Lab9.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8138013a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pymongo\n",
      "  Downloading pymongo-3.12.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (506 kB)\n",
      "\u001b[K     |████████████████████████████████| 506 kB 22.6 MB/s eta 0:00:01\n",
      "\u001b[?25hInstalling collected packages: pymongo\n",
      "Successfully installed pymongo-3.12.1\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 21.3.1 is available.\n",
      "You should consider upgrading via the '/home/ec2-user/anaconda3/envs/python3/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install pymongo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "493c4279",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pymongo[srv] in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (3.12.1)\n",
      "Collecting dnspython<3.0.0,>=1.16.0\n",
      "  Downloading dnspython-2.1.0-py3-none-any.whl (241 kB)\n",
      "\u001b[K     |████████████████████████████████| 241 kB 24.5 MB/s eta 0:00:01\n",
      "\u001b[?25hInstalling collected packages: dnspython\n",
      "Successfully installed dnspython-2.1.0\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 21.3.1 is available.\n",
      "You should consider upgrading via the '/home/ec2-user/anaconda3/envs/python3/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install pymongo[srv]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6e27a374",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: dnspython in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (2.1.0)\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 21.3.1 is available.\n",
      "You should consider upgrading via the '/home/ec2-user/anaconda3/envs/python3/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install dnspython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "264bd4bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tweepy\n",
      "  Downloading tweepy-4.3.0-py2.py3-none-any.whl (64 kB)\n",
      "\u001b[K     |████████████████████████████████| 64 kB 4.0 MB/s  eta 0:00:01\n",
      "\u001b[?25hCollecting requests-oauthlib<2,>=1.0.0\n",
      "  Downloading requests_oauthlib-1.3.0-py2.py3-none-any.whl (23 kB)\n",
      "Requirement already satisfied: requests<3,>=2.11.1 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from tweepy) (2.26.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from requests<3,>=2.11.1->tweepy) (2021.10.8)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from requests<3,>=2.11.1->tweepy) (3.3)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from requests<3,>=2.11.1->tweepy) (1.26.7)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from requests<3,>=2.11.1->tweepy) (2.0.7)\n",
      "Collecting oauthlib>=3.0.0\n",
      "  Downloading oauthlib-3.1.1-py2.py3-none-any.whl (146 kB)\n",
      "\u001b[K     |████████████████████████████████| 146 kB 72.9 MB/s eta 0:00:01\n",
      "\u001b[?25hInstalling collected packages: oauthlib, requests-oauthlib, tweepy\n",
      "Successfully installed oauthlib-3.1.1 requests-oauthlib-1.3.0 tweepy-4.3.0\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 21.3.1 is available.\n",
      "You should consider upgrading via the '/home/ec2-user/anaconda3/envs/python3/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install tweepy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "29d2ec4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting twitter\n",
      "  Downloading twitter-1.19.3-py2.py3-none-any.whl (50 kB)\n",
      "\u001b[K     |████████████████████████████████| 50 kB 7.6 MB/s  eta 0:00:01\n",
      "\u001b[?25hInstalling collected packages: twitter\n",
      "Successfully installed twitter-1.19.3\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 21.3.1 is available.\n",
      "You should consider upgrading via the '/home/ec2-user/anaconda3/envs/python3/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install twitter\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3811368",
   "metadata": {},
   "source": [
    "# Installed Python Libraries now import them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f852299e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymongo\n",
    "from pymongo import MongoClient\n",
    "import json\n",
    "import tweepy\n",
    "import twitter\n",
    "from pprint import pprint\n",
    "import configparser\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9989754d",
   "metadata": {},
   "source": [
    "# Load Authorization Information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5c7f9d65",
   "metadata": {},
   "outputs": [],
   "source": [
    "config = configparser.ConfigParser()\n",
    "config.read('config.ini')\n",
    "\n",
    "CONSUMER_KEY      = config['mytwitter']['api_key']\n",
    "CONSUMER_SECRET   = config['mytwitter']['api_secrete']\n",
    "OAUTH_TOKEN       = config['mytwitter']['access_token']\n",
    "OATH_TOKEN_SECRET = config['mytwitter']['access_secrete']\n",
    "\n",
    "mongod_connect = config['mymongo']['connection']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efcaf5ed",
   "metadata": {},
   "source": [
    "# Connect to MongoDB Cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c87bb6b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'id_1'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client = MongoClient(mongod_connect)\n",
    "db = client.lab9 # use or create a database named demo, we changed name from demo to lab 9\n",
    "tweet_collection = db.tweet_collection #use or create a collection named tweet_collection\n",
    "tweet_collection.create_index([(\"id\", pymongo.ASCENDING)],unique = True) # make sure the collected tweets are unique"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94cd61b2",
   "metadata": {},
   "source": [
    "# Use the Rest API to Collect Tweets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cd7c590",
   "metadata": {},
   "source": [
    "Authorization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d7cba18d",
   "metadata": {},
   "outputs": [],
   "source": [
    "rest_auth = twitter.oauth.OAuth(OAUTH_TOKEN,OATH_TOKEN_SECRET,CONSUMER_KEY,CONSUMER_SECRET)\n",
    "rest_api = twitter.Twitter(auth=rest_auth)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71ab7d06",
   "metadata": {},
   "source": [
    "Define query for rest API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "43c65e76",
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 100 #number of returned tweets, default and max is 100\n",
    "#geocode = \"38.4392897,-78.9412224,50mi\"  # comment out location\n",
    "q = \"covid19\"                               #define the keywords, tweets contain covid19"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b04d7a29",
   "metadata": {},
   "source": [
    "The retained tweets will contain election and be located in harrisonburg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "babc5117",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'Thu Nov 04 19:01:38 +0000 2021'\n",
      "'Thu Nov 04 19:01:37 +0000 2021'\n",
      "'Thu Nov 04 19:01:37 +0000 2021'\n",
      "'Thu Nov 04 19:01:37 +0000 2021'\n",
      "'Thu Nov 04 19:01:37 +0000 2021'\n",
      "'Thu Nov 04 19:01:37 +0000 2021'\n",
      "'Thu Nov 04 19:01:37 +0000 2021'\n",
      "'Thu Nov 04 19:01:36 +0000 2021'\n",
      "'Thu Nov 04 19:01:36 +0000 2021'\n",
      "'Thu Nov 04 19:01:34 +0000 2021'\n",
      "'Thu Nov 04 19:01:34 +0000 2021'\n",
      "'Thu Nov 04 19:01:34 +0000 2021'\n",
      "'Thu Nov 04 19:01:34 +0000 2021'\n",
      "'Thu Nov 04 19:01:33 +0000 2021'\n",
      "'Thu Nov 04 19:01:33 +0000 2021'\n",
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      "'Thu Nov 04 19:01:13 +0000 2021'\n",
      "'Thu Nov 04 19:01:13 +0000 2021'\n",
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      "'Thu Nov 04 19:01:12 +0000 2021'\n",
      "'Thu Nov 04 19:01:12 +0000 2021'\n",
      "'Thu Nov 04 19:01:12 +0000 2021'\n",
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      "'Thu Nov 04 19:01:08 +0000 2021'\n",
      "'Thu Nov 04 19:01:08 +0000 2021'\n",
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      "'Thu Nov 04 19:01:07 +0000 2021'\n",
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      "'Thu Nov 04 19:01:05 +0000 2021'\n",
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      "'Thu Nov 04 19:01:03 +0000 2021'\n",
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      "'Thu Nov 04 19:01:01 +0000 2021'\n",
      "'Thu Nov 04 19:01:01 +0000 2021'\n",
      "'Thu Nov 04 19:01:01 +0000 2021'\n",
      "'Thu Nov 04 19:01:01 +0000 2021'\n",
      "'Thu Nov 04 19:01:00 +0000 2021'\n",
      "'Thu Nov 04 19:01:00 +0000 2021'\n",
      "'Thu Nov 04 19:01:00 +0000 2021'\n",
      "'Thu Nov 04 19:00:59 +0000 2021'\n",
      "'Thu Nov 04 19:00:58 +0000 2021'\n",
      "'Thu Nov 04 19:00:58 +0000 2021'\n",
      "'Thu Nov 04 19:00:57 +0000 2021'\n"
     ]
    }
   ],
   "source": [
    "search_results = rest_api.search.tweets( count=count,q=q) #you can use both q and geocode BUT you don't have to\n",
    "statuses = search_results[\"statuses\"]\n",
    "since_id_new = statuses[-1]['id']\n",
    "for statuse in statuses:\n",
    "    try:\n",
    "        tweet_collection.insert_one(statuse)\n",
    "        pprint(statuse['created_at'])# print the date of the collected tweets\n",
    "    except:\n",
    "        pass\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fa3fdd6",
   "metadata": {},
   "source": [
    "Introduce the concept of time!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "189a5dfd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'Thu Nov 04 19:00:57 +0000 2021'\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'Thu Nov 04 18:56:49 +0000 2021'\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'Thu Nov 04 18:54:51 +0000 2021'\n",
      "'Thu Nov 04 18:54:51 +0000 2021'\n",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'Thu Nov 04 18:50:09 +0000 2021'\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'Thu Nov 04 18:45:46 +0000 2021'\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "'Thu Nov 04 18:43:42 +0000 2021'\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'Thu Nov 04 18:41:32 +0000 2021'\n",
      "'Thu Nov 04 18:41:31 +0000 2021'\n",
      "'Thu Nov 04 18:41:30 +0000 2021'\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'Thu Nov 04 18:39:24 +0000 2021'\n",
      "'Thu Nov 04 18:39:24 +0000 2021'\n",
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      "'Thu Nov 04 18:39:00 +0000 2021'\n",
      "'Thu Nov 04 18:38:59 +0000 2021'\n",
      "'Thu Nov 04 18:38:59 +0000 2021'\n",
      "'Thu Nov 04 18:38:58 +0000 2021'\n",
      "'Thu Nov 04 18:38:57 +0000 2021'\n",
      "'Thu Nov 04 18:38:57 +0000 2021'\n",
      "'Thu Nov 04 18:38:56 +0000 2021'\n",
      "'Thu Nov 04 18:38:56 +0000 2021'\n",
      "'Thu Nov 04 18:38:56 +0000 2021'\n",
      "'Thu Nov 04 18:38:56 +0000 2021'\n"
     ]
    },
    {
     "ename": "TwitterHTTPError",
     "evalue": "Twitter sent status 429 for URL: 1.1/search/tweets.json using parameters: (count=100&max_id=1456330134827458561&oauth_consumer_key=oern9t47fk6eAqylUEmg01AJF&oauth_nonce=11526291477429141908&oauth_signature_method=HMAC-SHA1&oauth_timestamp=1636053306&oauth_token=60388598-lBtzHrw6MEFRo23JxlTGeJf80D9FYkonpBgA1wlm3&oauth_version=1.0&q=covid19&oauth_signature=RYhF3x1ZKuMP71AfCyJbjWeEW5U%3D)\ndetails: {'errors': [{'message': 'Rate limit exceeded', 'code': 88}]}",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mHTTPError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/site-packages/twitter/api.py\u001b[0m in \u001b[0;36m_handle_response\u001b[0;34m(self, req, uri, arg_data, _timeout)\u001b[0m\n\u001b[1;32m    374\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'context'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcontext\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 375\u001b[0;31m             \u001b[0mhandle\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0murllib_request\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    376\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mheaders\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Content-Type'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'image/jpeg'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'image/png'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/urllib/request.py\u001b[0m in \u001b[0;36murlopen\u001b[0;34m(url, data, timeout, cafile, capath, cadefault, context)\u001b[0m\n\u001b[1;32m    222\u001b[0m         \u001b[0mopener\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_opener\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 223\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mopener\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    224\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/urllib/request.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, fullurl, data, timeout)\u001b[0m\n\u001b[1;32m    531\u001b[0m             \u001b[0mmeth\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprocessor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmeth_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 532\u001b[0;31m             \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmeth\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    533\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/urllib/request.py\u001b[0m in \u001b[0;36mhttp_response\u001b[0;34m(self, request, response)\u001b[0m\n\u001b[1;32m    641\u001b[0m             response = self.parent.error(\n\u001b[0;32m--> 642\u001b[0;31m                 'http', request, response, code, msg, hdrs)\n\u001b[0m\u001b[1;32m    643\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/urllib/request.py\u001b[0m in \u001b[0;36merror\u001b[0;34m(self, proto, *args)\u001b[0m\n\u001b[1;32m    569\u001b[0m             \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'default'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'http_error_default'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0morig_args\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 570\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_chain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    571\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/urllib/request.py\u001b[0m in \u001b[0;36m_call_chain\u001b[0;34m(self, chain, kind, meth_name, *args)\u001b[0m\n\u001b[1;32m    503\u001b[0m             \u001b[0mfunc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhandler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmeth_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 504\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    505\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/urllib/request.py\u001b[0m in \u001b[0;36mhttp_error_default\u001b[0;34m(self, req, fp, code, msg, hdrs)\u001b[0m\n\u001b[1;32m    649\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mhttp_error_default\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmsg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhdrs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 650\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mHTTPError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfull_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmsg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhdrs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    651\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mHTTPError\u001b[0m: HTTP Error 429: Too Many Requests",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mTwitterHTTPError\u001b[0m                          Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-12-336c215fde29>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0msince_id_old\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msince_id_new\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     search_results = rest_api.search.tweets( count=count,q=q,\n\u001b[0;32m----> 5\u001b[0;31m                         max_id= since_id_new)\n\u001b[0m\u001b[1;32m      6\u001b[0m     \u001b[0mstatuses\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msearch_results\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"statuses\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0msince_id_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstatuses\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/site-packages/twitter/api.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m    362\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_handle_response_with_retry\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muri\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_timeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    363\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 364\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_handle_response\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muri\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_timeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    365\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    366\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_handle_response\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muri\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_timeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/python3/lib/python3.6/site-packages/twitter/api.py\u001b[0m in \u001b[0;36m_handle_response\u001b[0;34m(self, req, uri, arg_data, _timeout)\u001b[0m\n\u001b[1;32m    404\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    405\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 406\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTwitterHTTPError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muri\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    407\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    408\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_handle_response_with_retry\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muri\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_timeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTwitterHTTPError\u001b[0m: Twitter sent status 429 for URL: 1.1/search/tweets.json using parameters: (count=100&max_id=1456330134827458561&oauth_consumer_key=oern9t47fk6eAqylUEmg01AJF&oauth_nonce=11526291477429141908&oauth_signature_method=HMAC-SHA1&oauth_timestamp=1636053306&oauth_token=60388598-lBtzHrw6MEFRo23JxlTGeJf80D9FYkonpBgA1wlm3&oauth_version=1.0&q=covid19&oauth_signature=RYhF3x1ZKuMP71AfCyJbjWeEW5U%3D)\ndetails: {'errors': [{'message': 'Rate limit exceeded', 'code': 88}]}"
     ]
    }
   ],
   "source": [
    "since_id_old = 0\n",
    "while(since_id_new != since_id_old):\n",
    "    since_id_old = since_id_new\n",
    "    search_results = rest_api.search.tweets( count=count,q=q,\n",
    "                        max_id= since_id_new)\n",
    "    statuses = search_results[\"statuses\"]\n",
    "    since_id_new = statuses[-1]['id']\n",
    "    for statuse in statuses:\n",
    "        try:\n",
    "            tweet_collection.insert_one(statuse)\n",
    "            pprint(statuse['created_at']) # print the date of the collected tweets\n",
    "        except:\n",
    "            pass\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5265be3",
   "metadata": {},
   "source": [
    "# View Collected Tweets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0beb6b72",
   "metadata": {},
   "source": [
    "Print number of tweets and unique twitter users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ea43b3a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2773\n",
      "2402\n"
     ]
    }
   ],
   "source": [
    "print(tweet_collection.estimated_document_count())# number of tweets collected\n",
    "\n",
    "user_cursor = tweet_collection.distinct(\"user.id\")\n",
    "print (len(user_cursor)) # number of unique Twitter users"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38a1705c",
   "metadata": {},
   "source": [
    "Create a text index and print the Tweets containing specific keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9848a120",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'text_index'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_collection.create_index([(\"text\", pymongo.TEXT)], name='text_index', default_language='english') # create a text index"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc8896f2",
   "metadata": {},
   "source": [
    "Create a cursor to query tweets with the created index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f44c5f43",
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_cursor = tweet_collection.find({\"$text\": {\"$search\": \"covid\"}}) # return tweets contain covid"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01bba0f3",
   "metadata": {},
   "source": [
    "Use pprint to display tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5e0d54e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      "name: CBS 58 News\n",
      "text: RT @DHSWI: Here is today's snapshot of COVID-19 in Wisconsin. Your best defense against the virus is the COVID-19 vaccine. Vaccines are ava…\n",
      "----\n",
      "name: Mrs.H. 💙 #MaskUp 😷\n",
      "text: RT @DHSWI: Here is today's snapshot of COVID-19 in Wisconsin. Your best defense against the virus is the COVID-19 vaccine. Vaccines are ava…\n",
      "----\n",
      "name: Dr. Rachel Roper\n",
      "text: We will have as much COVID as measles as soon as everyone gets vaccinated for COVID as much as they have gotten vac… https://t.co/BPTlZ4VMRR\n",
      "----\n",
      "name: WIDeptHealthServices\n",
      "text: Here is today's snapshot of COVID-19 in Wisconsin. Your best defense against the virus is the COVID-19 vaccine. Vac… https://t.co/PgDWIHqFlw\n",
      "----\n",
      "name: Gary McFarlane\n",
      "text: When are masks most useful? COVID cases offer hints - Participants exposed to someone with COVID-19 had lower odds… https://t.co/UO20lh7kMR\n",
      "----\n",
      "name: Proclaim Publishers\n",
      "text: @Merck 1) Low death rate for covid...\n",
      "\n",
      "2) masks \"work\" for covid...\n",
      "\n",
      "3) a vaccine that \"works\"  for those who want… https://t.co/At7yWwjrff\n",
      "----\n",
      "name: Nathan Joyner\n",
      "text: Daily US Covid Deaths by County For ME   2021-11-02:  Updated Covid insights from our data scientists and USAFacts… https://t.co/XPXFf423H4\n",
      "----\n",
      "name: Nathan Joyner\n",
      "text: Daily US Covid Deaths by County For ME   2021-11-02:  Updated Covid insights from our data scientists and USAFacts… https://t.co/h0TOf7OvKl\n",
      "----\n",
      "name: Nathan Joyner\n",
      "text: Daily US Covid Deaths by County For LA   2021-11-02:  Updated Covid insights from our data scientists and USAFacts… https://t.co/Uess37B5rS\n",
      "----\n",
      "name: Nathan Joyner\n",
      "text: Daily US Covid Deaths by County For MD   2021-11-02:  Updated Covid insights from our data scientists and USAFacts… https://t.co/RaDpzfPM57\n"
     ]
    }
   ],
   "source": [
    "for document in tweet_cursor[0:10]: # display the first 10 tweets from the query\n",
    "    try:\n",
    "        print ('----')\n",
    "#         pprint (document) # use pprint to print the entire tweet document\n",
    "   \n",
    "        print ('name:', document[\"user\"][\"name\"]) # user name\n",
    "        print ('text:', document[\"text\"])         # tweets\n",
    "    except:\n",
    "        print (\"***error in encoding\")\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1dc2c65b",
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_cursor = tweet_collection.find({\"$text\": {\"$search\": \"vaccine\"}}) # return tweets contain vote"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "956e6d0f",
   "metadata": {},
   "source": [
    "Use pandas to display the tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8420448f",
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>id</th>\n",
       "      <th>id_str</th>\n",
       "      <th>text</th>\n",
       "      <th>truncated</th>\n",
       "      <th>entities</th>\n",
       "      <th>metadata</th>\n",
       "      <th>source</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>...</th>\n",
       "      <th>favorited</th>\n",
       "      <th>retweeted</th>\n",
       "      <th>lang</th>\n",
       "      <th>retweeted_status</th>\n",
       "      <th>extended_entities</th>\n",
       "      <th>possibly_sensitive</th>\n",
       "      <th>quoted_status_id</th>\n",
       "      <th>quoted_status_id_str</th>\n",
       "      <th>quoted_status</th>\n",
       "      <th>withheld_in_countries</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6184310401acb4acc1ee278c</td>\n",
       "      <td>Thu Nov 04 19:00:34 +0000 2021</td>\n",
       "      <td>1456335582620160007</td>\n",
       "      <td>1456335582620160007</td>\n",
       "      <td>@_evelynrae Covid Vaccines are safe. Billions ...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [{'text': 'COVID19', 'indices': [...</td>\n",
       "      <td>{'iso_language_code': 'en', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>1.455821e+18</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6184311a01acb4acc1ee2bc4</td>\n",
       "      <td>Thu Nov 04 18:51:46 +0000 2021</td>\n",
       "      <td>1456333366693961731</td>\n",
       "      <td>1456333366693961731</td>\n",
       "      <td>RT @BernieSpofforth: BELGIUM - Says NO! To man...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'iso_language_code': 'en', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/android\" ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>{'created_at': 'Wed Nov 03 18:30:11 +0000 2021...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6184310a01acb4acc1ee28ae</td>\n",
       "      <td>Thu Nov 04 18:58:46 +0000 2021</td>\n",
       "      <td>1456335125734731778</td>\n",
       "      <td>1456335125734731778</td>\n",
       "      <td>RT @BernieSpofforth: BELGIUM - Says NO! To man...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'iso_language_code': 'en', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>{'created_at': 'Wed Nov 03 18:30:11 +0000 2021...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6184313a01acb4acc1ee31d5</td>\n",
       "      <td>Thu Nov 04 18:39:01 +0000 2021</td>\n",
       "      <td>1456330158986731520</td>\n",
       "      <td>1456330158986731520</td>\n",
       "      <td>RT @WHO: @DrTedros \"No more #COVID19 vaccines ...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [{'text': 'COVID19', 'indices': [...</td>\n",
       "      <td>{'iso_language_code': 'en', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>{'created_at': 'Thu Nov 04 15:50:18 +0000 2021...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6184313501acb4acc1ee30bb</td>\n",
       "      <td>Thu Nov 04 18:41:18 +0000 2021</td>\n",
       "      <td>1456330730674470921</td>\n",
       "      <td>1456330730674470921</td>\n",
       "      <td>#antivax #vaccine #covid19 #pandemic #vaccinat...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [{'text': 'antivax', 'indices': [...</td>\n",
       "      <td>{'iso_language_code': 'und', 'result_type': 'r...</td>\n",
       "      <td>&lt;a href=\"https://about.twitter.com/products/tw...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>und</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'media': [{'id': 1456330082155470851, 'id_str...</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6184311c01acb4acc1ee2c21</td>\n",
       "      <td>Thu Nov 04 18:50:59 +0000 2021</td>\n",
       "      <td>1456333170727587841</td>\n",
       "      <td>1456333170727587841</td>\n",
       "      <td>RT @EpochTimes: The #CDC altered the definitio...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [{'text': 'CDC', 'indices': [20, ...</td>\n",
       "      <td>{'iso_language_code': 'en', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>{'created_at': 'Thu Nov 04 17:10:00 +0000 2021...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6184311101acb4acc1ee29fe</td>\n",
       "      <td>Thu Nov 04 18:55:47 +0000 2021</td>\n",
       "      <td>1456334378292989964</td>\n",
       "      <td>1456334378292989964</td>\n",
       "      <td>@soledadobrien Question: \"Are you vaccinated a...</td>\n",
       "      <td>True</td>\n",
       "      <td>{'hashtags': [], 'symbols': [], 'user_mentions...</td>\n",
       "      <td>{'iso_language_code': 'en', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/android\" ...</td>\n",
       "      <td>1.456061e+18</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6184311701acb4acc1ee2b20</td>\n",
       "      <td>Thu Nov 04 18:53:14 +0000 2021</td>\n",
       "      <td>1456333733519372294</td>\n",
       "      <td>1456333733519372294</td>\n",
       "      <td>RT @Thompson_2017: MEP Christine ANDERSON spea...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [{'text': 'Covid19', 'indices': [...</td>\n",
       "      <td>{'iso_language_code': 'en', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/android\" ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>{'created_at': 'Thu Nov 04 17:58:27 +0000 2021...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>1.456173e+18</td>\n",
       "      <td>1456173087792189441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6184313901acb4acc1ee318d</td>\n",
       "      <td>Thu Nov 04 18:39:45 +0000 2021</td>\n",
       "      <td>1456330340117647367</td>\n",
       "      <td>1456330340117647367</td>\n",
       "      <td>RT @Pfizer_UK: As the world undergoes a vaccin...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [{'text': 'COVID19', 'indices': [...</td>\n",
       "      <td>{'iso_language_code': 'en', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>{'created_at': 'Fri Oct 22 10:30:57 +0000 2021...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6184311c01acb4acc1ee2c15</td>\n",
       "      <td>Thu Nov 04 18:51:05 +0000 2021</td>\n",
       "      <td>1456333193070747650</td>\n",
       "      <td>1456333193070747650</td>\n",
       "      <td>@MarieMarchi Pfizer demande d’espacer de 15 jo...</td>\n",
       "      <td>False</td>\n",
       "      <td>{'hashtags': [{'text': 'Vidal', 'indices': [68...</td>\n",
       "      <td>{'iso_language_code': 'fr', 'result_type': 're...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/download/iphone\" r...</td>\n",
       "      <td>1.456299e+18</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>fr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        _id                      created_at  \\\n",
       "0  6184310401acb4acc1ee278c  Thu Nov 04 19:00:34 +0000 2021   \n",
       "1  6184311a01acb4acc1ee2bc4  Thu Nov 04 18:51:46 +0000 2021   \n",
       "2  6184310a01acb4acc1ee28ae  Thu Nov 04 18:58:46 +0000 2021   \n",
       "3  6184313a01acb4acc1ee31d5  Thu Nov 04 18:39:01 +0000 2021   \n",
       "4  6184313501acb4acc1ee30bb  Thu Nov 04 18:41:18 +0000 2021   \n",
       "5  6184311c01acb4acc1ee2c21  Thu Nov 04 18:50:59 +0000 2021   \n",
       "6  6184311101acb4acc1ee29fe  Thu Nov 04 18:55:47 +0000 2021   \n",
       "7  6184311701acb4acc1ee2b20  Thu Nov 04 18:53:14 +0000 2021   \n",
       "8  6184313901acb4acc1ee318d  Thu Nov 04 18:39:45 +0000 2021   \n",
       "9  6184311c01acb4acc1ee2c15  Thu Nov 04 18:51:05 +0000 2021   \n",
       "\n",
       "                    id               id_str  \\\n",
       "0  1456335582620160007  1456335582620160007   \n",
       "1  1456333366693961731  1456333366693961731   \n",
       "2  1456335125734731778  1456335125734731778   \n",
       "3  1456330158986731520  1456330158986731520   \n",
       "4  1456330730674470921  1456330730674470921   \n",
       "5  1456333170727587841  1456333170727587841   \n",
       "6  1456334378292989964  1456334378292989964   \n",
       "7  1456333733519372294  1456333733519372294   \n",
       "8  1456330340117647367  1456330340117647367   \n",
       "9  1456333193070747650  1456333193070747650   \n",
       "\n",
       "                                                text  truncated  \\\n",
       "0  @_evelynrae Covid Vaccines are safe. Billions ...      False   \n",
       "1  RT @BernieSpofforth: BELGIUM - Says NO! To man...      False   \n",
       "2  RT @BernieSpofforth: BELGIUM - Says NO! To man...      False   \n",
       "3  RT @WHO: @DrTedros \"No more #COVID19 vaccines ...      False   \n",
       "4  #antivax #vaccine #covid19 #pandemic #vaccinat...      False   \n",
       "5  RT @EpochTimes: The #CDC altered the definitio...      False   \n",
       "6  @soledadobrien Question: \"Are you vaccinated a...       True   \n",
       "7  RT @Thompson_2017: MEP Christine ANDERSON spea...      False   \n",
       "8  RT @Pfizer_UK: As the world undergoes a vaccin...      False   \n",
       "9  @MarieMarchi Pfizer demande d’espacer de 15 jo...      False   \n",
       "\n",
       "                                            entities  \\\n",
       "0  {'hashtags': [{'text': 'COVID19', 'indices': [...   \n",
       "1  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "2  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "3  {'hashtags': [{'text': 'COVID19', 'indices': [...   \n",
       "4  {'hashtags': [{'text': 'antivax', 'indices': [...   \n",
       "5  {'hashtags': [{'text': 'CDC', 'indices': [20, ...   \n",
       "6  {'hashtags': [], 'symbols': [], 'user_mentions...   \n",
       "7  {'hashtags': [{'text': 'Covid19', 'indices': [...   \n",
       "8  {'hashtags': [{'text': 'COVID19', 'indices': [...   \n",
       "9  {'hashtags': [{'text': 'Vidal', 'indices': [68...   \n",
       "\n",
       "                                            metadata  \\\n",
       "0  {'iso_language_code': 'en', 'result_type': 're...   \n",
       "1  {'iso_language_code': 'en', 'result_type': 're...   \n",
       "2  {'iso_language_code': 'en', 'result_type': 're...   \n",
       "3  {'iso_language_code': 'en', 'result_type': 're...   \n",
       "4  {'iso_language_code': 'und', 'result_type': 'r...   \n",
       "5  {'iso_language_code': 'en', 'result_type': 're...   \n",
       "6  {'iso_language_code': 'en', 'result_type': 're...   \n",
       "7  {'iso_language_code': 'en', 'result_type': 're...   \n",
       "8  {'iso_language_code': 'en', 'result_type': 're...   \n",
       "9  {'iso_language_code': 'fr', 'result_type': 're...   \n",
       "\n",
       "                                              source  in_reply_to_status_id  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...           1.455821e+18   \n",
       "1  <a href=\"http://twitter.com/download/android\" ...                    NaN   \n",
       "2  <a href=\"http://twitter.com/download/iphone\" r...                    NaN   \n",
       "3  <a href=\"http://twitter.com/download/iphone\" r...                    NaN   \n",
       "4  <a href=\"https://about.twitter.com/products/tw...                    NaN   \n",
       "5  <a href=\"http://twitter.com/download/iphone\" r...                    NaN   \n",
       "6  <a href=\"http://twitter.com/download/android\" ...           1.456061e+18   \n",
       "7  <a href=\"http://twitter.com/download/android\" ...                    NaN   \n",
       "8  <a href=\"http://twitter.com/download/iphone\" r...                    NaN   \n",
       "9  <a href=\"http://twitter.com/download/iphone\" r...           1.456299e+18   \n",
       "\n",
       "   ... favorited  retweeted lang  \\\n",
       "0  ...     False      False   en   \n",
       "1  ...     False      False   en   \n",
       "2  ...     False      False   en   \n",
       "3  ...     False      False   en   \n",
       "4  ...     False      False  und   \n",
       "5  ...     False      False   en   \n",
       "6  ...     False      False   en   \n",
       "7  ...     False      False   en   \n",
       "8  ...     False      False   en   \n",
       "9  ...     False      False   fr   \n",
       "\n",
       "                                    retweeted_status  \\\n",
       "0                                                NaN   \n",
       "1  {'created_at': 'Wed Nov 03 18:30:11 +0000 2021...   \n",
       "2  {'created_at': 'Wed Nov 03 18:30:11 +0000 2021...   \n",
       "3  {'created_at': 'Thu Nov 04 15:50:18 +0000 2021...   \n",
       "4                                                NaN   \n",
       "5  {'created_at': 'Thu Nov 04 17:10:00 +0000 2021...   \n",
       "6                                                NaN   \n",
       "7  {'created_at': 'Thu Nov 04 17:58:27 +0000 2021...   \n",
       "8  {'created_at': 'Fri Oct 22 10:30:57 +0000 2021...   \n",
       "9                                                NaN   \n",
       "\n",
       "                                   extended_entities possibly_sensitive  \\\n",
       "0                                                NaN                NaN   \n",
       "1                                                NaN                NaN   \n",
       "2                                                NaN                NaN   \n",
       "3                                                NaN                NaN   \n",
       "4  {'media': [{'id': 1456330082155470851, 'id_str...              False   \n",
       "5                                                NaN                NaN   \n",
       "6                                                NaN                NaN   \n",
       "7                                                NaN              False   \n",
       "8                                                NaN                NaN   \n",
       "9                                                NaN                NaN   \n",
       "\n",
       "  quoted_status_id quoted_status_id_str quoted_status  withheld_in_countries  \n",
       "0              NaN                  NaN           NaN                    NaN  \n",
       "1              NaN                  NaN           NaN                    NaN  \n",
       "2              NaN                  NaN           NaN                    NaN  \n",
       "3              NaN                  NaN           NaN                    NaN  \n",
       "4              NaN                  NaN           NaN                    NaN  \n",
       "5              NaN                  NaN           NaN                    NaN  \n",
       "6              NaN                  NaN           NaN                    NaN  \n",
       "7     1.456173e+18  1456173087792189441           NaN                    NaN  \n",
       "8              NaN                  NaN           NaN                    NaN  \n",
       "9              NaN                  NaN           NaN                    NaN  \n",
       "\n",
       "[10 rows x 32 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_df = pd.DataFrame(list(tweet_cursor ))\n",
    "tweet_df[:10] #display the first 10 tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a8cd64bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tweet_df[\"favorite_count\"].hist() # create a histogram show the favorite count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ebd5afdc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "conda_python3",
   "language": "python",
   "name": "conda_python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}