Crowdfunding_Practice_841.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd04d0ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the json module.\n",
    "import json\n",
    "# Assign the string data to a variable. \n",
    "data = \"{'contact_id': 4661, 'name': 'Cecilia Velasco', 'email': 'cecilia.velasco@rodrigues.fr'}\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1f130c04",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"contact_id\": 4661, \"name\": \"Cecilia Velasco\", \"email\": \"cecilia.velasco@rodrigues.fr\"}\n"
     ]
    }
   ],
   "source": [
    "data = data.replace(\"'\", '\"')\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d048709f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4661, 'Cecilia Velasco', 'cecilia.velasco@rodrigues.fr']\n"
     ]
    }
   ],
   "source": [
    "# Convert the string data to a dictionary.\n",
    "converted_data = json.loads(data)\n",
    "# Iterate through the dictionary (row) and get the values.\n",
    "row_values = [v for k, v in converted_data.items()]\n",
    "print(row_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "68d50f1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'contact_id': 4661, 'name': 'Cecilia Velasco', 'email': 'cecilia.velasco@rodrigues.fr'}\n"
     ]
    }
   ],
   "source": [
    "print(converted_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "567767ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['4661']\n"
     ]
    }
   ],
   "source": [
    "# To find all the four-digit numbers in string data\n",
    "# Import the regular expression module.\n",
    "import re\n",
    "# Assign the string data to a variable. \n",
    "string_data = \"contact_id 4661 name Cecilia Velasco email cecilia.velasco@rodrigues.fr\"\n",
    "# Extract the four digit number.\n",
    "contact_id = re.findall(r'(\\d{4})', string_data)\n",
    "print(contact_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d8ab169c",
   "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>contact_info</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>contact_id 4661 name Cecilia Velasco email cec...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>contact_id 3765 name Mariana Ellis email maria...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>contact_id 4187 name Sofie Woods email sofie.w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>contact_id 4941 name Jeanette Iannotti email j...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>contact_id 2199 name Samuel Sorgatz email samu...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        contact_info\n",
       "0  contact_id 4661 name Cecilia Velasco email cec...\n",
       "1  contact_id 3765 name Mariana Ellis email maria...\n",
       "2  contact_id 4187 name Sofie Woods email sofie.w...\n",
       "3  contact_id 4941 name Jeanette Iannotti email j...\n",
       "4  contact_id 2199 name Samuel Sorgatz email samu..."
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import the Pandas dependency\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "# Read the contacts string data into a Pandas DataFrame\n",
    "contacts_string_df = pd.read_csv(\"contacts_string_data.csv\")\n",
    "contacts_string_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0acce15e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract the four-digit contact ID number.\n",
    "contacts_string_df['contact_id'] = contacts_string_df['contact_info'].str.extract(r'(\\d{4})')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dd912d58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Cecilia Velasco', 'il cecilia']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract the first and last name after the word \"name\". \n",
    "name = re.findall(r'([^name\\s+][A-Za-z]+\\s+[A-Za-z]+)', string_data)\n",
    "name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d8cadf1f",
   "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>contact_info</th>\n",
       "      <th>contact_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>contact_id 4661 name Cecilia Velasco email cec...</td>\n",
       "      <td>4661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>contact_id 3765 name Mariana Ellis email maria...</td>\n",
       "      <td>3765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>contact_id 4187 name Sofie Woods email sofie.w...</td>\n",
       "      <td>4187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>contact_id 4941 name Jeanette Iannotti email j...</td>\n",
       "      <td>4941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>contact_id 2199 name Samuel Sorgatz email samu...</td>\n",
       "      <td>2199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>contact_id 3684 name Whitney Noack email whitn...</td>\n",
       "      <td>3684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>contact_id 5784 name Gelsomina Migliaccio emai...</td>\n",
       "      <td>5784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>contact_id 1498 name Evangelista Pereira email...</td>\n",
       "      <td>1498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>contact_id 6073 name Gareth Comolli email gare...</td>\n",
       "      <td>6073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>contact_id 4939 name Michelangelo Hess email m...</td>\n",
       "      <td>4939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          contact_info contact_id\n",
       "0    contact_id 4661 name Cecilia Velasco email cec...       4661\n",
       "1    contact_id 3765 name Mariana Ellis email maria...       3765\n",
       "2    contact_id 4187 name Sofie Woods email sofie.w...       4187\n",
       "3    contact_id 4941 name Jeanette Iannotti email j...       4941\n",
       "4    contact_id 2199 name Samuel Sorgatz email samu...       2199\n",
       "..                                                 ...        ...\n",
       "995  contact_id 3684 name Whitney Noack email whitn...       3684\n",
       "996  contact_id 5784 name Gelsomina Migliaccio emai...       5784\n",
       "997  contact_id 1498 name Evangelista Pereira email...       1498\n",
       "998  contact_id 6073 name Gareth Comolli email gare...       6073\n",
       "999  contact_id 4939 name Michelangelo Hess email m...       4939\n",
       "\n",
       "[1000 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract the four-digit contact ID number.\n",
    "contacts_string_df['contact_id'] = contacts_string_df['contact_info'].str.extract(r'(\\d{4})')\n",
    "contacts_string_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c63f642f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Cecilia Velasco']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract the first and last name after the word \"name\". \n",
    "name = re.findall(r'([^nameil\\s+][A-Za-z]+\\s+[A-Za-z]+)', string_data)\n",
    "name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b61d7a54",
   "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>contact_info</th>\n",
       "      <th>contact_id</th>\n",
       "      <th>contact_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>contact_id 4661 name Cecilia Velasco email cec...</td>\n",
       "      <td>4661</td>\n",
       "      <td>Cecilia Velasco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>contact_id 3765 name Mariana Ellis email maria...</td>\n",
       "      <td>3765</td>\n",
       "      <td>Mariana Ellis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>contact_id 4187 name Sofie Woods email sofie.w...</td>\n",
       "      <td>4187</td>\n",
       "      <td>Sofie Woods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>contact_id 4941 name Jeanette Iannotti email j...</td>\n",
       "      <td>4941</td>\n",
       "      <td>Jeanette Iannotti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>contact_id 2199 name Samuel Sorgatz email samu...</td>\n",
       "      <td>2199</td>\n",
       "      <td>Samuel Sorgatz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>contact_id 3684 name Whitney Noack email whitn...</td>\n",
       "      <td>3684</td>\n",
       "      <td>Whitney Noack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>contact_id 5784 name Gelsomina Migliaccio emai...</td>\n",
       "      <td>5784</td>\n",
       "      <td>Gelsomina Migliaccio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>contact_id 1498 name Evangelista Pereira email...</td>\n",
       "      <td>1498</td>\n",
       "      <td>Evangelista Pereira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>contact_id 6073 name Gareth Comolli email gare...</td>\n",
       "      <td>6073</td>\n",
       "      <td>Gareth Comolli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>contact_id 4939 name Michelangelo Hess email m...</td>\n",
       "      <td>4939</td>\n",
       "      <td>Michelangelo Hess</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          contact_info contact_id  \\\n",
       "0    contact_id 4661 name Cecilia Velasco email cec...       4661   \n",
       "1    contact_id 3765 name Mariana Ellis email maria...       3765   \n",
       "2    contact_id 4187 name Sofie Woods email sofie.w...       4187   \n",
       "3    contact_id 4941 name Jeanette Iannotti email j...       4941   \n",
       "4    contact_id 2199 name Samuel Sorgatz email samu...       2199   \n",
       "..                                                 ...        ...   \n",
       "995  contact_id 3684 name Whitney Noack email whitn...       3684   \n",
       "996  contact_id 5784 name Gelsomina Migliaccio emai...       5784   \n",
       "997  contact_id 1498 name Evangelista Pereira email...       1498   \n",
       "998  contact_id 6073 name Gareth Comolli email gare...       6073   \n",
       "999  contact_id 4939 name Michelangelo Hess email m...       4939   \n",
       "\n",
       "             contact_name  \n",
       "0         Cecilia Velasco  \n",
       "1           Mariana Ellis  \n",
       "2             Sofie Woods  \n",
       "3       Jeanette Iannotti  \n",
       "4          Samuel Sorgatz  \n",
       "..                    ...  \n",
       "995         Whitney Noack  \n",
       "996  Gelsomina Migliaccio  \n",
       "997   Evangelista Pereira  \n",
       "998        Gareth Comolli  \n",
       "999     Michelangelo Hess  \n",
       "\n",
       "[1000 rows x 3 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract the first and last name after the word \"name\". \n",
    "contacts_string_df['contact_name'] = contacts_string_df['contact_info'].str.extract(r'([^nameil\\s+][A-Za-z]+\\s+[A-Za-z]+)')\n",
    "contacts_string_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f8dc4325",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cecilia.velasco@rodrigues.fr']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract the email address using a regular expression pattern. \n",
    "email_address = re.findall(r'(\\S+@\\S+)', string_data)\n",
    "email_address"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3f7982a2",
   "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>contact_info</th>\n",
       "      <th>contact_id</th>\n",
       "      <th>contact_name</th>\n",
       "      <th>email_address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>contact_id 4661 name Cecilia Velasco email cec...</td>\n",
       "      <td>4661</td>\n",
       "      <td>Cecilia Velasco</td>\n",
       "      <td>cecilia.velasco@rodrigues.fr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>contact_id 3765 name Mariana Ellis email maria...</td>\n",
       "      <td>3765</td>\n",
       "      <td>Mariana Ellis</td>\n",
       "      <td>mariana.ellis@rossi.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>contact_id 4187 name Sofie Woods email sofie.w...</td>\n",
       "      <td>4187</td>\n",
       "      <td>Sofie Woods</td>\n",
       "      <td>sofie.woods@riviere.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>contact_id 4941 name Jeanette Iannotti email j...</td>\n",
       "      <td>4941</td>\n",
       "      <td>Jeanette Iannotti</td>\n",
       "      <td>jeanette.iannotti@yahoo.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>contact_id 2199 name Samuel Sorgatz email samu...</td>\n",
       "      <td>2199</td>\n",
       "      <td>Samuel Sorgatz</td>\n",
       "      <td>samuel.sorgatz@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>contact_id 3684 name Whitney Noack email whitn...</td>\n",
       "      <td>3684</td>\n",
       "      <td>Whitney Noack</td>\n",
       "      <td>whitney.noack@laboratorios.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>contact_id 5784 name Gelsomina Migliaccio emai...</td>\n",
       "      <td>5784</td>\n",
       "      <td>Gelsomina Migliaccio</td>\n",
       "      <td>gelsomina.migliaccio@junk.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>contact_id 1498 name Evangelista Pereira email...</td>\n",
       "      <td>1498</td>\n",
       "      <td>Evangelista Pereira</td>\n",
       "      <td>evangelista.pereira@thompson-peterson.biz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>contact_id 6073 name Gareth Comolli email gare...</td>\n",
       "      <td>6073</td>\n",
       "      <td>Gareth Comolli</td>\n",
       "      <td>gareth.comolli@tiscali.fr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>contact_id 4939 name Michelangelo Hess email m...</td>\n",
       "      <td>4939</td>\n",
       "      <td>Michelangelo Hess</td>\n",
       "      <td>michelangelo.hess@bouygtel.fr</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          contact_info contact_id  \\\n",
       "0    contact_id 4661 name Cecilia Velasco email cec...       4661   \n",
       "1    contact_id 3765 name Mariana Ellis email maria...       3765   \n",
       "2    contact_id 4187 name Sofie Woods email sofie.w...       4187   \n",
       "3    contact_id 4941 name Jeanette Iannotti email j...       4941   \n",
       "4    contact_id 2199 name Samuel Sorgatz email samu...       2199   \n",
       "..                                                 ...        ...   \n",
       "995  contact_id 3684 name Whitney Noack email whitn...       3684   \n",
       "996  contact_id 5784 name Gelsomina Migliaccio emai...       5784   \n",
       "997  contact_id 1498 name Evangelista Pereira email...       1498   \n",
       "998  contact_id 6073 name Gareth Comolli email gare...       6073   \n",
       "999  contact_id 4939 name Michelangelo Hess email m...       4939   \n",
       "\n",
       "             contact_name                              email_address  \n",
       "0         Cecilia Velasco               cecilia.velasco@rodrigues.fr  \n",
       "1           Mariana Ellis                    mariana.ellis@rossi.org  \n",
       "2             Sofie Woods                    sofie.woods@riviere.com  \n",
       "3       Jeanette Iannotti                jeanette.iannotti@yahoo.com  \n",
       "4          Samuel Sorgatz                   samuel.sorgatz@gmail.com  \n",
       "..                    ...                                        ...  \n",
       "995         Whitney Noack             whitney.noack@laboratorios.org  \n",
       "996  Gelsomina Migliaccio              gelsomina.migliaccio@junk.com  \n",
       "997   Evangelista Pereira  evangelista.pereira@thompson-peterson.biz  \n",
       "998        Gareth Comolli                  gareth.comolli@tiscali.fr  \n",
       "999     Michelangelo Hess              michelangelo.hess@bouygtel.fr  \n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contacts_string_df['email_address'] = contacts_string_df['contact_info'].str.extract(r'(\\S+@\\S+)')\n",
    "contacts_string_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8af7cfe",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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