Twitter API (528).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "37a82902",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3ccadc3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# (Copy the YAML file and Twitter keys over)\n",
    "import yaml\n",
    "from yaml.loader import SafeLoader\n",
    "from twitter import *\n",
    "\n",
    "# Import the YAML file \n",
    "twitter_creds = yaml.safe_load(open('API-keys.yaml', 'r').read())\n",
    "\n",
    "# Pass your twitter credentials.\n",
    "twitter_api = Twitter(auth=OAuth(twitter_creds['access_token'],\n",
    "                                 twitter_creds['access_token_secret'], \n",
    "                                 twitter_creds['api_key'],\n",
    "                                 twitter_creds['api_secret_key'] ))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5c1476df",
   "metadata": {},
   "outputs": [],
   "source": [
    "# check connection is ok\n",
    "print(twitter_api)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "982f4acf",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "467\n",
      "['Worldwide', 'Winnipeg', 'Ottawa', 'Quebec', 'Montreal', 'Toronto', 'Edmonton', 'Calgary', 'Vancouver', 'Birmingham']\n"
     ]
    }
   ],
   "source": [
    "# get world wide trends first\n",
    "trends_worldwide = twitter_api.trends.available()\n",
    "print(len(trends_worldwide))\n",
    "list_of_names = [_['name'] for _ in trends_worldwide]\n",
    "print(list_of_names[0:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "161ca0ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve the city in question and its woeid\n",
    "ny = [_ for _ in trends_worldwide if _['name'] == 'New York']\n",
    "lo = [_ for _ in trends_worldwide if _['name'] == 'London']\n",
    "\n",
    "ny_trends = twitter_api.trends.place(_id = ny[0]['woeid'])\n",
    "lo_trends = twitter_api.trends.place(_id = lo[0]['woeid'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8756084b",
   "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>name</th>\n",
       "      <th>url</th>\n",
       "      <th>promoted_content</th>\n",
       "      <th>query</th>\n",
       "      <th>tweet_volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>#MahsaAmini</td>\n",
       "      <td>http://twitter.com/search?q=%23MahsaAmini</td>\n",
       "      <td>None</td>\n",
       "      <td>%23MahsaAmini</td>\n",
       "      <td>733633.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Apple</td>\n",
       "      <td>http://twitter.com/search?q=Apple</td>\n",
       "      <td>None</td>\n",
       "      <td>Apple</td>\n",
       "      <td>459902.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Iranian</td>\n",
       "      <td>http://twitter.com/search?q=Iranian</td>\n",
       "      <td>None</td>\n",
       "      <td>Iranian</td>\n",
       "      <td>414310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>http://twitter.com/search?q=%22Puerto+Rico%22</td>\n",
       "      <td>None</td>\n",
       "      <td>%22Puerto+Rico%22</td>\n",
       "      <td>347961.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Hurricane Fiona</td>\n",
       "      <td>http://twitter.com/search?q=%22Hurricane+Fiona%22</td>\n",
       "      <td>None</td>\n",
       "      <td>%22Hurricane+Fiona%22</td>\n",
       "      <td>131547.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>CDMX</td>\n",
       "      <td>http://twitter.com/search?q=CDMX</td>\n",
       "      <td>None</td>\n",
       "      <td>CDMX</td>\n",
       "      <td>103160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Michoacán</td>\n",
       "      <td>http://twitter.com/search?q=Michoac%C3%A1n</td>\n",
       "      <td>None</td>\n",
       "      <td>Michoac%C3%A1n</td>\n",
       "      <td>100601.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name                                                url  \\\n",
       "7       #MahsaAmini          http://twitter.com/search?q=%23MahsaAmini   \n",
       "10            Apple                  http://twitter.com/search?q=Apple   \n",
       "9           Iranian                http://twitter.com/search?q=Iranian   \n",
       "20      Puerto Rico      http://twitter.com/search?q=%22Puerto+Rico%22   \n",
       "6   Hurricane Fiona  http://twitter.com/search?q=%22Hurricane+Fiona%22   \n",
       "39             CDMX                   http://twitter.com/search?q=CDMX   \n",
       "25        Michoacán         http://twitter.com/search?q=Michoac%C3%A1n   \n",
       "\n",
       "   promoted_content                  query  tweet_volume  \n",
       "7              None          %23MahsaAmini      733633.0  \n",
       "10             None                  Apple      459902.0  \n",
       "9              None                Iranian      414310.0  \n",
       "20             None      %22Puerto+Rico%22      347961.0  \n",
       "6              None  %22Hurricane+Fiona%22      131547.0  \n",
       "39             None                   CDMX      103160.0  \n",
       "25             None         Michoac%C3%A1n      100601.0  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# place in dataframes\n",
    "import pandas as pd\n",
    "\n",
    "ny_trends_pd = pd.DataFrame(ny_trends[0]['trends'])\n",
    "lo_trends_pd = pd.DataFrame(lo_trends[0]['trends'])\n",
    "\n",
    "ny_trends_50k = ny_trends_pd[ny_trends_pd['tweet_volume'] > 100000].sort_values('tweet_volume', ascending=False)\n",
    "lo_trends_50k = lo_trends_pd[ny_trends_pd['tweet_volume'] > 100000].sort_values('tweet_volume', ascending=False)\n",
    "ny_trends_50k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a0922f15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save to csv\n",
    "ny_trends_50k.to_csv('ny_trends_50k.csv')\n",
    "lo_trends_50k.to_csv('lo_trends_50k.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "877cf116",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['#RHOBH', '#thursdaymorning', '#VenmoMe', '#ThursdayThoughts', '#thursdayvibes', 'Snake Island', 'Daily Quordle 157', '$25 USD', 'Miles Bridges', 'Wordle 376 X', 'Happy Friday Eve', 'Good Thursday', 'Jon Voigt', 'Liz Cheney', 'NICKI EVE', 'Upper East Side', 'NATO', 'Joe Rogan', 'Jesus is Lord', 'LUMA', 'Pam Bondi', 'wooyoung', 'Richarlison', 'Tina', 'Emmett Till', 'Killing in the Name', 'Reagan Library', 'Sutton', 'Conte', 'Favre', 'Snowden', 'Diana', 'Kidney', 'Everton', 'Guatemala', 'Rage Against the Machine', 'Daily Wire', 'Cornell', 'Naylor', 'Cleaning', 'RATM', 'CERN', 'Tom Hiddleston', 'Staubach', 'Eucharist', 'NAACP', '#IOnlyAnswerMyPhoneWhen', '#SocialMediaDay', '#ThankfulThursday', '#thunderous']\n",
      "['Putin', 'Shrewsbury', '#thismorning', 'Pele', 'Glen', 'Tottenham', 'Congolese', 'Foreign Secretary', '#rcgpac', '#MethodistConf', '#Carriegate', 'Bernie Ecclestone', 'Richarlison', 'Snake Island', 'RIP Rocky', 'Spurs', 'Everton', 'Moyes', 'Danjuma', 'Size 9', 'Captain Tom', 'Natalie McGarry', 'Size 10', 'Lingard', 'Ronaldinho', 'Kane', 'Conte', 'iPads', 'Killing in the Name', 'Romero', 'Monkey Island', 'Perisic', 'Daily Quordle 157', 'Gavin Williamson', 'Meghan', 'Dennis', 'Arlene', \"O'Brien\", 'Crown Estate', 'Barbados', 'Joma', 'Tom Moore', 'Foreign Office', 'wooyoung', 'Buckingham Palace', 'Liz Truss', 'Formula 1', 'Tom Hiddleston', 'Lando']\n"
     ]
    }
   ],
   "source": [
    "# Find common topics.\n",
    "ny_trends_list = [trend['name'] for trend in ny_trends[0]['trends']]\n",
    "print(ny_trends_list)\n",
    "lo_trends_list =[trend['name'] for trend in lo_trends[0]['trends']]\n",
    "print(lo_trends_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3bc2e1f4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Daily Quordle 157', 'Killing in the Name', 'wooyoung', 'Everton', 'Tom Hiddleston', 'Conte', 'Richarlison', 'Snake Island'}\n"
     ]
    }
   ],
   "source": [
    "# are there any common ones?\n",
    "ny_trends_set = set(ny_trends_list)\n",
    "lo_trends_set = set(lo_trends_list)\n",
    "\n",
    "common_trends = ny_trends_set.intersection(lo_trends_set)\n",
    "\n",
    "print(common_trends)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a1a6f399",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    \"statuses\": [\n",
      "        {\n",
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      "            \"id_str\": \"1542496108487868418\",\n",
      "            \"text\": \"RT @Shealan: @umbrel new fan, who dis? #bitcoin #LightningNetwork https://t.co/k517BjKXki\",\n",
      "            \"truncated\": false,\n",
      "            \"entities\": {\n",
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      "                    {\n",
      "                        \"text\": \"bitcoin\",\n",
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      "                        \"media_url\": \"http://pbs.twimg.com/media/FWgFJRBaUAEjC2X.jpg\",\n",
      "                        \"media_url_https\": \"https://pbs.twimg.com/media/FWgFJRBaUAEjC2X.jpg\",\n",
      "                        \"url\": \"https://t.co/k517BjKXki\",\n",
      "                        \"display_url\": \"pic.twitter.com/k517BjKXki\",\n",
      "                        \"expanded_url\": \"https://twitter.com/Shealan/status/1542488539602239488/photo/1\",\n",
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      "                    }\n",
      "                ]\n",
      "            },\n",
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      "                        \"media_url_https\": \"https://pbs.twimg.com/media/FWgFJRBaUAEjC2X.jpg\",\n",
      "                        \"url\": \"https://t.co/k517BjKXki\",\n",
      "                        \"display_url\": \"pic.twitter.com/k517BjKXki\",\n",
      "                        \"expanded_url\": \"https://twitter.com/Shealan/status/1542488539602239488/photo/1\",\n",
      "                        \"type\": \"photo\",\n",
      "                        \"sizes\": {\n",
      "                            \"small\": {\n",
      "                                \"w\": 680,\n",
      "                                \"h\": 510,\n",
      "                                \"resize\": \"fit\"\n",
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      "                            \"thumb\": {\n",
      "                                \"w\": 150,\n",
      "                                \"h\": 150,\n",
      "                                \"resize\": \"crop\"\n",
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      "                                \"resize\": \"fit\"\n",
      "                            }\n",
      "                        },\n",
      "                        \"source_status_id\": 1542488539602239488,\n",
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      "                    }\n",
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      "            },\n",
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      "                \"id_str\": \"1212297404268994562\",\n",
      "                \"name\": \"Umbrel \\u2602\\ufe0f\",\n",
      "                \"screen_name\": \"umbrel\",\n",
      "                \"location\": \"raspberry pi\",\n",
      "                \"description\": \"A beautiful personal server OS for self-hosting. Run open-source apps like Nextcloud, Bitcoin/Lightning node, and more \\u2192 https://t.co/cx9ikTAelv\",\n",
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      "                \"friends_count\": 1,\n",
      "                \"listed_count\": 645,\n",
      "                \"created_at\": \"Wed Jan 01 09:00:05 +0000 2020\",\n",
      "                \"favourites_count\": 17640,\n",
      "                \"utc_offset\": null,\n",
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      "                \"geo_enabled\": false,\n",
      "                \"verified\": false,\n",
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      "                \"contributors_enabled\": false,\n",
      "                \"is_translator\": false,\n",
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      "                \"profile_background_color\": \"F5F8FA\",\n",
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      "                \"profile_background_image_url_https\": null,\n",
      "                \"profile_background_tile\": false,\n",
      "                \"profile_image_url\": \"http://pbs.twimg.com/profile_images/1491113151718256641/oLgvo9w7_normal.jpg\",\n",
      "                \"profile_image_url_https\": \"https://pbs.twimg.com/profile_images/1491113151718256641/oLgvo9w7_normal.jpg\",\n",
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      "                \"profile_link_color\": \"1DA1F2\",\n",
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      "                \"profile_text_color\": \"333333\",\n",
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      "                \"default_profile\": true,\n",
      "                \"default_profile_image\": false,\n",
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      "                \"follow_request_sent\": false,\n",
      "                \"notifications\": false,\n",
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      "                \"withheld_in_countries\": []\n",
      "            },\n",
      "            \"geo\": null,\n",
      "            \"coordinates\": null,\n",
      "            \"place\": null,\n",
      "            \"contributors\": null,\n",
      "            \"retweeted_status\": {\n",
      "                \"created_at\": \"Thu Jun 30 12:41:40 +0000 2022\",\n",
      "                \"id\": 1542488539602239488,\n",
      "                \"id_str\": \"1542488539602239488\",\n",
      "                \"text\": \"@umbrel new fan, who dis? #bitcoin #LightningNetwork https://t.co/k517BjKXki\",\n",
      "                \"truncated\": false,\n",
      "                \"entities\": {\n",
      "                    \"hashtags\": [\n",
      "                        {\n",
      "                            \"text\": \"bitcoin\",\n",
      "                            \"indices\": [\n",
      "                                26,\n",
      "                                34\n",
      "                            ]\n",
      "                        },\n",
      "                        {\n",
      "                            \"text\": \"LightningNetwork\",\n",
      "                            \"indices\": [\n",
      "                                35,\n",
      "                                52\n",
      "                            ]\n",
      "                        }\n",
      "                    ],\n",
      "                    \"symbols\": [],\n",
      "                    \"user_mentions\": [\n",
      "                        {\n",
      "                            \"screen_name\": \"umbrel\",\n",
      "                            \"name\": \"Umbrel \\u2602\\ufe0f\",\n",
      "                            \"id\": 1212297404268994562,\n",
      "                            \"id_str\": \"1212297404268994562\",\n",
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      "                                0,\n",
      "                                7\n",
      "                            ]\n",
      "                        }\n",
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      "            \"id_str\": \"1542496081854214144\",\n",
      "            \"text\": \"RT @nibiruverseio: Set up your alarm - Nibiruverse on Pinksale. \\n.\\nhttps://t.co/zceH8q6BCD\\nStart : July 1. 2022 - 15.00 UTC Until July 3. 2\\u2026\",\n",
      "            \"truncated\": false,\n",
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      "                        \"screen_name\": \"nibiruverseio\",\n",
      "                        \"name\": \"Nibiruverse Official\",\n",
      "                        \"id\": 1539715355269967872,\n",
      "                        \"id_str\": \"1539715355269967872\",\n",
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      "                            3,\n",
      "                            17\n",
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      "                        \"display_url\": \"pinksale.finance/launchpad/0xA5\\u2026\",\n",
      "                        \"indices\": [\n",
      "                            67,\n",
      "                            90\n",
      "                        ]\n",
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      "                ]\n",
      "            },\n",
      "            \"metadata\": {\n",
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      "                \"result_type\": \"recent\"\n",
      "            },\n",
      "            \"source\": \"<a href=\\\"https://mobile.twitter.com\\\" rel=\\\"nofollow\\\">Twitter Web App</a>\",\n",
      "            \"in_reply_to_status_id\": null,\n",
      "            \"in_reply_to_status_id_str\": null,\n",
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      "                \"id_str\": \"1366409170472210432\",\n",
      "                \"name\": \"\\ubbfc \\uaddc\\ud83d\\udcb0\\ud83d\\udcb0\\ud83d\\udcb0\\ud83d\\udcb0 \\u26a1 #BNBChain\",\n",
      "                \"screen_name\": \"Twinkle96991189\",\n",
      "                \"location\": \"\",\n",
      "                \"description\": \"YouTuber\\n#BNBChain\",\n",
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      "                \"created_at\": \"Mon Mar 01 15:25:18 +0000 2021\",\n",
      "                \"favourites_count\": 3188,\n",
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      "                \"geo_enabled\": false,\n",
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      "                \"statuses_count\": 9651,\n",
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      "                \"profile_background_color\": \"F5F8FA\",\n",
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      "                \"text\": \"Set up your alarm - Nibiruverse on Pinksale. \\n.\\nhttps://t.co/zceH8q6BCD\\nStart : July 1. 2022 - 15.00 UTC Until July\\u2026 https://t.co/2bSLE1JGQk\",\n",
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      "                            \"indices\": [\n",
      "                                48,\n",
      "                                71\n",
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      "                        {\n",
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      "                            \"expanded_url\": \"https://twitter.com/i/web/status/1542424631151173632\",\n",
      "                            \"display_url\": \"twitter.com/i/web/status/1\\u2026\",\n",
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      "                                117,\n",
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      "                    \"result_type\": \"recent\"\n",
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      "                    \"name\": \"Nibiruverse Official\",\n",
      "                    \"screen_name\": \"nibiruverseio\",\n",
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      "                    \"description\": \"Be the \\\"God of the God\\\" of Nibiru Verse.\",\n",
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      "                    \"geo_enabled\": false,\n",
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      "                    \"profile_background_image_url_https\": null,\n",
      "                    \"profile_background_tile\": false,\n",
      "                    \"profile_image_url\": \"http://pbs.twimg.com/profile_images/1542108611283144707/h6Dpz5nI_normal.jpg\",\n",
      "                    \"profile_image_url_https\": \"https://pbs.twimg.com/profile_images/1542108611283144707/h6Dpz5nI_normal.jpg\",\n",
      "                    \"profile_banner_url\": \"https://pbs.twimg.com/profile_banners/1539715355269967872/1656502306\",\n",
      "                    \"profile_link_color\": \"1DA1F2\",\n",
      "                    \"profile_sidebar_border_color\": \"C0DEED\",\n",
      "                    \"profile_sidebar_fill_color\": \"DDEEF6\",\n",
      "                    \"profile_text_color\": \"333333\",\n",
      "                    \"profile_use_background_image\": true,\n",
      "                    \"has_extended_profile\": true,\n",
      "                    \"default_profile\": true,\n",
      "                    \"default_profile_image\": false,\n",
      "                    \"following\": false,\n",
      "                    \"follow_request_sent\": false,\n",
      "                    \"notifications\": false,\n",
      "                    \"translator_type\": \"none\",\n",
      "                    \"withheld_in_countries\": []\n",
      "                },\n",
      "                \"geo\": null,\n",
      "                \"coordinates\": null,\n",
      "                \"place\": null,\n",
      "                \"contributors\": null,\n",
      "                \"is_quote_status\": false,\n",
      "                \"retweet_count\": 4016,\n",
      "                \"favorite_count\": 4487,\n",
      "                \"favorited\": false,\n",
      "                \"retweeted\": false,\n",
      "                \"possibly_sensitive\": false,\n",
      "                \"lang\": \"en\"\n",
      "            },\n",
      "            \"is_quote_status\": false,\n",
      "            \"retweet_count\": 4016,\n",
      "            \"favorite_count\": 0,\n",
      "            \"favorited\": false,\n",
      "            \"retweeted\": false,\n",
      "            \"possibly_sensitive\": false,\n",
      "            \"lang\": \"en\"\n",
      "        }\n",
      "    ],\n",
      "    \"search_metadata\": {\n",
      "        \"completed_in\": 0.129,\n",
      "        \"max_id\": 1542496108487868418,\n",
      "        \"max_id_str\": \"1542496108487868418\",\n",
      "        \"next_results\": \"?max_id=1542496081854214143&q=%23Bitcoin&include_entities=1\",\n",
      "        \"query\": \"%23Bitcoin\",\n",
      "        \"refresh_url\": \"?since_id=1542496108487868418&q=%23Bitcoin&include_entities=1\",\n",
      "        \"count\": 15,\n",
      "        \"since_id\": 0,\n",
      "        \"since_id_str\": \"0\"\n",
      "    }\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# search #Bitcoin\n",
    "\n",
    "bitcoin_tweets = twitter_api.search.tweets(q='#Bitcoin')\n",
    "\n",
    "# View the output.\n",
    "import json\n",
    "print(json.dumps(bitcoin_tweets, indent=4))\n"
   ]
  }
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