension.\n",
    "    * Add the values for each row to a new list. \n",
    "4. Create a new DataFrame with the retrieved data. \n",
    "5. Export the DataFrame as `backers_data.csv`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "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>backer_info</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"backer_id\": \"av166\", \"cf_id\": 968, \"name\": \"Angelo Vincent\", \"email\": \"avincent@live.com\"}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"backer_id\": \"ha127\", \"cf_id\": 563, \"name\": \"Hubert Arnold\", \"email\": \"harnold@yandex.com\"}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"backer_id\": \"lg794\", \"cf_id\": 65, \"name\": \"Loris Goulet\", \"email\": \"lgoulet@yandex.com\"}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"backer_id\": \"tb566\", \"cf_id\": 563, \"name\": \"Teodora Brunelli\", \"email\": \"tbrunelli@outlook.com\"}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"backer_id\": \"lh506\", \"cf_id\": 563, \"name\": \"Lexie Hunt\", \"email\": \"lhunt@live.com\"}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                          backer_info\n",
       "0        {\"backer_id\": \"av166\", \"cf_id\": 968, \"name\": \"Angelo Vincent\", \"email\": \"avincent@live.com\"}\n",
       "1        {\"backer_id\": \"ha127\", \"cf_id\": 563, \"name\": \"Hubert Arnold\", \"email\": \"harnold@yandex.com\"}\n",
       "2          {\"backer_id\": \"lg794\", \"cf_id\": 65, \"name\": \"Loris Goulet\", \"email\": \"lgoulet@yandex.com\"}\n",
       "3  {\"backer_id\": \"tb566\", \"cf_id\": 563, \"name\": \"Teodora Brunelli\", \"email\": \"tbrunelli@outlook.com\"}\n",
       "4               {\"backer_id\": \"lh506\", \"cf_id\": 563, \"name\": \"Lexie Hunt\", \"email\": \"lhunt@live.com\"}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the backers_info from the crowdfunding_info sheet. \n",
    "pd.set_option('max_colwidth', 400)\n",
    "\n",
    "# Read the backer_info data into a Pandas DataFrame\n",
    "backer_info_df = pd.read_csv(\"backer_info.csv\")\n",
    "backer_info_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8175 entries, 0 to 8174\n",
      "Data columns (total 1 columns):\n",
      " #   Column       Non-Null Count  Dtype \n",
      "---  ------       --------------  ----- \n",
      " 0   backer_info  8175 non-null   object\n",
      "dtypes: object(1)\n",
      "memory usage: 64.0+ KB\n"
     ]
    }
   ],
   "source": [
    "backer_info_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "backer_id av166\n",
      "cf_id 968\n",
      "name Angelo Vincent\n",
      "email avincent@live.com\n"
     ]
    }
   ],
   "source": [
    "# Because we need the name from the backer_info_df and slicing will not work, use the JSON.loads method\n",
    "# Get the data from the first row and convert it to a dictionary.\n",
    "\n",
    "first_row = backer_info_df.iloc[0]['backer_info']\n",
    "converted_data = json.loads(first_row)\n",
    "for k, v in converted_data.items():\n",
    "    print(k, v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['av166', 968, 'Angelo Vincent', 'avincent@live.com'],\n",
       " ['ha127', 563, 'Hubert Arnold', 'harnold@yandex.com'],\n",
       " ['lg794', 65, 'Loris Goulet', 'lgoulet@yandex.com'],\n",
       " ['tb566', 563, 'Teodora Brunelli', 'tbrunelli@outlook.com'],\n",
       " ['lh506', 563, 'Lexie Hunt', 'lhunt@live.com'],\n",
       " ['lh382', 563, 'Lambert Huber', 'lhuber@live.com'],\n",
       " ['em444', 563, 'Emmy Morin', 'emorin@live.com'],\n",
       " ['at582', 1572, 'Armonda Trani', 'atrani@live.com'],\n",
       " ['id772', 1911, 'Ilana Duke', 'iduke@outlook.com'],\n",
       " ['lw275', 65, 'Leigha Wright', 'lwright@live.com'],\n",
       " ['ub509', 65, 'Uwe Becker', 'ubecker@yahoo.com'],\n",
       " ['ha915', 1572, 'Hawa Audy', 'haudy@gmail.com'],\n",
       " ['bb881', 968, 'Bia Bonura', 'bbonura@yahoo.com'],\n",
       " ['mg332', 65, 'Michel Garner', 'mgarner@protonmail.com'],\n",
       " ['kd700', 1572, 'Karole Dunn', 'kdunn@yahoo.com'],\n",
       " ['as695', 563, 'Arndt Schreiber', 'aschreiber@yahoo.com'],\n",
       " ['iv513', 65, 'Imen Villeneuve', 'ivilleneuve@yahoo.com'],\n",
       " ['ab842', 65, 'Alcina Bonadonna', 'abonadonna@yandex.com'],\n",
       " ['re181', 1114, 'Raelene Espinoza', 'respinoza@outlook.com'],\n",
       " ['kn133', 65, 'Kati Nash', 'knash@protonmail.com'],\n",
       " ['gj893', 65, 'Georg Jager', 'gjager@yahoo.com'],\n",
       " ['vp915', 948, 'Virgilio Paolella', 'vpaolella@gmail.com'],\n",
       " ['ja995', 563, 'Jerrica Avila', 'javila@protonmail.com'],\n",
       " ['ga249', 563, 'Gianni Achterberg', 'gachterberg@live.com'],\n",
       " ['td403', 65, 'Timoteo Dion', 'tdion@gmail.com'],\n",
       " ['tv463', 1572, 'Teodoro Verno', 'tverno@yandex.com'],\n",
       " ['mw606', 65, 'Morris Waller', 'mwaller@protonmail.com'],\n",
       " ['hc648', 65, 'Hans Chen', 'hchen@yandex.com'],\n",
       " ['ta379', 563, 'Trilby Auer', 'tauer@yahoo.com'],\n",
       " ['tj583', 1572, 'Theola Jodoin', 'tjodoin@yandex.com'],\n",
       " ['tc559', 65, 'Tova Capri', 'tcapri@live.com'],\n",
       " ['ww629', 65, 'Wanda Walton', 'wwalton@protonmail.com'],\n",
       " ['jg155', 1572, 'Justine Gill', 'jgill@yahoo.com'],\n",
       " ['jd328', 1911, 'Julee Doyle', 'jdoyle@gmail.com'],\n",
       " ['ld239', 65, 'Lisbeth Deliso', 'ldeliso@gmail.com'],\n",
       " ['cv918', 968, 'Carl Valdez', 'cvaldez@gmail.com'],\n",
       " ['kb145', 563, 'Kelyan Butler', 'kbutler@yahoo.com'],\n",
       " ['dw578', 65, 'Donat Weber', 'dweber@live.com'],\n",
       " ['ad511', 65, 'Alethia Delorme', 'adelorme@outlook.com'],\n",
       " ['db633', 65, 'Darrell Bernardi', 'dbernardi@yandex.com'],\n",
       " ['cr369', 65, 'Carina Reeves', 'creeves@gmail.com'],\n",
       " ['mr978', 65, 'Marvin Ruiz', 'mruiz@outlook.com'],\n",
       " ['md167', 1572, 'Mariabella Duerr', 'mduerr@live.com'],\n",
       " ['jr877', 1572, 'Jeni Ricco', 'jricco@live.com'],\n",
       " ['om753', 65, 'Otto Munoz', 'omunoz@yahoo.com'],\n",
       " ['ng231', 1114, 'Nesrine Gensch', 'ngensch@yandex.com'],\n",
       " ['tl316', 65, 'Tullio Lejeune', 'tlejeune@outlook.com'],\n",
       " ['dl139', 563, 'Dreama Lonardo', 'dlonardo@live.com'],\n",
       " ['mw253', 968, 'Maryrose West', 'mwest@live.com'],\n",
       " ['im424', 65, 'Irina Mays', 'imays@yandex.com'],\n",
       " ['mb131', 968, 'Marcelo Brose', 'mbrose@protonmail.com'],\n",
       " ['nc240', 1572, 'Nestor Coutant', 'ncoutant@gmail.com'],\n",
       " ['ab318', 1572, 'Aloysius Braun', 'abraun@live.com'],\n",
       " ['af301', 65, 'Amos Ferre', 'aferre@gmail.com'],\n",
       " ['bl736', 563, 'Brigitte Lynch', 'blynch@outlook.com'],\n",
       " ['ar957', 65, 'Alegra Ramsey', 'aramsey@yahoo.com'],\n",
       " ['cb474', 968, 'Conchita Beitel', 'cbeitel@gmail.com'],\n",
       " ['dv246', 1572, 'Donnie Vernet', 'dvernet@protonmail.com'],\n",
       " ['cj111', 563, 'Cyril Jones', 'cjones@protonmail.com'],\n",
       " ['lh765', 563, 'Lucinda Hays', 'lhays@outlook.com'],\n",
       " ['wh697', 65, 'Walter Hermann', 'whermann@outlook.com'],\n",
       " ['eb714', 65, 'Emil Blanc', 'eblanc@protonmail.com'],\n",
       " ['ec356', 1572, 'Eldwin Cesare', 'ecesare@protonmail.com'],\n",
       " ['yh129', 65, 'Yusuf Hudson', 'yhudson@protonmail.com'],\n",
       " ['as494', 65, 'Arrigo Salazar', 'asalazar@gmail.com'],\n",
       " ['lb146', 563, 'Levi Beck', 'lbeck@gmail.com'],\n",
       " ['cc470', 563, 'Celinda Caillet', 'ccaillet@yandex.com'],\n",
       " ['mm239', 563, 'Marcus Medici', 'mmedici@gmail.com'],\n",
       " ['dg360', 65, 'Daysi Gamble', 'dgamble@yahoo.com'],\n",
       " ['rh399', 1572, 'Rory Hildebrand', 'rhildebrand@yahoo.com'],\n",
       " ['hr430', 65, 'Heini Raffin', 'hraffin@yahoo.com'],\n",
       " ['ar829', 65, 'Anna Randall', 'arandall@outlook.com'],\n",
       " ['sw301', 65, 'Sharmaine Weber', 'sweber@yahoo.com'],\n",
       " ['rr355', 65, 'Ranee Renault', 'rrenault@outlook.com'],\n",
       " ['zc515', 1572, 'Zak Cianciola', 'zcianciola@yahoo.com'],\n",
       " ['gp101', 65, 'Granville Potts', 'gpotts@gmail.com'],\n",
       " ['bm741', 65, 'Bo Marsh', 'bmarsh@live.com'],\n",
       " ['jd148', 65, 'Jay Duerr', 'jduerr@yahoo.com'],\n",
       " ['mm632', 65, 'Milla Morin', 'mmorin@yahoo.com'],\n",
       " ['ls884', 65, 'Leanne Savage', 'lsavage@gmail.com'],\n",
       " ['sp364', 968, 'Silvana Patton', 'spatton@live.com'],\n",
       " ['hh963', 65, 'Harvey Hoch', 'hhoch@outlook.com'],\n",
       " ['sb272', 65, 'Seth Berthier', 'sberthier@protonmail.com'],\n",
       " ['et566', 1114, 'Eugen Trani', 'etrani@protonmail.com'],\n",
       " ['sd421', 1572, 'Santina Dieter', 'sdieter@yahoo.com'],\n",
       " ['tg563', 65, 'Trinh Gregoire', 'tgregoire@live.com'],\n",
       " ['kc571', 968, 'Karin Celano', 'kcelano@yandex.com'],\n",
       " ['sd121', 1114, 'Sofia Decker', 'sdecker@yahoo.com'],\n",
       " ['sk744', 65, 'Sherise Keller', 'skeller@outlook.com'],\n",
       " ['km642', 65, 'Kirby Michel', 'kmichel@gmail.com'],\n",
       " ['fu320', 65, 'Florentine Ungaro', 'fungaro@yandex.com'],\n",
       " ['ld180', 1911, 'Louise Dejesus', 'ldejesus@yandex.com'],\n",
       " ['ds377', 65, 'Daniele Suarez', 'dsuarez@yahoo.com'],\n",
       " ['bb692', 65, 'Beckie Buchholz', 'bbuchholz@live.com'],\n",
       " ['wd557', 563, 'William Dickson', 'wdickson@yandex.com'],\n",
       " ['jd905', 65, 'Jolie Daugherty', 'jdaugherty@gmail.com'],\n",
       " ['dd770', 65, 'Detta Dressler', 'ddressler@yahoo.com'],\n",
       " ['cv698', 238, 'Clifton Villette', 'cvillette@outlook.com'],\n",
       " ['cn307', 968, 'Cythia Netti', 'cnetti@outlook.com'],\n",
       " ['eb198', 1572, 'Elsbeth Butler', 'ebutler@yahoo.com'],\n",
       " ['am869', 65, 'Ambrine Mann', 'amann@yahoo.com'],\n",
       " ['gr400', 1911, 'Gerald Robert', 'grobert@protonmail.com'],\n",
       " ['az657', 563, 'Assunta Zezza', 'azezza@live.com'],\n",
       " ['kc598', 1572, 'Kerstin Campbell', 'kcampbell@protonmail.com'],\n",
       " ['lb588', 65, 'Lino Brock', 'lbrock@outlook.com'],\n",
       " ['rl866', 65, 'Rubie Levasseur', 'rlevasseur@gmail.com'],\n",
       " ['jf340', 65, 'Johann Flowers', 'jflowers@live.com'],\n",
       " ['tb384', 1572, 'Thibaud Bullock', 'tbullock@yahoo.com'],\n",
       " ['dg290', 65, 'Dan Gallois', 'dgallois@outlook.com'],\n",
       " ['rr518', 65, 'Rolf Richards', 'rrichards@live.com'],\n",
       " ['sh779', 968, 'Selyan Hoffman', 'shoffman@outlook.com'],\n",
       " ['lw525', 65, 'Lucca Weber', 'lweber@live.com'],\n",
       " ['sl474', 563, 'Sydney Louvet', 'slouvet@gmail.com'],\n",
       " ['dp154', 65, 'Dusty Paola', 'dpaola@outlook.com'],\n",
       " ['id770', 238, 'Ilario Dressler', 'idressler@protonmail.com'],\n",
       " ['ek669', 65, 'Emile Khan', 'ekhan@outlook.com'],\n",
       " ['eb945', 65, 'Elliot Bonomo', 'ebonomo@yandex.com'],\n",
       " ['ag917', 1114, 'Arvin Golden', 'agolden@yandex.com'],\n",
       " ['ac437', 563, 'Ampelio Cabrera', 'acabrera@live.com'],\n",
       " ['sf583', 1572, 'Somer Fuhrmann', 'sfuhrmann@yahoo.com'],\n",
       " ['sa973', 65, 'Shanti Allard', 'sallard@yandex.com'],\n",
       " ['kc836', 65, 'Konstanze Caroselli', 'kcaroselli@yandex.com'],\n",
       " ['bt844', 65, 'Bellarmine Taylor', 'btaylor@outlook.com'],\n",
       " ['mf392', 65, 'Matthew Fischer', 'mfischer@live.com'],\n",
       " ['dh568', 65, 'Dan Hoffmann', 'dhoffmann@yandex.com'],\n",
       " ['iv880', 968, 'Imelda Vallee', 'ivallee@gmail.com'],\n",
       " ['gl219', 1572, 'Giancarlo Lindsey', 'glindsey@protonmail.com'],\n",
       " ['kb890', 1572, 'Kris Brennan', 'kbrennan@protonmail.com'],\n",
       " ['jf901', 65, 'Johnnie Fux', 'jfux@gmail.com'],\n",
       " ['ja340', 1114, 'Janeth Adam', 'jadam@protonmail.com'],\n",
       " ['ar906', 65, 'Agata Rosa', 'arosa@yahoo.com'],\n",
       " ['dc579', 65, 'Dennise Cabrera', 'dcabrera@live.com'],\n",
       " ['gg660', 65, 'Garret Geier', 'ggeier@yahoo.com'],\n",
       " ['db112', 65, 'Delia Beguin', 'dbeguin@yandex.com'],\n",
       " ['ld487', 65, 'Louanne Damiani', 'ldamiani@outlook.com'],\n",
       " ['bj475', 1572, 'Bronze Jenkins', 'bjenkins@protonmail.com'],\n",
       " ['mc838', 65, 'Mila Coffey', 'mcoffey@protonmail.com'],\n",
       " ['he768', 65, 'Hank Essert', 'hessert@gmail.com'],\n",
       " ['pm973', 65, 'Paulina Marais', 'pmarais@protonmail.com'],\n",
       " ['bf986', 65, 'Beatrice Fulco', 'bfulco@gmail.com'],\n",
       " ['sb322', 65, 'Sudie Burgess', 'sburgess@yandex.com'],\n",
       " ['ps571', 563, 'Prince Suarez', 'psuarez@yahoo.com'],\n",
       " ['mb333', 1572, 'Mitzi Biermann', 'mbiermann@gmail.com'],\n",
       " ['ab290', 1572, 'Aminata Bru', 'abru@yahoo.com'],\n",
       " ['jm190', 968, 'Jina Magrino', 'jmagrino@live.com'],\n",
       " ['rg933', 65, 'Rosena Gould', 'rgould@gmail.com'],\n",
       " ['ik787', 1572, 'Issac Kline', 'ikline@live.com'],\n",
       " ['rl982', 65, 'Roderica Lehmann', 'rlehmann@gmail.com'],\n",
       " ['ac179', 65, 'Ariah Comte', 'acomte@yandex.com'],\n",
       " ['eg193', 238, 'Ellis Gamble', 'egamble@yahoo.com'],\n",
       " ['fl258', 65, 'Friedrich Lott', 'flott@yandex.com'],\n",
       " ['mb203', 1114, 'Marilou Beutel', 'mbeutel@gmail.com'],\n",
       " ['en399', 65, 'Elene Navarro', 'enavarro@yahoo.com'],\n",
       " ['mr756', 968, 'Mac Raffin', 'mraffin@yahoo.com'],\n",
       " ['sc271', 563, 'Shona Carr', 'scarr@outlook.com'],\n",
       " ['xg684', 1572, 'Ximena Guy', 'xguy@protonmail.com'],\n",
       " ['ab829', 563, 'Arnaud Becker', 'abecker@live.com'],\n",
       " ['fd404', 65, 'Fiore Desautels', 'fdesautels@live.com'],\n",
       " ['rm849', 563, 'Robby Mccray', 'rmccray@gmail.com'],\n",
       " ['lr658', 65, 'Louis Rush', 'lrush@protonmail.com'],\n",
       " ['sh994', 65, 'Serena Holzknecht', 'sholzknecht@protonmail.com'],\n",
       " ['zv654', 65, 'Zan Verdier', 'zverdier@yahoo.com'],\n",
       " ['hb861', 1572, 'Hipolito Baldocchi', 'hbaldocchi@gmail.com'],\n",
       " ['hb280', 65, 'Hollis Barnett', 'hbarnett@live.com'],\n",
       " ['be560', 65, 'Barend Edwards', 'bedwards@yandex.com'],\n",
       " ['lh820', 563, 'Loane Holst', 'lholst@live.com'],\n",
       " ['zp659', 1572, 'Zeno Pruneau', 'zpruneau@gmail.com'],\n",
       " ['de758', 1114, 'Devon Epifano', 'depifano@protonmail.com'],\n",
       " ['jb896', 65, 'Jarrett Barrera', 'jbarrera@gmail.com'],\n",
       " ['wb355', 238, 'Walburg Burris', 'wburris@outlook.com'],\n",
       " ['rd560', 65, 'Raffaela Darras', 'rdarras@gmail.com'],\n",
       " ['er574', 1572, 'Eli Resta', 'eresta@outlook.com'],\n",
       " ['jc163', 65, 'Jin Chen', 'jchen@outlook.com'],\n",
       " ['kb942', 1114, 'Katja Butler', 'kbutler@protonmail.com'],\n",
       " ['af969', 563, 'Allegra Fiedler', 'afiedler@yandex.com'],\n",
       " ['bp212', 1572, 'Benton Pereira', 'bpereira@live.com'],\n",
       " ['tc947', 65, 'Tesha Carpinello', 'tcarpinello@outlook.com'],\n",
       " ['ak106', 1572, 'Anneli Kaufman', 'akaufman@outlook.com'],\n",
       " ['mr294', 1572, 'Merle Rowe', 'mrowe@yahoo.com'],\n",
       " ['bb365', 65, 'Bev Bellotti', 'bbellotti@yandex.com'],\n",
       " ['bj274', 65, 'Blake Jenkins', 'bjenkins@outlook.com'],\n",
       " ['qw345', 1572, 'Qiana Washington', 'qwashington@gmail.com'],\n",
       " ['ra925', 65, 'Rayane Adam', 'radam@live.com'],\n",
       " ['pg824', 968, 'Petronella Guilbaud', 'pguilbaud@outlook.com'],\n",
       " ['ef414', 65, 'Elodia Forgione', 'eforgione@gmail.com'],\n",
       " ['rp650', 238, 'Ryan Potts', 'rpotts@protonmail.com'],\n",
       " ['se972', 1114, 'Sigmund Everett', 'severett@yahoo.com'],\n",
       " ['sd958', 65, 'Serafina Desroches', 'sdesroches@yahoo.com'],\n",
       " ['mb304', 65, 'Murray Barrese', 'mbarrese@yandex.com'],\n",
       " ['lr409', 563, 'Luis Roberts', 'lroberts@protonmail.com'],\n",
       " ['fm559', 65, 'Felicia Mcneil', 'fmcneil@outlook.com'],\n",
       " ['wd714', 65, 'Willette Dattoli', 'wdattoli@outlook.com'],\n",
       " ['ls638', 1572, 'Lucas Stephens', 'lstephens@protonmail.com'],\n",
       " ['am362', 65, 'Amo Moses', 'amoses@outlook.com'],\n",
       " ['ta190', 563, 'Tandy Acker', 'tacker@outlook.com'],\n",
       " ['rb753', 65, 'Rolf Biron', 'rbiron@outlook.com'],\n",
       " ['cc594', 65, 'Catharina Cappella', 'ccappella@gmail.com'],\n",
       " ['vh915', 65, 'Virgilio Hyde', 'vhyde@live.com'],\n",
       " ['og539', 65, 'Ollie Gwerder', 'ogwerder@yandex.com'],\n",
       " ['dd470', 1911, 'Daniela Demers', 'ddemers@yahoo.com'],\n",
       " ['ap718', 238, 'Angel Peragine', 'aperagine@live.com'],\n",
       " ['vw158', 1572, 'Vicenzo Wells', 'vwells@yandex.com'],\n",
       " ['fh696', 2284, 'Fernanda Hodges', 'fhodges@yandex.com'],\n",
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       " ['ab343', 65, 'Aniello Brant', 'abrant@protonmail.com'],\n",
       " ['wr830', 1572, 'Willard Renard', 'wrenard@live.com'],\n",
       " ['js847', 65, 'Jodee Savelli', 'jsavelli@protonmail.com'],\n",
       " ['rg452', 65, 'Robert Glover', 'rglover@yahoo.com'],\n",
       " ['lr201', 563, 'Loretta Rutledge', 'lrutledge@protonmail.com'],\n",
       " ['jq602', 563, 'Jerica Quentin', 'jquentin@live.com'],\n",
       " ['vw742', 1114, 'Vanna Winters', 'vwinters@yandex.com'],\n",
       " ['ma775', 1572, 'Mila Abraham', 'mabraham@gmail.com'],\n",
       " ['ms114', 65, 'Maida Sergent', 'msergent@outlook.com'],\n",
       " ['bh610', 563, 'Belvedere Humphrey', 'bhumphrey@protonmail.com'],\n",
       " ['ae528', 563, 'Arletha Engel', 'aengel@outlook.com'],\n",
       " ['ec370', 968, 'Ernie Chiappini', 'echiappini@protonmail.com'],\n",
       " ['mh322', 65, 'Melyna Hutchinson', 'mhutchinson@yahoo.com'],\n",
       " ['aa738', 968, 'Annetta Andreas', 'aandreas@outlook.com'],\n",
       " ['cq458', 910, 'Carson Quenneville', 'cquenneville@live.com'],\n",
       " ['lp143', 1572, 'Lashon Patalano', 'lpatalano@protonmail.com'],\n",
       " ['ip230', 1114, 'Ilsa Patrick', 'ipatrick@live.com'],\n",
       " ['cw810', 65, 'Canon Wheeler', 'cwheeler@live.com'],\n",
       " ['rd198', 563, 'Russel Duriez', 'rduriez@outlook.com'],\n",
       " ['ic683', 65, 'Isaias Cherico', 'icherico@yahoo.com'],\n",
       " ['wm615', 563, 'Waldeburg Mills', 'wmills@gmail.com'],\n",
       " ['ls953', 65, 'Lilie Simpson', 'lsimpson@yandex.com'],\n",
       " ['fj322', 563, 'Floritzel Jollenbeck', 'fjollenbeck@yandex.com'],\n",
       " ['ld699', 65, 'Logan Desmarais', 'ldesmarais@yandex.com'],\n",
       " ['pm788', 968, 'Peter Maldonado', 'pmaldonado@live.com'],\n",
       " ['dm569', 1572, 'Delano Molina', 'dmolina@yandex.com'],\n",
       " ['rt816', 65, 'Rossella Thomas', 'rthomas@yahoo.com'],\n",
       " ['jd575', 238, 'Jeffrey Dupuy', 'jdupuy@live.com'],\n",
       " ['zb283', 968, 'Zenia Bizzaro', 'zbizzaro@live.com'],\n",
       " ['jp468', 65, 'Janna Payne', 'jpayne@yahoo.com'],\n",
       " ['cg793', 563, 'Coco Grosse', 'cgrosse@protonmail.com'],\n",
       " ['gp711', 65, 'Guy Peter', 'gpeter@outlook.com'],\n",
       " ['pc765', 563, 'Parker Calandro', 'pcalandro@protonmail.com'],\n",
       " ['sl534', 563, 'Sander Lott', 'slott@outlook.com'],\n",
       " ['yv989', 65, 'Yael Villarreal', 'yvillarreal@yandex.com'],\n",
       " ['mf798', 65, 'Mia Feigenbaum', 'mfeigenbaum@gmail.com'],\n",
       " ['td407', 65, 'Thomas Davi', 'tdavi@yahoo.com'],\n",
       " ['tg953', 968, 'Tobias Grant', 'tgrant@gmail.com'],\n",
       " ['kc148', 65, 'Klarissa Carver', 'kcarver@protonmail.com'],\n",
       " ['cs309', 563, 'Cassi Serrano', 'cserrano@outlook.com'],\n",
       " ['mt354', 1572, 'Margrett Tierno', 'mtierno@yahoo.com'],\n",
       " ['hw981', 968, 'Hellmuth Warren', 'hwarren@yandex.com'],\n",
       " ['sk249', 65, 'Sabri Knight', 'sknight@yahoo.com'],\n",
       " ['ud288', 65, 'Uberta Doyle', 'udoyle@protonmail.com'],\n",
       " ['lb533', 65, 'Leida Buffo', 'lbuffo@yandex.com'],\n",
       " ['bc627', 1572, 'Burt Colon', 'bcolon@gmail.com'],\n",
       " ['sv404', 948, 'Sabine Velazquez', 'svelazquez@yandex.com'],\n",
       " ['ab517', 563, 'Ayman Bocker', 'abocker@gmail.com'],\n",
       " ['ta342', 1114, 'Teofilo Alarie', 'talarie@gmail.com'],\n",
       " ['ja317', 1572, 'Jere Armellino', 'jarmellino@yahoo.com'],\n",
       " ['rc984', 2882, 'Rudy Chase', 'rchase@gmail.com'],\n",
       " ['mc890', 1572, 'Miles Copeland', 'mcopeland@yahoo.com'],\n",
       " ['lp216', 65, 'Luigi Pasquarelli', 'lpasquarelli@gmail.com'],\n",
       " ['fo113', 65, 'Federico Odom', 'fodom@protonmail.com'],\n",
       " ['mb739', 65, 'Medard Berg', 'mberg@protonmail.com'],\n",
       " ['gp648', 968, 'Geron Pichette', 'gpichette@yahoo.com'],\n",
       " ['mr769', 65, 'Mariyah Romagnoli', 'mromagnoli@yandex.com'],\n",
       " ['kp887', 1572, 'Keneth Pacheco', 'kpacheco@outlook.com'],\n",
       " ['lb922', 1114, 'Linda Baum', 'lbaum@yandex.com'],\n",
       " ['zr677', 65, 'Zahra Rousseau', 'zrousseau@gmail.com'],\n",
       " ['bm219', 65, 'Biondello Mannella', 'bmannella@live.com'],\n",
       " ['ah632', 65, 'Al Harris', 'aharris@protonmail.com'],\n",
       " ['tr889', 65, 'Teodoro Rosa', 'trosa@yahoo.com'],\n",
       " ['oh928', 1114, 'Odilia Hofer', 'ohofer@yahoo.com'],\n",
       " ['rb570', 563, 'Romane Bruneau', 'rbruneau@protonmail.com'],\n",
       " ['rb669', 1114, 'Ruggerio Brizzi', 'rbrizzi@outlook.com'],\n",
       " ['ab395', 1572, 'Alwina Brune', 'abrune@outlook.com'],\n",
       " ['cj317', 65, 'Charlie Jomphe', 'cjomphe@gmail.com'],\n",
       " ['tr126', 968, 'Taddeo Ranallo', 'tranallo@outlook.com'],\n",
       " ['bh500', 563, 'Boris Houston', 'bhouston@outlook.com'],\n",
       " ['nw754', 65, 'Nicolaus Winkler', 'nwinkler@protonmail.com'],\n",
       " ['nb415', 65, 'Nathanael Baudouin', 'nbaudouin@gmail.com'],\n",
       " ['ic294', 968, 'Italo Cervelli', 'icervelli@live.com'],\n",
       " ['jr674', 1114, 'Jackie Robertson', 'jrobertson@yandex.com'],\n",
       " ['oh931', 65, 'Otis Hofmann', 'ohofmann@yahoo.com'],\n",
       " ['jc510', 65, 'Joris Croteau', 'jcroteau@yahoo.com'],\n",
       " ['gg408', 968, 'Geltrude Guidone', 'gguidone@protonmail.com'],\n",
       " ['cb611', 1572, 'Christoper Baker', 'cbaker@yahoo.com'],\n",
       " ['wj450', 65, 'Wendell Joseph', 'wjoseph@outlook.com'],\n",
       " ['kb366', 65, 'Katinka Bader', 'kbader@yahoo.com'],\n",
       " ['id932', 968, 'Idris Duprat', 'iduprat@gmail.com'],\n",
       " ['pw185', 563, 'Ping Wright', 'pwright@yahoo.com'],\n",
       " ['md753', 1114, 'Margarett Downs', 'mdowns@yahoo.com'],\n",
       " ['db519', 968, 'Dietlind Buhr', 'dbuhr@outlook.com'],\n",
       " ['vb592', 563, 'Verena Best', 'vbest@outlook.com'],\n",
       " ['tl538', 65, 'Thimeo Leduc', 'tleduc@yahoo.com'],\n",
       " ['se137', 968, 'Santuzza Esposito', 'sesposito@outlook.com'],\n",
       " ['jf485', 563, 'Jenice Fuller', 'jfuller@gmail.com'],\n",
       " ['nh755', 563, 'Nathaniel Hendricks', 'nhendricks@yahoo.com'],\n",
       " ['ak859', 1572, 'Albert Kaiser', 'akaiser@outlook.com'],\n",
       " ['tt425', 1114, 'Tamara Tanguay', 'ttanguay@yandex.com'],\n",
       " ['cm443', 1114, 'Carson Mcguire', 'cmcguire@yandex.com'],\n",
       " ['ih676', 65, 'Isaias Hutchinson', 'ihutchinson@outlook.com'],\n",
       " ['mb336', 65, 'Milla Beckert', 'mbeckert@protonmail.com'],\n",
       " ['da354', 238, 'Donielle Angelo', 'dangelo@yahoo.com'],\n",
       " ['na435', 1572, 'Norberto Allen', 'nallen@protonmail.com'],\n",
       " ['ar819', 65, 'Arminda Ratliff', 'aratliff@live.com'],\n",
       " ['pw829', 910, 'Patrick Winkler', 'pwinkler@gmail.com'],\n",
       " ['hb895', 1911, 'Hawa Beaudry', 'hbeaudry@gmail.com'],\n",
       " ['mp964', 65, 'Marcoantonio Perretti', 'mperretti@live.com'],\n",
       " ['em597', 65, 'Edmund Miranda', 'emiranda@yahoo.com'],\n",
       " ['cr743', 65, 'Chet Rutledge', 'crutledge@yandex.com'],\n",
       " ['sb664', 65, 'Sabina Buchholz', 'sbuchholz@outlook.com'],\n",
       " ['nc766', 1572, 'Noam Camus', 'ncamus@outlook.com'],\n",
       " ['iv865', 65, 'Immaculata Vanni', 'ivanni@yandex.com'],\n",
       " ['kr139', 563, 'Kathern Raymond', 'kraymond@live.com'],\n",
       " ['kp261', 65, 'Kathyrn Peck', 'kpeck@live.com'],\n",
       " ['hb804', 65, 'Hilda Blumstein', 'hblumstein@protonmail.com'],\n",
       " ['mb384', 968, 'Massima Baldocchi', 'mbaldocchi@protonmail.com'],\n",
       " ['lp884', 1572, 'Lera Pearson', 'lpearson@protonmail.com'],\n",
       " ['ae594', 65, 'Alleen Ellison', 'aellison@live.com'],\n",
       " ['ta987', 1572, 'Tobias Althaus', 'talthaus@outlook.com'],\n",
       " ['kd374', 65, 'Kim Desbiens', 'kdesbiens@yahoo.com'],\n",
       " ['lt755', 65, 'Lucy Tringale', 'ltringale@gmail.com'],\n",
       " ['ds585', 563, 'Dusti Sampson', 'dsampson@outlook.com'],\n",
       " ['hm748', 238, 'Hyon Mcgowan', 'hmcgowan@outlook.com'],\n",
       " ['bm320', 65, 'Benedikt Martin', 'bmartin@outlook.com'],\n",
       " ['mm149', 65, 'Melina Montminy', 'mmontminy@yandex.com'],\n",
       " ['nb639', 65, 'Nerezza Bottino', 'nbottino@yandex.com'],\n",
       " ['cw520', 1572, 'Carter Washington', 'cwashington@yahoo.com'],\n",
       " ['lb450', 65, 'Lashawnda Bradshaw', 'lbradshaw@yandex.com'],\n",
       " ['ap187', 1114, 'Aldo Pohl', 'apohl@yandex.com'],\n",
       " ['gt421', 968, 'Gaston Terrier', 'gterrier@protonmail.com'],\n",
       " ['ep895', 968, 'Enric Pittman', 'epittman@live.com'],\n",
       " ['wa701', 1572, 'Wonda Ayers', 'wayers@yahoo.com'],\n",
       " ['yf490', 1114, 'Yasuko Fabel', 'yfabel@yandex.com'],\n",
       " ['fl110', 65, 'Fredrik Lacroix', 'flacroix@live.com'],\n",
       " ['lb870', 1114, 'Lucia Borgo', 'lborgo@protonmail.com'],\n",
       " ['dg363', 65, 'Donatello Gordon', 'dgordon@protonmail.com'],\n",
       " ['kb110', 1572, 'Kraig Busch', 'kbusch@live.com'],\n",
       " ['fb424', 65, 'Fiona Brando', 'fbrando@protonmail.com'],\n",
       " ['lw574', 65, 'Lisle Weaver', 'lweaver@live.com'],\n",
       " ['ae918', 1114, 'Alec Ebner', 'aebner@yahoo.com'],\n",
       " ['ar961', 968, 'Andreas Rigal', 'arigal@yahoo.com'],\n",
       " ['mt716', 563, 'Malone Trani', 'mtrani@gmail.com'],\n",
       " ['dk254', 968, 'Daniela Kirkland', 'dkirkland@outlook.com'],\n",
       " ['am874', 65, 'Avril Mcintosh', 'amcintosh@protonmail.com'],\n",
       " ['cr525', 948, 'Clotilde Rodrigue', 'crodrigue@live.com'],\n",
       " ['wc513', 65, 'Wernher Carboni', 'wcarboni@yandex.com'],\n",
       " ['bc364', 563, 'Bruna Clements', 'bclements@outlook.com'],\n",
       " ['cf230', 65, 'Cody Feldt', 'cfeldt@yandex.com'],\n",
       " ['jn670', 563, 'Junita Neveu', 'jneveu@outlook.com'],\n",
       " ['bg581', 65, 'Barbara Gagliano', 'bgagliano@live.com'],\n",
       " ['sh228', 1114, 'Sherice Hellewege', 'shellewege@yahoo.com'],\n",
       " ['mj954', 65, 'Mitch Jalbert', 'mjalbert@live.com'],\n",
       " ['jm101', 65, 'Johannes Magistro', 'jmagistro@yandex.com'],\n",
       " ['nf369', 910, 'Nolann Foreman', 'nforeman@gmail.com'],\n",
       " ['cg631', 65, 'Carline Goebel', 'cgoebel@yandex.com'],\n",
       " ['lp218', 65, 'Livia Phaneuf', 'lphaneuf@outlook.com'],\n",
       " ['of784', 65, 'Ottomar Foto', 'ofoto@yandex.com'],\n",
       " ['ds610', 65, 'Deangela Schmidt', 'dschmidt@gmail.com'],\n",
       " ['bb467', 1572, 'Bryant Borchard', 'bborchard@yahoo.com'],\n",
       " ['bv607', 1114, 'Beatrix Vietti', 'bvietti@gmail.com'],\n",
       " ['cp794', 968, 'Chaima Porter', 'cporter@gmail.com'],\n",
       " ['aw326', 65, 'Armani Wheeler', 'awheeler@yahoo.com'],\n",
       " ['ms559', 65, 'Min Schmidt', 'mschmidt@yandex.com'],\n",
       " ['rl122', 563, 'Randal Lacasse', 'rlacasse@yahoo.com'],\n",
       " ['mc544', 65, 'Maya Cira', 'mcira@yandex.com'],\n",
       " ['mv762', 1114, 'Milan Valencia', 'mvalencia@outlook.com'],\n",
       " ['rg638', 1114, 'Rosa Glover', 'rglover@yandex.com'],\n",
       " ['eb865', 1114, 'Erich Braun', 'ebraun@yandex.com'],\n",
       " ['eb701', 948, 'Eusebio Barthelemy', 'ebarthelemy@outlook.com'],\n",
       " ['lb178', 238, 'Lara Buonopane', 'lbuonopane@outlook.com'],\n",
       " ['aa484', 65, 'Anonciada Aguilar', 'aaguilar@yandex.com'],\n",
       " ['sh493', 1114, 'Soraya Hudson', 'shudson@gmail.com'],\n",
       " ['rg624', 65, 'Renda Gorman', 'rgorman@outlook.com'],\n",
       " ['am644', 65, 'Anton Munier', 'amunier@yandex.com'],\n",
       " ['ka406', 1572, 'Kiara Angelillo', 'kangelillo@protonmail.com'],\n",
       " ['lb213', 65, 'Lucilla Black', 'lblack@outlook.com'],\n",
       " ['wh558', 65, 'Willian Hoover', 'whoover@yahoo.com'],\n",
       " ['jo527', 1572, 'Jenine Otto', 'jotto@live.com'],\n",
       " ['hd242', 65, 'Helga Dupre', 'hdupre@live.com'],\n",
       " ['dc144', 1114, 'Dorotea Cox', 'dcox@outlook.com'],\n",
       " ['gh229', 968, 'Gonzalo Hansen', 'ghansen@outlook.com'],\n",
       " ['ra187', 1572, 'Randell Abt', 'rabt@outlook.com'],\n",
       " ['lg556', 563, 'Leni Grimard', 'lgrimard@gmail.com'],\n",
       " ['fh102', 65, 'Fiammetta Huber', 'fhuber@outlook.com'],\n",
       " ['lh128', 968, 'Larae Hildebrand', 'lhildebrand@outlook.com'],\n",
       " ['ah861', 968, 'Annita Herve', 'aherve@yandex.com'],\n",
       " ['ht719', 968, 'Holger Tangredi', 'htangredi@yandex.com'],\n",
       " ['ll609', 1572, 'Lionel Langley', 'llangley@yandex.com'],\n",
       " ['vr608', 65, 'Venezio Ramos', 'vramos@yandex.com'],\n",
       " ['dd769', 1911, 'Desmond Dreschner', 'ddreschner@protonmail.com'],\n",
       " ['cv209', 1572, 'Casey Villard', 'cvillard@yandex.com'],\n",
       " ['fm638', 1114, 'Felizitas Morano', 'fmorano@yahoo.com'],\n",
       " ['aj578', 65, 'Albane Jarvis', 'ajarvis@protonmail.com'],\n",
       " ['ps285', 65, 'Paulita Salas', 'psalas@outlook.com'],\n",
       " ['db210', 65, 'Delbert Baffa', 'dbaffa@outlook.com'],\n",
       " ['au377', 2882, 'Amy Underwood', 'aunderwood@yandex.com'],\n",
       " ['cg265', 1572, 'Cristiana Griffith', 'cgriffith@gmail.com'],\n",
       " ['ds180', 968, 'Doyle Schmid', 'dschmid@live.com'],\n",
       " ['rt281', 1114, 'Reita Tomasso', 'rtomasso@yahoo.com'],\n",
       " ['ph749', 1572, 'Patrizia Hinton', 'phinton@live.com'],\n",
       " ['tc503', 968, 'Tatiana Castillo', 'tcastillo@yahoo.com'],\n",
       " ['mb313', 1572, 'Montrel Beckert', 'mbeckert@yandex.com'],\n",
       " ['sl362', 563, 'Shawanda Lindsey', 'slindsey@gmail.com'],\n",
       " ['uh381', 968, 'Ulbrecht Holland', 'uholland@live.com'],\n",
       " ['km314', 65, 'Kara Marchitelli', 'kmarchitelli@yandex.com'],\n",
       " ['eb969', 1114, 'Else Beck', 'ebeck@protonmail.com'],\n",
       " ['tb251', 1572, 'Tod Byrd', 'tbyrd@protonmail.com'],\n",
       " ['ld647', 65, 'Liselotte Dittmar', 'ldittmar@yandex.com'],\n",
       " ['rl209', 65, 'Roque Lacoste', 'rlacoste@live.com'],\n",
       " ['mt873', 65, 'Maynard Townsend', 'mtownsend@yahoo.com'],\n",
       " ['lf516', 1572, 'Lucie Frost', 'lfrost@yahoo.com'],\n",
       " ['ta679', 65, 'Tristan Acker', 'tacker@gmail.com'],\n",
       " ['sd882', 968, 'Santo Drolet', 'sdrolet@outlook.com'],\n",
       " ['dp941', 968, 'Dewayne Pasqual', 'dpasqual@live.com'],\n",
       " ['ms270', 65, 'Maximino Small', 'msmall@yahoo.com'],\n",
       " ['jf193', 65, 'Jonathan Faerber', 'jfaerber@yahoo.com'],\n",
       " ['db832', 65, 'Desmond Beauchamp', 'dbeauchamp@protonmail.com'],\n",
       " ['lc293', 65, 'Laura Cassone', 'lcassone@yahoo.com'],\n",
       " ['sc440', 563, 'Suzi Chen', 'schen@protonmail.com'],\n",
       " ['na467', 1911, 'Norbert Avella', 'navella@yahoo.com'],\n",
       " ['mp998', 65, 'Milo Porter', 'mporter@gmail.com'],\n",
       " ['rw179', 1572, 'Rainieri Ware', 'rware@yahoo.com'],\n",
       " ['rd613', 1572, 'Rudolph Dresdner', 'rdresdner@outlook.com'],\n",
       " ['dc677', 65, 'Dierk Costanzo', 'dcostanzo@yahoo.com'],\n",
       " ['km838', 563, 'Kayla Mueller', 'kmueller@live.com'],\n",
       " ['ha922', 65, 'Heriberto Ahlers', 'hahlers@protonmail.com'],\n",
       " ['ma291', 968, 'Marceline Albert', 'malbert@gmail.com'],\n",
       " ['ls903', 1114, 'Loretto Salas', 'lsalas@yandex.com'],\n",
       " ['dl984', 65, 'Delila Lawrence', 'dlawrence@gmail.com'],\n",
       " ['fj308', 563, 'Federico Jager', 'fjager@live.com'],\n",
       " ['pf542', 968, 'Peter Fauteux', 'pfauteux@yahoo.com'],\n",
       " ['mc619', 1572, 'Marvin Calandra', 'mcalandra@yandex.com'],\n",
       " ['lc435', 65, 'Lucca Crosby', 'lcrosby@gmail.com'],\n",
       " ['kr813', 65, 'Keena Rollins', 'krollins@yandex.com'],\n",
       " ['eb667', 65, 'Edmund Baumann', 'ebaumann@yandex.com'],\n",
       " ['sc261', 65, 'Sara Charbonneau', 'scharbonneau@protonmail.com'],\n",
       " ['ht501', 65, 'Hortense Tangredi', 'htangredi@protonmail.com'],\n",
       " ['cf209', 1572, 'Constanza Frost', 'cfrost@yahoo.com'],\n",
       " ['th306', 65, 'Tanna Henson', 'thenson@yandex.com'],\n",
       " ['uf135', 1572, 'Ute Favreau', 'ufavreau@yahoo.com'],\n",
       " ['tt696', 65, 'Timeo Troncone', 'ttroncone@live.com'],\n",
       " ['mr372', 65, 'Montrel Ruiz', 'mruiz@protonmail.com'],\n",
       " ['lb930', 65, 'Lashaunda Battle', 'lbattle@outlook.com'],\n",
       " ['ap347', 65, 'Alger Provencher', 'aprovencher@yandex.com'],\n",
       " ['tb394', 65, 'Teofilo Briggs', 'tbriggs@protonmail.com'],\n",
       " ['rn232', 65, 'Rosia Newman', 'rnewman@protonmail.com'],\n",
       " ['df983', 563, 'Dewitt Fleischer', 'dfleischer@protonmail.com'],\n",
       " ['ld418', 563, 'Liselotte Desrochers', 'ldesrochers@outlook.com'],\n",
       " ['yv730', 65, 'Yasmine Vitulli', 'yvitulli@gmail.com'],\n",
       " ['ea712', 563, 'Edda Alexander', 'ealexander@outlook.com'],\n",
       " ['ky770', 65, 'Kim Young', 'kyoung@yahoo.com'],\n",
       " ['jc963', 1114, 'Joyce Cilento', 'jcilento@protonmail.com'],\n",
       " ['la958', 65, 'Luca Arnold', 'larnold@outlook.com'],\n",
       " ['yg885', 65, 'Yacine Gulla', 'ygulla@outlook.com'],\n",
       " ['ah815', 65, 'Aemilio Hill', 'ahill@protonmail.com'],\n",
       " ['cm949', 65, 'Carmelia Mayo', 'cmayo@yandex.com'],\n",
       " ['dt412', 65, 'Dorothea Thompson', 'dthompson@live.com'],\n",
       " ['zm103', 65, 'Zelie Moroni', 'zmoroni@outlook.com'],\n",
       " ['yh430', 1114, 'Yuette Hines', 'yhines@protonmail.com'],\n",
       " ['sb943', 65, 'Sergio Bambach', 'sbambach@outlook.com'],\n",
       " ['ot297', 65, 'Otis Trottier', 'otrottier@outlook.com'],\n",
       " ['en876', 968, 'Elnora Naclerio', 'enaclerio@live.com'],\n",
       " ['lp640', 65, 'Lashell Pope', 'lpope@outlook.com'],\n",
       " ['es903', 563, 'Emilie Schulze', 'eschulze@outlook.com'],\n",
       " ['nr568', 968, 'Noel Rocher', 'nrocher@outlook.com'],\n",
       " ['nb860', 1572, 'Nario Barretto', 'nbarretto@outlook.com'],\n",
       " ['hb501', 65, 'Heidy Beasley', 'hbeasley@live.com'],\n",
       " ...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Iterate through the backers DataFrame and convert each row to a dictionary.\n",
    "dict_values = []\n",
    "   # Iterate through each dictionary (row) and get the values for each row using list comprehension.\n",
    "for i, row in backer_info_df.iterrows():\n",
    "    # Get the data first item in each row.\n",
    "    data = row['backer_info']\n",
    "    converted_data = json.loads(data)\n",
    "    row_values = [v for k, v in converted_data.items()]\n",
    "    # Append the list of values for each row to a list.\n",
    "    dict_values.append(row_values)\n",
    "    \n",
    "\n",
    "# Print out the list of values for each row. \n",
    "dict_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>backer_id</th>\n",
       "      <th>cf_id</th>\n",
       "      <th>name</th>\n",
       "      <th>email</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>av166</td>\n",
       "      <td>968</td>\n",
       "      <td>Angelo Vincent</td>\n",
       "      <td>avincent@live.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ha127</td>\n",
       "      <td>563</td>\n",
       "      <td>Hubert Arnold</td>\n",
       "      <td>harnold@yandex.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lg794</td>\n",
       "      <td>65</td>\n",
       "      <td>Loris Goulet</td>\n",
       "      <td>lgoulet@yandex.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tb566</td>\n",
       "      <td>563</td>\n",
       "      <td>Teodora Brunelli</td>\n",
       "      <td>tbrunelli@outlook.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lh506</td>\n",
       "      <td>563</td>\n",
       "      <td>Lexie Hunt</td>\n",
       "      <td>lhunt@live.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  backer_id  cf_id              name                  email\n",
       "0     av166    968    Angelo Vincent      avincent@live.com\n",
       "1     ha127    563     Hubert Arnold     harnold@yandex.com\n",
       "2     lg794     65      Loris Goulet     lgoulet@yandex.com\n",
       "3     tb566    563  Teodora Brunelli  tbrunelli@outlook.com\n",
       "4     lh506    563        Lexie Hunt         lhunt@live.com"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a backers_df DataFrame with the following columns: 'backer_id','cf_id', 'name', and 'email' \n",
    "# using the list of values lists. \n",
    "backers_df = pd.DataFrame(dict_values, columns=['backer_id', 'cf_id', 'name', 'email'])\n",
    "backers_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export the DataFrame as a CSV file using encoding='utf8'.\n",
    "backers_df.to_csv(\"backers_data.csv\", encoding='utf8', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deliverable 1: Extract\n",
    "----\n",
    "### Option 2: Use regex \n",
    "\n",
    "1. Import the `backer_info.csv` file into a DataFrame. \n",
    "2. Extract the \"backer_id\", \"cf_id\", \"name\", and \"email using regular expressions.\"\n",
    "3. Create a new DataFrame with the retrieved data.\n",
    "4. Export the DataFrame as `backers_data.csv`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the backers_info from the crowdfunding_info sheet. \n",
    "pd.set_option('max_colwidth', 400)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract the alpha-numeric \"backer_id\" from the backer_info column using a regex expression \n",
    "# and add it as a new column called \"backer_id\".\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract the two to four-digit \"cf_id\" number from the backer_info column. \n",
    "# and add it as a new column called \"cf_id\".\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract the name from the backer_info column and add it as a new column called \"name\".\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract the email from the backer_info column and add it as a new column called \"email\".\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a new DataFrame with the appropriate columns.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export the DataFrame as a CSV file using encoding='utf8'.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deliverable 2: Transform and Clean Data\n",
    "----\n",
    "1. Check the data types of the columns and convert the \"cf_id\" column to an integer, if necessary.\n",
    "2. Split the name in the \"name\" column into first and last names, and add them to \"first_name\" and \"last_name\" columns in the DataFrame. \n",
    "3. Drop the \"name\" column in the DataFrame.\n",
    "4. Place the columns in the following order; \"backer_id\", \"cf_id\", \"first_name\", \"last_name\" and \"email\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "backer_id    object\n",
       "cf_id         int64\n",
       "name         object\n",
       "email        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check data types.\n",
    "backers_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert cf_id to an integer if necessary.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>backer_id</th>\n",
       "      <th>cf_id</th>\n",
       "      <th>name</th>\n",
       "      <th>email</th>\n",
       "      <th>first_name</th>\n",
       "      <th>last_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>av166</td>\n",
       "      <td>968</td>\n",
       "      <td>Angelo Vincent</td>\n",
       "      <td>avincent@live.com</td>\n",
       "      <td>Angelo</td>\n",
       "      <td>Vincent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ha127</td>\n",
       "      <td>563</td>\n",
       "      <td>Hubert Arnold</td>\n",
       "      <td>harnold@yandex.com</td>\n",
       "      <td>Hubert</td>\n",
       "      <td>Arnold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lg794</td>\n",
       "      <td>65</td>\n",
       "      <td>Loris Goulet</td>\n",
       "      <td>lgoulet@yandex.com</td>\n",
       "      <td>Loris</td>\n",
       "      <td>Goulet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tb566</td>\n",
       "      <td>563</td>\n",
       "      <td>Teodora Brunelli</td>\n",
       "      <td>tbrunelli@outlook.com</td>\n",
       "      <td>Teodora</td>\n",
       "      <td>Brunelli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lh506</td>\n",
       "      <td>563</td>\n",
       "      <td>Lexie Hunt</td>\n",
       "      <td>lhunt@live.com</td>\n",
       "      <td>Lexie</td>\n",
       "      <td>Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>lh382</td>\n",
       "      <td>563</td>\n",
       "      <td>Lambert Huber</td>\n",
       "      <td>lhuber@live.com</td>\n",
       "      <td>Lambert</td>\n",
       "      <td>Huber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>em444</td>\n",
       "      <td>563</td>\n",
       "      <td>Emmy Morin</td>\n",
       "      <td>emorin@live.com</td>\n",
       "      <td>Emmy</td>\n",
       "      <td>Morin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>at582</td>\n",
       "      <td>1572</td>\n",
       "      <td>Armonda Trani</td>\n",
       "      <td>atrani@live.com</td>\n",
       "      <td>Armonda</td>\n",
       "      <td>Trani</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>id772</td>\n",
       "      <td>1911</td>\n",
       "      <td>Ilana Duke</td>\n",
       "      <td>iduke@outlook.com</td>\n",
       "      <td>Ilana</td>\n",
       "      <td>Duke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>lw275</td>\n",
       "      <td>65</td>\n",
       "      <td>Leigha Wright</td>\n",
       "      <td>lwright@live.com</td>\n",
       "      <td>Leigha</td>\n",
       "      <td>Wright</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  backer_id  cf_id              name                  email first_name  \\\n",
       "0     av166    968    Angelo Vincent      avincent@live.com     Angelo   \n",
       "1     ha127    563     Hubert Arnold     harnold@yandex.com     Hubert   \n",
       "2     lg794     65      Loris Goulet     lgoulet@yandex.com      Loris   \n",
       "3     tb566    563  Teodora Brunelli  tbrunelli@outlook.com    Teodora   \n",
       "4     lh506    563        Lexie Hunt         lhunt@live.com      Lexie   \n",
       "5     lh382    563     Lambert Huber        lhuber@live.com    Lambert   \n",
       "6     em444    563        Emmy Morin        emorin@live.com       Emmy   \n",
       "7     at582   1572     Armonda Trani        atrani@live.com    Armonda   \n",
       "8     id772   1911        Ilana Duke      iduke@outlook.com      Ilana   \n",
       "9     lw275     65     Leigha Wright       lwright@live.com     Leigha   \n",
       "\n",
       "  last_name  \n",
       "0   Vincent  \n",
       "1    Arnold  \n",
       "2    Goulet  \n",
       "3  Brunelli  \n",
       "4      Hunt  \n",
       "5     Huber  \n",
       "6     Morin  \n",
       "7     Trani  \n",
       "8      Duke  \n",
       "9    Wright  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Split the \"name\" column into \"first_name\" and \"last_name\" columns.\n",
    "backers_df[[\"first_name\", \"last_name\"]] = backers_df[\"name\"].str.split(' ', n=1, expand=True)\n",
    "backers_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\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>backer_id</th>\n",
       "      <th>cf_id</th>\n",
       "      <th>email</th>\n",
       "      <th>first_name</th>\n",
       "      <th>last_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>av166</td>\n",
       "      <td>968</td>\n",
       "      <td>avincent@live.com</td>\n",
       "      <td>Angelo</td>\n",
       "      <td>Vincent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ha127</td>\n",
       "      <td>563</td>\n",
       "      <td>harnold@yandex.com</td>\n",
       "      <td>Hubert</td>\n",
       "      <td>Arnold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lg794</td>\n",
       "      <td>65</td>\n",
       "      <td>lgoulet@yandex.com</td>\n",
       "      <td>Loris</td>\n",
       "      <td>Goulet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tb566</td>\n",
       "      <td>563</td>\n",
       "      <td>tbrunelli@outlook.com</td>\n",
       "      <td>Teodora</td>\n",
       "      <td>Brunelli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lh506</td>\n",
       "      <td>563</td>\n",
       "      <td>lhunt@live.com</td>\n",
       "      <td>Lexie</td>\n",
       "      <td>Hunt</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  backer_id  cf_id                  email first_name last_name\n",
       "0     av166    968      avincent@live.com     Angelo   Vincent\n",
       "1     ha127    563     harnold@yandex.com     Hubert    Arnold\n",
       "2     lg794     65     lgoulet@yandex.com      Loris    Goulet\n",
       "3     tb566    563  tbrunelli@outlook.com    Teodora  Brunelli\n",
       "4     lh506    563         lhunt@live.com      Lexie      Hunt"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  Drop the name column\n",
    "backers_df_clean = backers_df.drop(['name'], axis = 1)\n",
    "backers_df_clean.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>backer_id</th>\n",
       "      <th>cf_id</th>\n",
       "      <th>first_name</th>\n",
       "      <th>last_name</th>\n",
       "      <th>email</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>av166</td>\n",
       "      <td>968</td>\n",
       "      <td>Angelo</td>\n",
       "      <td>Vincent</td>\n",
       "      <td>avincent@live.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ha127</td>\n",
       "      <td>563</td>\n",
       "      <td>Hubert</td>\n",
       "      <td>Arnold</td>\n",
       "      <td>harnold@yandex.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lg794</td>\n",
       "      <td>65</td>\n",
       "      <td>Loris</td>\n",
       "      <td>Goulet</td>\n",
       "      <td>lgoulet@yandex.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tb566</td>\n",
       "      <td>563</td>\n",
       "      <td>Teodora</td>\n",
       "      <td>Brunelli</td>\n",
       "      <td>tbrunelli@outlook.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lh506</td>\n",
       "      <td>563</td>\n",
       "      <td>Lexie</td>\n",
       "      <td>Hunt</td>\n",
       "      <td>lhunt@live.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>lh382</td>\n",
       "      <td>563</td>\n",
       "      <td>Lambert</td>\n",
       "      <td>Huber</td>\n",
       "      <td>lhuber@live.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>em444</td>\n",
       "      <td>563</td>\n",
       "      <td>Emmy</td>\n",
       "      <td>Morin</td>\n",
       "      <td>emorin@live.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>at582</td>\n",
       "      <td>1572</td>\n",
       "      <td>Armonda</td>\n",
       "      <td>Trani</td>\n",
       "      <td>atrani@live.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>id772</td>\n",
       "      <td>1911</td>\n",
       "      <td>Ilana</td>\n",
       "      <td>Duke</td>\n",
       "      <td>iduke@outlook.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>lw275</td>\n",
       "      <td>65</td>\n",
       "      <td>Leigha</td>\n",
       "      <td>Wright</td>\n",
       "      <td>lwright@live.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  backer_id  cf_id first_name last_name                  email\n",
       "0     av166    968     Angelo   Vincent      avincent@live.com\n",
       "1     ha127    563     Hubert    Arnold     harnold@yandex.com\n",
       "2     lg794     65      Loris    Goulet     lgoulet@yandex.com\n",
       "3     tb566    563    Teodora  Brunelli  tbrunelli@outlook.com\n",
       "4     lh506    563      Lexie      Hunt         lhunt@live.com\n",
       "5     lh382    563    Lambert     Huber        lhuber@live.com\n",
       "6     em444    563       Emmy     Morin        emorin@live.com\n",
       "7     at582   1572    Armonda     Trani        atrani@live.com\n",
       "8     id772   1911      Ilana      Duke      iduke@outlook.com\n",
       "9     lw275     65     Leigha    Wright       lwright@live.com"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reorder the columns\n",
    "backers_df_clean = backers_df_clean.iloc[:, [0, 1, 3, 4, 2]]\n",
    "backers_df_clean.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export the DataFrame as a CSV file using encoding='utf8'.\n",
    "backers_df_clean.to_csv(\"backers.csv\", encoding='utf8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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