Data_Collection.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "70d33a84",
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime as dt\n",
    "import pyarrow.feather as feather\n",
    "import json\n",
    "import pandas as pd\n",
    "import pprint\n",
    "import praw\n",
    "import requests\n",
    "from requests.exceptions import HTTPError\n",
    "\n",
    "from google.cloud import storage\n",
    "from psaw import PushshiftAPI\n",
    "\n",
    "# Display options\n",
    "pd.set_option('display.max_columns', 50)\n",
    "pd.set_option('max_colwidth', 400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "754170aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import client id and secret to use with PRAW\n",
    "with open(\"keys.json\", \"r\") as credentials:\n",
    "    data = json.load(credentials)\n",
    "    c_id = data[\"client_id\"]\n",
    "    c_secret = data[\"client_secret\"]\n",
    "    u = data[\"username\"]\n",
    "    p = data[\"password\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9476c4f5",
   "metadata": {},
   "source": [
    "# Initialise Google Cloud Storage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "252857b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Client created using default project: tonal-studio-322315\n",
      "Buckets in tonal-studio-322315:\n",
      "\t Bucket name: talk-bucket\n",
      "\t Bucket location: EUROPE-WEST2\n",
      "\t Bucket storage class: STANDARD\n"
     ]
    }
   ],
   "source": [
    "# Create a client\n",
    "client = storage.Client()\n",
    "print(\"Client created using default project: {}\".format(client.project))\n",
    "\n",
    "# List available buckets\n",
    "buckets = client.list_buckets()\n",
    "\n",
    "# List bucket metadata\n",
    "print(\"Buckets in {}:\".format(client.project))\n",
    "for bucket in buckets:\n",
    "    print(\"\\t Bucket name: {}\".format(bucket.name))\n",
    "    print(\"\\t Bucket location: {}\".format(bucket.location))\n",
    "    print(\"\\t Bucket storage class: {}\".format(bucket.storage_class))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "170e882b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set bucket for data storage\n",
    "bucket = client.get_bucket('talk-bucket')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cfb56c48",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Blobs in talk-bucket:\n",
      "Name: AgainstHateSubreddits\n",
      "\t ID: talk-bucket/AgainstHateSubreddits/1628511471991024\n",
      "\t Size: 6.14297 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/AgainstHateSubreddits\n",
      "\n",
      "\n",
      "Name: GenderCritical\n",
      "\t ID: talk-bucket/GenderCritical/1629192636392187\n",
      "\t Size: 18.061418 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/GenderCritical\n",
      "\n",
      "\n",
      "Name: MGTOW\n",
      "\t ID: talk-bucket/MGTOW/1629192130424207\n",
      "\t Size: 52.368258 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/MGTOW\n",
      "\n",
      "\n",
      "Name: MGTOW2\n",
      "\t ID: talk-bucket/MGTOW2/1629192252369299\n",
      "\t Size: 6.459137999999999 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/MGTOW2\n",
      "\n",
      "\n",
      "Name: The_Donald0\n",
      "\t ID: talk-bucket/The_Donald0/1629281818858464\n",
      "\t Size: 26.395754 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/The_Donald0\n",
      "\n",
      "\n",
      "Name: The_Donald01\n",
      "\t ID: talk-bucket/The_Donald01/1629311519997323\n",
      "\t Size: 56.810641999999994 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/The_Donald01\n",
      "\n",
      "\n",
      "Name: The_Donald1\n",
      "\t ID: talk-bucket/The_Donald1/1629291083374401\n",
      "\t Size: 89.875498 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/The_Donald1\n",
      "\n",
      "\n",
      "Name: The_Donald2\n",
      "\t ID: talk-bucket/The_Donald2/1629253332130867\n",
      "\t Size: 13.033593999999999 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/The_Donald2\n",
      "\n",
      "\n",
      "Name: all_tokens.rds\n",
      "\t ID: talk-bucket/all_tokens.rds/1629493408261880\n",
      "\t Size: 429.05605499999996 MB\n",
      "\t Content type: None\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/all_tokens.rds\n",
      "\n",
      "\n",
      "Name: altrightchristian\n",
      "\t ID: talk-bucket/altrightchristian/1629249103488400\n",
      "\t Size: 0.222522 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/altrightchristian\n",
      "\n",
      "\n",
      "Name: anarcho_capitalism\n",
      "\t ID: talk-bucket/anarcho_capitalism/1629245851189833\n",
      "\t Size: 8.21753 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/anarcho_capitalism\n",
      "\n",
      "\n",
      "Name: askaconservative\n",
      "\t ID: talk-bucket/askaconservative/1629243598340536\n",
      "\t Size: 2.9345459999999997 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/askaconservative\n",
      "\n",
      "\n",
      "Name: averageredditor\n",
      "\t ID: talk-bucket/averageredditor/1629246081228567\n",
      "\t Size: 1.4485299999999999 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/averageredditor\n",
      "\n",
      "\n",
      "Name: changemyview\n",
      "\t ID: talk-bucket/changemyview/1628510306468297\n",
      "\t Size: 33.30805 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/changemyview\n",
      "\n",
      "\n",
      "Name: chodi\n",
      "\t ID: talk-bucket/chodi/1629245142934991\n",
      "\t Size: 13.803505999999999 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/chodi\n",
      "\n",
      "\n",
      "Name: combined_preprocessed\n",
      "\t ID: talk-bucket/combined_preprocessed/1629384897979593\n",
      "\t Size: 639.5889139999999 MB\n",
      "\t Content type: None\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/combined_preprocessed\n",
      "\n",
      "\n",
      "Name: conservative\n",
      "\t ID: talk-bucket/conservative/1628773771956265\n",
      "\t Size: 46.896138 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/conservative\n",
      "\n",
      "\n",
      "Name: conspiracy\n",
      "\t ID: talk-bucket/conspiracy/1628778005856383\n",
      "\t Size: 113.08291399999999 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/conspiracy\n",
      "\n",
      "\n",
      "Name: cringeanarchy\n",
      "\t ID: talk-bucket/cringeanarchy/1629189330800044\n",
      "\t Size: 5.4534899999999995 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/cringeanarchy\n",
      "\n",
      "\n",
      "Name: donaldtrump\n",
      "\t ID: talk-bucket/donaldtrump/1629249012416734\n",
      "\t Size: 7.179442 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/donaldtrump\n",
      "\n",
      "\n",
      "Name: femaledatingstrategy\n",
      "\t ID: talk-bucket/femaledatingstrategy/1629246805830942\n",
      "\t Size: 15.801993999999999 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/femaledatingstrategy\n",
      "\n",
      "\n",
      "Name: metacanada\n",
      "\t ID: talk-bucket/metacanada/1628779825457071\n",
      "\t Size: 8.579089999999999 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/metacanada\n",
      "\n",
      "\n",
      "Name: milliondollarextreme\n",
      "\t ID: talk-bucket/milliondollarextreme/1629269670391383\n",
      "\t Size: 4.12041 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/milliondollarextreme\n",
      "\n",
      "\n",
      "Name: protectandserve\n",
      "\t ID: talk-bucket/protectandserve/1629248463741896\n",
      "\t Size: 6.189514 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/protectandserve\n",
      "\n",
      "\n",
      "Name: tucker_carlson\n",
      "\t ID: talk-bucket/tucker_carlson/1629243791876125\n",
      "\t Size: 2.257722 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/tucker_carlson\n",
      "\n",
      "\n",
      "Name: unpopularopinion\n",
      "\t ID: talk-bucket/unpopularopinion/1629243480227309\n",
      "\t Size: 285.429066 MB\n",
      "\t Content type: application/octet-stream\n",
      "\t Public URL: https://storage.googleapis.com/talk-bucket/unpopularopinion\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Check current data storage utilisation in bucket\n",
    "blobs = bucket.list_blobs()\n",
    "\n",
    "print(\"Blobs in {}:\".format(bucket.name))\n",
    "for item in blobs:\n",
    "    print(\"Name: \" + item.name)\n",
    "    print(\"\\t ID: {}\".format(item.id))\n",
    "    print(\"\\t Size: {} MB\".format(item.size*0.000001))\n",
    "    print(\"\\t Content type: {}\".format(item.content_type))\n",
    "    print(\"\\t Public URL: {}\".format(item.public_url))\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04943a40",
   "metadata": {},
   "source": [
    "# Data Collection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c08fa05",
   "metadata": {},
   "source": [
    "### Initialisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "96484712",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialise PRAW instance\n",
    "reddit = praw.Reddit(\n",
    "    client_id = c_id,\n",
    "    client_secret = c_secret,\n",
    "    user_agent = \"my user agent\",\n",
    "    username = u,\n",
    "    password = p,\n",
    ")\n",
    "\n",
    "# Initialise PSAW instance with PRAW \n",
    "api = PushshiftAPI(reddit)\n",
    "\n",
    "# Initialise PSAW instance without PRAW for banned subreddits\n",
    "api_banned = PushshiftAPI()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c21e206f",
   "metadata": {},
   "source": [
    "### Function for Data Collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ca3ef4a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set start and end dates for data retrieval\n",
    "start_epoch = int(dt.datetime(2018, 4, 1).timestamp())\n",
    "end_epoch = int(dt.datetime(2021, 4, 30).timestamp())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ff5e9361",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to retrieve and store a number of posts from a given subreddit\n",
    "def get_posts(subreddit, \n",
    "              start_epoch = start_epoch, \n",
    "              end_epoch = end_epoch, \n",
    "              num_posts = None, \n",
    "              banned = False, \n",
    "              name = None):\n",
    "    \n",
    "    try:\n",
    "        # Extract submissions via psaw and praw\n",
    "        if num_posts is None:\n",
    "        # Download all posts\n",
    "            if banned:\n",
    "                submissions = api_banned.search_submissions(subreddit = subreddit,\n",
    "                                                 after = start_epoch,\n",
    "                                                 before = end_epoch)\n",
    "            else:    \n",
    "                submissions = api.search_submissions(subreddit = subreddit,\n",
    "                                                 after = start_epoch,\n",
    "                                                 before = end_epoch)\n",
    "        \n",
    "        else:\n",
    "        # Download specified number of posts\n",
    "            if banned:\n",
    "                submissions = api_banned.search_submissions(subreddit = subreddit, \n",
    "                                             limit = num_posts, \n",
    "                                             after = start_epoch,\n",
    "                                             before = end_epoch)\n",
    "            \n",
    "            else:\n",
    "                submissions = api.search_submissions(subreddit = subreddit, \n",
    "                                             limit = num_posts, \n",
    "                                             after = start_epoch,\n",
    "                                             before = end_epoch)\n",
    "        \n",
    "        \n",
    "        # Convert downloaded data to a dataframe\n",
    "        if banned:\n",
    "            df = pd.DataFrame([obj.d_ for obj in submissions])\n",
    "            cleaned_df = df[['subreddit', \n",
    "                         'title', \n",
    "                         'selftext', \n",
    "                         'created_utc', \n",
    "                         'author',  \n",
    "                         'num_comments', \n",
    "                         'score', \n",
    "                         'url']]\n",
    "        else: \n",
    "            df = pd.DataFrame([vars(submission) for submission in submissions])\n",
    "             # Extract the required columns\n",
    "            cleaned_df = df[['subreddit', \n",
    "                         'title', \n",
    "                         'selftext', \n",
    "                         'created_utc', \n",
    "                         'author', \n",
    "                         'link_flair_text', \n",
    "                         'num_comments', \n",
    "                         'score', \n",
    "                         'upvote_ratio', \n",
    "                         'url']]\n",
    "        \n",
    "       \n",
    "        \n",
    "        # Convert dates to datetime\n",
    "        cleaned_df['created_utc'] = pd.to_datetime(cleaned_df['created_utc'], unit = 's')\n",
    "        \n",
    "        # Convert subreddit and author objects to string \n",
    "        cleaned_df['subreddit'] = cleaned_df['subreddit'].astype(str)\n",
    "        cleaned_df['author'] = cleaned_df['author'].astype(str)\n",
    "        \n",
    "        # Filter out removed and deleted posts\n",
    "        cleaned_df = cleaned_df[(cleaned_df['selftext'] != \"[removed]\") | (cleaned_df['selftext'] != \"[deleted]\" )]\n",
    "        \n",
    "        if name is None:\n",
    "            name = subreddit\n",
    "        \n",
    "        # Save as a feather - heh!\n",
    "        path = 'data/' + name\n",
    "        feather.write_feather(cleaned_df, path)\n",
    "        print(\"File saved locally\")\n",
    "        \n",
    "        # Save to storage bucket\n",
    "        blob_name = name\n",
    "        blob = bucket.blob(blob_name)\n",
    "        source_file_name = \"data/\" + blob_name\n",
    "        blob.upload_from_filename(source_file_name)\n",
    "        print(\"File uploaded to {}.\".format(bucket.name))\n",
    "        \n",
    "        return(cleaned_df)\n",
    "    \n",
    "    except Exception as e:\n",
    "        print('Error:', e)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "291a49b6",
   "metadata": {},
   "source": [
    "### Retrieve submissions for CMV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "61687216",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:36: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:39: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:40: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved locally\n",
      "File uploaded to dulshani_bucket.\n"
     ]
    },
    {
     "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>subreddit</th>\n",
       "      <th>title</th>\n",
       "      <th>selftext</th>\n",
       "      <th>created_utc</th>\n",
       "      <th>author</th>\n",
       "      <th>link_flair_text</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>score</th>\n",
       "      <th>upvote_ratio</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45877</th>\n",
       "      <td>changemyview</td>\n",
       "      <td>CMV: Mike Bloomberg's campaign is proof that the ultra wealthy in the US can afford a higher tax rate with no ill effect on them</td>\n",
       "      <td>Mike Bloomberg recently dropped out of the 2020 Presidential race after spending over $500 million dollars of his own money on his campaign. Even with this loss, he is still worth over $55 billion dollars.\\n\\n\\nI believe that this effortless spending on Bloombergs part showcases the reality that is wealth inequality between the ultra rich and working class. While I do not believe the rich shou...</td>\n",
       "      <td>2020-03-05 18:22:18</td>\n",
       "      <td>boss_454</td>\n",
       "      <td>Delta(s) from OP</td>\n",
       "      <td>3753</td>\n",
       "      <td>65396</td>\n",
       "      <td>0.84</td>\n",
       "      <td>https://www.reddit.com/r/changemyview/comments/fdziov/cmv_mike_bloombergs_campaign_is_proof_that_the/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30287</th>\n",
       "      <td>changemyview</td>\n",
       "      <td>CMV: Kanye West is a shill for president Trump and running to syphon off young voters from voting for Biden.</td>\n",
       "      <td>Kanye West is a shill for president Trump and running to syphon off young voters from voting for Biden. First, he may have an excentric take on reality but can't honestly believe that he has a chance of winning. Second, if he truly wanted to be president, he would have started his campaign last year when he still had a chance to get on state ballots. Third, he has been an avid defender of Trum...</td>\n",
       "      <td>2020-07-05 16:25:43</td>\n",
       "      <td>Psyworld</td>\n",
       "      <td>Delta(s) from OP</td>\n",
       "      <td>2080</td>\n",
       "      <td>54485</td>\n",
       "      <td>0.79</td>\n",
       "      <td>https://www.reddit.com/r/changemyview/comments/hlpd7d/cmv_kanye_west_is_a_shill_for_president_trump_and/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14962</th>\n",
       "      <td>changemyview</td>\n",
       "      <td>CMV: Every candidate for a federal position in the United States of America Government should take the same Civics test that immigrants need if they want to become citizens.</td>\n",
       "      <td>[removed]</td>\n",
       "      <td>2020-11-15 18:03:51</td>\n",
       "      <td>thehistoryuniversity</td>\n",
       "      <td>Removed - Submission Rule B</td>\n",
       "      <td>1165</td>\n",
       "      <td>49222</td>\n",
       "      <td>0.86</td>\n",
       "      <td>https://www.reddit.com/r/changemyview/comments/juq86c/cmv_every_candidate_for_a_federal_position_in_the/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>changemyview</td>\n",
       "      <td>CMV: Most Americans who oppose a national healthcare system would quickly change their tune once they benefited from it.</td>\n",
       "      <td>I used to think I was against a national healthcare system until after I got out of the army. Granted the VA isn't always great necessarily, but it feels *fantastic* to walk out of the hospital after an appointment without ever seeing a cash register when it would have cost me potentially thousands of dollars otherwise. It's something that I don't think just veterans should be able to experien...</td>\n",
       "      <td>2021-04-27 15:30:56</td>\n",
       "      <td>CrashRiot</td>\n",
       "      <td>Delta(s) from OP</td>\n",
       "      <td>6951</td>\n",
       "      <td>44820</td>\n",
       "      <td>0.81</td>\n",
       "      <td>https://www.reddit.com/r/changemyview/comments/mzr23d/cmv_most_americans_who_oppose_a_national/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21773</th>\n",
       "      <td>changemyview</td>\n",
       "      <td>CMV: Donald Trump has not made a single lasting positive impact on the USA during his term as president.</td>\n",
       "      <td>I write this because I am tired of the wild goose chase that is finding examples of his success. Anything surrounding Donald Trump is shrouded in divisive language and biased opinions. Liberals will have you believe he has done nothing, while conservatives will tout his unlimited success. I must be missing it, because any time I try to research into a topic I get lost in opinion and bias. \\n\\n...</td>\n",
       "      <td>2020-09-10 14:11:37</td>\n",
       "      <td>farm_sauce</td>\n",
       "      <td>Delta(s) from OP</td>\n",
       "      <td>5212</td>\n",
       "      <td>36281</td>\n",
       "      <td>0.74</td>\n",
       "      <td>https://www.reddit.com/r/changemyview/comments/iq41dt/cmv_donald_trump_has_not_made_a_single_lasting/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          subreddit  \\\n",
       "45877  changemyview   \n",
       "30287  changemyview   \n",
       "14962  changemyview   \n",
       "307    changemyview   \n",
       "21773  changemyview   \n",
       "\n",
       "                                                                                                                                                                               title  \\\n",
       "45877                                               CMV: Mike Bloomberg's campaign is proof that the ultra wealthy in the US can afford a higher tax rate with no ill effect on them   \n",
       "30287                                                                   CMV: Kanye West is a shill for president Trump and running to syphon off young voters from voting for Biden.   \n",
       "14962  CMV: Every candidate for a federal position in the United States of America Government should take the same Civics test that immigrants need if they want to become citizens.   \n",
       "307                                                         CMV: Most Americans who oppose a national healthcare system would quickly change their tune once they benefited from it.   \n",
       "21773                                                                       CMV: Donald Trump has not made a single lasting positive impact on the USA during his term as president.   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                              selftext  \\\n",
       "45877  Mike Bloomberg recently dropped out of the 2020 Presidential race after spending over $500 million dollars of his own money on his campaign. Even with this loss, he is still worth over $55 billion dollars.\\n\\n\\nI believe that this effortless spending on Bloombergs part showcases the reality that is wealth inequality between the ultra rich and working class. While I do not believe the rich shou...   \n",
       "30287  Kanye West is a shill for president Trump and running to syphon off young voters from voting for Biden. First, he may have an excentric take on reality but can't honestly believe that he has a chance of winning. Second, if he truly wanted to be president, he would have started his campaign last year when he still had a chance to get on state ballots. Third, he has been an avid defender of Trum...   \n",
       "14962                                                                                                                                                                                                                                                                                                                                                                                                        [removed]   \n",
       "307    I used to think I was against a national healthcare system until after I got out of the army. Granted the VA isn't always great necessarily, but it feels *fantastic* to walk out of the hospital after an appointment without ever seeing a cash register when it would have cost me potentially thousands of dollars otherwise. It's something that I don't think just veterans should be able to experien...   \n",
       "21773  I write this because I am tired of the wild goose chase that is finding examples of his success. Anything surrounding Donald Trump is shrouded in divisive language and biased opinions. Liberals will have you believe he has done nothing, while conservatives will tout his unlimited success. I must be missing it, because any time I try to research into a topic I get lost in opinion and bias. \\n\\n...   \n",
       "\n",
       "              created_utc                author              link_flair_text  \\\n",
       "45877 2020-03-05 18:22:18              boss_454             Delta(s) from OP   \n",
       "30287 2020-07-05 16:25:43              Psyworld             Delta(s) from OP   \n",
       "14962 2020-11-15 18:03:51  thehistoryuniversity  Removed - Submission Rule B   \n",
       "307   2021-04-27 15:30:56             CrashRiot             Delta(s) from OP   \n",
       "21773 2020-09-10 14:11:37            farm_sauce             Delta(s) from OP   \n",
       "\n",
       "       num_comments  score  upvote_ratio  \\\n",
       "45877          3753  65396          0.84   \n",
       "30287          2080  54485          0.79   \n",
       "14962          1165  49222          0.86   \n",
       "307            6951  44820          0.81   \n",
       "21773          5212  36281          0.74   \n",
       "\n",
       "                                                                                                            url  \n",
       "45877     https://www.reddit.com/r/changemyview/comments/fdziov/cmv_mike_bloombergs_campaign_is_proof_that_the/  \n",
       "30287  https://www.reddit.com/r/changemyview/comments/hlpd7d/cmv_kanye_west_is_a_shill_for_president_trump_and/  \n",
       "14962  https://www.reddit.com/r/changemyview/comments/juq86c/cmv_every_candidate_for_a_federal_position_in_the/  \n",
       "307             https://www.reddit.com/r/changemyview/comments/mzr23d/cmv_most_americans_who_oppose_a_national/  \n",
       "21773     https://www.reddit.com/r/changemyview/comments/iq41dt/cmv_donald_trump_has_not_made_a_single_lasting/  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get all posts for CMV in the given time period\n",
    "cmv_df = get_posts('changemyview', start_epoch, end_epoch).sort_values(by = 'score', ascending = False)\n",
    "cmv_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "592045b5",
   "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>num_comments</th>\n",
       "      <th>score</th>\n",
       "      <th>upvote_ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>107759.000000</td>\n",
       "      <td>107759.000000</td>\n",
       "      <td>107759.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>36.448733</td>\n",
       "      <td>74.884548</td>\n",
       "      <td>0.768652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>117.319998</td>\n",
       "      <td>782.396455</td>\n",
       "      <td>0.260082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.870000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>39.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7736.000000</td>\n",
       "      <td>65396.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        num_comments          score   upvote_ratio\n",
       "count  107759.000000  107759.000000  107759.000000\n",
       "mean       36.448733      74.884548       0.768652\n",
       "std       117.319998     782.396455       0.260082\n",
       "min         0.000000       0.000000       0.040000\n",
       "25%         0.000000       1.000000       0.550000\n",
       "50%         3.000000       1.000000       0.870000\n",
       "75%        39.000000       3.000000       1.000000\n",
       "max      7736.000000   65396.000000       1.000000"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cmv_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9653b9f7",
   "metadata": {},
   "source": [
    "### Retrieve submissions for Against Hate Subreddits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48478c67",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get all posts for CMV since inception to current date\n",
    "start_epoch_ahs = int(dt.datetime(2015, 6, 1).timestamp())\n",
    "end_epoch_ahs = int(dt.datetime(2021, 5, 31).timestamp())\n",
    "against_hate_df = get_posts('AgainstHateSubreddits', start_epoch_ahs, end_epoch_ahs)\n",
    "against_hate_df.describe()\n",
    "against_hate_df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81606294",
   "metadata": {},
   "source": [
    "### Retrieve submissions for Polarised Subreddits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ac46eeac",
   "metadata": {},
   "outputs": [],
   "source": [
    "subreddits = ['unpopularopinion', 'askaconservative', 'tucker_carlson', 'chodi', 'anarcho_capitalism', \n",
    "              'averageredditor', 'femaledatingstrategy']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26f3fd69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "unpopularopinion\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:252: UserWarning: Not all PushShift shards are active. Query results may be incomplete\n",
      "  warnings.warn(shards_down_message)\n",
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:192: UserWarning: Got non 200 code 429\n",
      "  warnings.warn(\"Got non 200 code %s\" % response.status_code)\n",
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:180: UserWarning: Unable to connect to pushshift.io. Retrying after backoff.\n",
      "  warnings.warn(\"Unable to connect to pushshift.io. Retrying after backoff.\")\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:65: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:68: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:69: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "askaconservative\n",
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "tucker_carlson\n",
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "chodi\n",
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "anarcho_capitalism\n",
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "averageredditor\n",
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "femaledatingstrategy\n",
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "protectandserve\n"
     ]
    }
   ],
   "source": [
    "# Retrieve submissions for subreddts\n",
    "for subreddit in subreddits:\n",
    "    print(subreddit)\n",
    "    get_posts(subreddit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b999dc22",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:252: UserWarning: Not all PushShift shards are active. Query results may be incomplete\n",
      "  warnings.warn(shards_down_message)\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:65: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:68: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:69: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved locally\n",
      "File uploaded to talk-bucket.\n"
     ]
    },
    {
     "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>subreddit</th>\n",
       "      <th>title</th>\n",
       "      <th>selftext</th>\n",
       "      <th>created_utc</th>\n",
       "      <th>author</th>\n",
       "      <th>link_flair_text</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>score</th>\n",
       "      <th>upvote_ratio</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>How to Support Officer Down Memorial Page For Free Through Amazon Prime (IOS App Instructions)</td>\n",
       "      <td></td>\n",
       "      <td>2021-04-29 23:09:49</td>\n",
       "      <td>VanillaCrash</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>https://www.reddit.com/gallery/n1gu5d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>1❤️=1🙏</td>\n",
       "      <td></td>\n",
       "      <td>2021-04-29 23:09:22</td>\n",
       "      <td>aetherconfab</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>https://i.redd.it/oshgo98g27w61.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>Today I found out that officer Anastasios Tsakos will be having his wake and funeral in my town.</td>\n",
       "      <td>[removed]</td>\n",
       "      <td>2021-04-29 21:56:55</td>\n",
       "      <td>None</td>\n",
       "      <td>Self Post</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>https://www.reddit.com/r/ProtectAndServe/comments/n1fbha/today_i_found_out_that_officer_anastasios_tsakos/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>Is this little guy a cat burglar?</td>\n",
       "      <td>[deleted]</td>\n",
       "      <td>2021-04-29 20:56:15</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>https://i.redd.it/i8uspcdbe6w61.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>Awesome photo of Counter-Terrorism in NYC.</td>\n",
       "      <td></td>\n",
       "      <td>2021-04-29 20:39:39</td>\n",
       "      <td>Ihateallcommies</td>\n",
       "      <td>None</td>\n",
       "      <td>44</td>\n",
       "      <td>681</td>\n",
       "      <td>0.92</td>\n",
       "      <td>https://i.redd.it/yrz8f3lqb6w61.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40288</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>Fort Lauderdale Cops Arrest Woman Who Testified In Police Brutality Case</td>\n",
       "      <td>[deleted]</td>\n",
       "      <td>2018-04-01 02:44:13</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>http://truthfight.com/fort-lauderdale-cops-take-revenge-woman-testified-police-brutality-case/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40289</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>Caliber question</td>\n",
       "      <td>Hey, I was just wondering what police departments restrict you to on firearms; i know that a lot will allow personal firearms to be carried, but do most departments have rules on what calibers they can be, and what ammunition can be used? Specifically wondering about the FN five seven.</td>\n",
       "      <td>2018-04-01 02:18:13</td>\n",
       "      <td>None</td>\n",
       "      <td>Self Post</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "      <td>0.78</td>\n",
       "      <td>https://www.reddit.com/r/ProtectAndServe/comments/88nmal/caliber_question/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40290</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>Bodycam footage of suspect pointing gun in officer's face</td>\n",
       "      <td></td>\n",
       "      <td>2018-04-01 01:31:09</td>\n",
       "      <td>futurecop1231</td>\n",
       "      <td>LMPD OIS</td>\n",
       "      <td>27</td>\n",
       "      <td>73</td>\n",
       "      <td>0.91</td>\n",
       "      <td>https://www.youtube.com/watch?time_continue=1&amp;v=PahOT8HNRyE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40291</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>Handy guide for SWAT signals.</td>\n",
       "      <td></td>\n",
       "      <td>2018-04-01 00:18:05</td>\n",
       "      <td>jphuffinstuff</td>\n",
       "      <td>MEME</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>0.97</td>\n",
       "      <td>https://i.redd.it/65y03xqiw6p01.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40292</th>\n",
       "      <td>ProtectAndServe</td>\n",
       "      <td>“Cops can arrest other cops”</td>\n",
       "      <td></td>\n",
       "      <td>2018-04-01 00:02:20</td>\n",
       "      <td>ArcPendragon</td>\n",
       "      <td>MEME</td>\n",
       "      <td>2</td>\n",
       "      <td>22</td>\n",
       "      <td>0.97</td>\n",
       "      <td>https://i.redd.it/y2g1syaeu6p01.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40293 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             subreddit  \\\n",
       "0      ProtectAndServe   \n",
       "1      ProtectAndServe   \n",
       "2      ProtectAndServe   \n",
       "3      ProtectAndServe   \n",
       "4      ProtectAndServe   \n",
       "...                ...   \n",
       "40288  ProtectAndServe   \n",
       "40289  ProtectAndServe   \n",
       "40290  ProtectAndServe   \n",
       "40291  ProtectAndServe   \n",
       "40292  ProtectAndServe   \n",
       "\n",
       "                                                                                                  title  \\\n",
       "0        How to Support Officer Down Memorial Page For Free Through Amazon Prime (IOS App Instructions)   \n",
       "1                                                                                                1❤️=1🙏   \n",
       "2      Today I found out that officer Anastasios Tsakos will be having his wake and funeral in my town.   \n",
       "3                                                                     Is this little guy a cat burglar?   \n",
       "4                                                            Awesome photo of Counter-Terrorism in NYC.   \n",
       "...                                                                                                 ...   \n",
       "40288                          Fort Lauderdale Cops Arrest Woman Who Testified In Police Brutality Case   \n",
       "40289                                                                                  Caliber question   \n",
       "40290                                         Bodycam footage of suspect pointing gun in officer's face   \n",
       "40291                                                                     Handy guide for SWAT signals.   \n",
       "40292                                                                      “Cops can arrest other cops”   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                             selftext  \\\n",
       "0                                                                                                                                                                                                                                                                                                       \n",
       "1                                                                                                                                                                                                                                                                                                       \n",
       "2                                                                                                                                                                                                                                                                                           [removed]   \n",
       "3                                                                                                                                                                                                                                                                                           [deleted]   \n",
       "4                                                                                                                                                                                                                                                                                                       \n",
       "...                                                                                                                                                                                                                                                                                               ...   \n",
       "40288                                                                                                                                                                                                                                                                                       [deleted]   \n",
       "40289  Hey, I was just wondering what police departments restrict you to on firearms; i know that a lot will allow personal firearms to be carried, but do most departments have rules on what calibers they can be, and what ammunition can be used? Specifically wondering about the FN five seven.   \n",
       "40290                                                                                                                                                                                                                                                                                                   \n",
       "40291                                                                                                                                                                                                                                                                                                   \n",
       "40292                                                                                                                                                                                                                                                                                                   \n",
       "\n",
       "              created_utc           author link_flair_text  num_comments  \\\n",
       "0     2021-04-29 23:09:49     VanillaCrash            None             0   \n",
       "1     2021-04-29 23:09:22     aetherconfab            None             4   \n",
       "2     2021-04-29 21:56:55             None       Self Post             1   \n",
       "3     2021-04-29 20:56:15             None            None             0   \n",
       "4     2021-04-29 20:39:39  Ihateallcommies            None            44   \n",
       "...                   ...              ...             ...           ...   \n",
       "40288 2018-04-01 02:44:13             None            None             0   \n",
       "40289 2018-04-01 02:18:13             None       Self Post            35   \n",
       "40290 2018-04-01 01:31:09    futurecop1231        LMPD OIS            27   \n",
       "40291 2018-04-01 00:18:05    jphuffinstuff            MEME             1   \n",
       "40292 2018-04-01 00:02:20     ArcPendragon            MEME             2   \n",
       "\n",
       "       score  upvote_ratio  \\\n",
       "0          1          1.00   \n",
       "1          1          1.00   \n",
       "2          1          1.00   \n",
       "3          1          1.00   \n",
       "4        681          0.92   \n",
       "...      ...           ...   \n",
       "40288      1          1.00   \n",
       "40289      5          0.78   \n",
       "40290     73          0.91   \n",
       "40291     67          0.97   \n",
       "40292     22          0.97   \n",
       "\n",
       "                                                                                                              url  \n",
       "0                                                                           https://www.reddit.com/gallery/n1gu5d  \n",
       "1                                                                             https://i.redd.it/oshgo98g27w61.jpg  \n",
       "2      https://www.reddit.com/r/ProtectAndServe/comments/n1fbha/today_i_found_out_that_officer_anastasios_tsakos/  \n",
       "3                                                                             https://i.redd.it/i8uspcdbe6w61.png  \n",
       "4                                                                             https://i.redd.it/yrz8f3lqb6w61.jpg  \n",
       "...                                                                                                           ...  \n",
       "40288              http://truthfight.com/fort-lauderdale-cops-take-revenge-woman-testified-police-brutality-case/  \n",
       "40289                                  https://www.reddit.com/r/ProtectAndServe/comments/88nmal/caliber_question/  \n",
       "40290                                                 https://www.youtube.com/watch?time_continue=1&v=PahOT8HNRyE  \n",
       "40291                                                                         https://i.redd.it/65y03xqiw6p01.jpg  \n",
       "40292                                                                         https://i.redd.it/y2g1syaeu6p01.jpg  \n",
       "\n",
       "[40293 rows x 10 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_posts('protectandserve')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "51428a61",
   "metadata": {},
   "outputs": [],
   "source": [
    "# List of required banned subreddits\n",
    "banned_subreddits = ['uncensorednews', 'altright', 'Incels', 'MGTOW', 'MGTOW2', 'GenderCritical', \n",
    "                     'Physical_Removal']\n",
    "banned_subreddits2 = ['donaldtrump', 'altrightchristian']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8f2a2349",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "donaldtrump\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:252: UserWarning: Not all PushShift shards are active. Query results may be incomplete\n",
      "  warnings.warn(shards_down_message)\n",
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:192: UserWarning: Got non 200 code 429\n",
      "  warnings.warn(\"Got non 200 code %s\" % response.status_code)\n",
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:180: UserWarning: Unable to connect to pushshift.io. Retrying after backoff.\n",
      "  warnings.warn(\"Unable to connect to pushshift.io. Retrying after backoff.\")\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:65: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:68: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:69: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "milliondollarextreme\n",
      "Error: (\"Connection broken: ConnectionResetError(104, 'Connection reset by peer')\", ConnectionResetError(104, 'Connection reset by peer'))\n",
      "altrightchristian\n",
      "File saved locally\n",
      "File uploaded to talk-bucket.\n"
     ]
    }
   ],
   "source": [
    "# Retrieve submissions for banned subreddts\n",
    "for subreddit in banned_subreddits2:\n",
    "    print(subreddit)\n",
    "    get_posts(subreddit, banned = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "859630d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:65: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:68: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:69: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved locally\n",
      "File uploaded to talk-bucket.\n"
     ]
    },
    {
     "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>subreddit</th>\n",
       "      <th>title</th>\n",
       "      <th>selftext</th>\n",
       "      <th>created_utc</th>\n",
       "      <th>author</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>score</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>boomoopoo, you fucking snake! You've single-handedly ruined my chances with the hottest girls on the net! Those were MY good boy points you FUCK!!! Everyone else be warned: not all of us are brothers here.</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-10 19:57:01</td>\n",
       "      <td>mild_child</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>https://i.redd.it/mltzkscxugl11.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>Take back the fatherland from (((Heinz)))</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-10 19:54:41</td>\n",
       "      <td>trousersnakearmy</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.youtube.com/watch?v=uAO__9n0v40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>I love (most of) you guys</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-10 19:53:34</td>\n",
       "      <td>bigmactv</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.reddit.com/r/milliondollarextreme/comments/9eqgu1/i_love_most_of_you_guys/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>Happy Rosh Hashanah Everyone!</td>\n",
       "      <td>[removed]</td>\n",
       "      <td>2018-09-10 19:49:54</td>\n",
       "      <td>ThotSlayer9000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.reddit.com/r/milliondollarextreme/comments/9eqfmr/happy_rosh_hashanah_everyone/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>Haha, hey guys, SO WE LOOKED AT THE DATA, anyway PayPal me. :3</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-10 19:36:40</td>\n",
       "      <td>amoonuponastick</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>https://i.redd.it/3a4cpazkrgl11.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30715</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>Average MDE poster</td>\n",
       "      <td></td>\n",
       "      <td>2018-04-01 00:42:45</td>\n",
       "      <td>vendettaaff-</td>\n",
       "      <td>33</td>\n",
       "      <td>139</td>\n",
       "      <td>https://i.redd.it/krzgrt4l17p01.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30716</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>He's like a black Jew</td>\n",
       "      <td></td>\n",
       "      <td>2018-04-01 00:35:24</td>\n",
       "      <td>startselect3</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>https://i.redd.it/7289nor607p01.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30717</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>This will be Sam in like 2-3 years</td>\n",
       "      <td></td>\n",
       "      <td>2018-04-01 00:35:14</td>\n",
       "      <td>a2b2c2d2</td>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>https://www.youtube.com/watch?v=zR_7vWKlu6Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30718</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>am i right my fellow shekelmeisters?</td>\n",
       "      <td></td>\n",
       "      <td>2018-04-01 00:09:54</td>\n",
       "      <td>Agrianian_Javelineer</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>https://i.imgur.com/ZscQI18.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30719</th>\n",
       "      <td>milliondollarextreme</td>\n",
       "      <td>Bigfoot is real and why you should be scared.</td>\n",
       "      <td>I want do my best to spread cryptid awareness in the *community* and let me start off by telling you about the potential dangers a potential bigfoot encounter could potentially entail.\\n\\nI can talk about these things with some authority as I am a registered member of the 'squatch hunting *community*. To be frank real bigfoot hunters won't ever call a bigfoot a 'squatch, that's just make belie...</td>\n",
       "      <td>2018-04-01 00:07:34</td>\n",
       "      <td>MiamiConnection</td>\n",
       "      <td>10</td>\n",
       "      <td>35</td>\n",
       "      <td>https://www.reddit.com/r/milliondollarextreme/comments/88mul9/bigfoot_is_real_and_why_you_should_be_scared/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30720 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  subreddit  \\\n",
       "0      milliondollarextreme   \n",
       "1      milliondollarextreme   \n",
       "2      milliondollarextreme   \n",
       "3      milliondollarextreme   \n",
       "4      milliondollarextreme   \n",
       "...                     ...   \n",
       "30715  milliondollarextreme   \n",
       "30716  milliondollarextreme   \n",
       "30717  milliondollarextreme   \n",
       "30718  milliondollarextreme   \n",
       "30719  milliondollarextreme   \n",
       "\n",
       "                                                                                                                                                                                                               title  \\\n",
       "0      boomoopoo, you fucking snake! You've single-handedly ruined my chances with the hottest girls on the net! Those were MY good boy points you FUCK!!! Everyone else be warned: not all of us are brothers here.   \n",
       "1                                                                                                                                                                          Take back the fatherland from (((Heinz)))   \n",
       "2                                                                                                                                                                                          I love (most of) you guys   \n",
       "3                                                                                                                                                                                      Happy Rosh Hashanah Everyone!   \n",
       "4                                                                                                                                                     Haha, hey guys, SO WE LOOKED AT THE DATA, anyway PayPal me. :3   \n",
       "...                                                                                                                                                                                                              ...   \n",
       "30715                                                                                                                                                                                             Average MDE poster   \n",
       "30716                                                                                                                                                                                          He's like a black Jew   \n",
       "30717                                                                                                                                                                             This will be Sam in like 2-3 years   \n",
       "30718                                                                                                                                                                           am i right my fellow shekelmeisters?   \n",
       "30719                                                                                                                                                                  Bigfoot is real and why you should be scared.   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                              selftext  \\\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                            [removed]   \n",
       "4                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
       "...                                                                                                                                                                                                                                                                                                                                                                                                                ...   \n",
       "30715                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
       "30716                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
       "30717                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
       "30718                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
       "30719  I want do my best to spread cryptid awareness in the *community* and let me start off by telling you about the potential dangers a potential bigfoot encounter could potentially entail.\\n\\nI can talk about these things with some authority as I am a registered member of the 'squatch hunting *community*. To be frank real bigfoot hunters won't ever call a bigfoot a 'squatch, that's just make belie...   \n",
       "\n",
       "              created_utc                author  num_comments  score  \\\n",
       "0     2018-09-10 19:57:01            mild_child             1      1   \n",
       "1     2018-09-10 19:54:41      trousersnakearmy             0      1   \n",
       "2     2018-09-10 19:53:34              bigmactv             0      1   \n",
       "3     2018-09-10 19:49:54        ThotSlayer9000             0      1   \n",
       "4     2018-09-10 19:36:40       amoonuponastick             6      1   \n",
       "...                   ...                   ...           ...    ...   \n",
       "30715 2018-04-01 00:42:45          vendettaaff-            33    139   \n",
       "30716 2018-04-01 00:35:24          startselect3            20     43   \n",
       "30717 2018-04-01 00:35:14              a2b2c2d2             2     32   \n",
       "30718 2018-04-01 00:09:54  Agrianian_Javelineer             0      1   \n",
       "30719 2018-04-01 00:07:34       MiamiConnection            10     35   \n",
       "\n",
       "                                                                                                               url  \n",
       "0                                                                              https://i.redd.it/mltzkscxugl11.png  \n",
       "1                                                                      https://www.youtube.com/watch?v=uAO__9n0v40  \n",
       "2                           https://www.reddit.com/r/milliondollarextreme/comments/9eqgu1/i_love_most_of_you_guys/  \n",
       "3                      https://www.reddit.com/r/milliondollarextreme/comments/9eqfmr/happy_rosh_hashanah_everyone/  \n",
       "4                                                                              https://i.redd.it/3a4cpazkrgl11.jpg  \n",
       "...                                                                                                            ...  \n",
       "30715                                                                          https://i.redd.it/krzgrt4l17p01.png  \n",
       "30716                                                                          https://i.redd.it/7289nor607p01.jpg  \n",
       "30717                                                                  https://www.youtube.com/watch?v=zR_7vWKlu6Q  \n",
       "30718                                                                              https://i.imgur.com/ZscQI18.png  \n",
       "30719  https://www.reddit.com/r/milliondollarextreme/comments/88mul9/bigfoot_is_real_and_why_you_should_be_scared/  \n",
       "\n",
       "[30720 rows x 8 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_posts('milliondollarextreme', banned = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b81d503d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Phase 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:252: UserWarning: Not all PushShift shards are active. Query results may be incomplete\n",
      "  warnings.warn(shards_down_message)\n",
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:192: UserWarning: Got non 200 code 429\n",
      "  warnings.warn(\"Got non 200 code %s\" % response.status_code)\n",
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:180: UserWarning: Unable to connect to pushshift.io. Retrying after backoff.\n",
      "  warnings.warn(\"Unable to connect to pushshift.io. Retrying after backoff.\")\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:65: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:68: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:69: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved locally\n",
      "File uploaded to talk-bucket.\n",
      "Phase 1-2\n",
      "Error: (\"Connection broken: ConnectionResetError(104, 'Connection reset by peer')\", ConnectionResetError(104, 'Connection reset by peer'))\n",
      "Phase 2\n",
      "File saved locally\n",
      "File uploaded to talk-bucket.\n"
     ]
    }
   ],
   "source": [
    "# The Donald: download requires to be in several phases due to large volume of data\n",
    "\n",
    "# Set start and end dates for data retrieval\n",
    "print('Phase 1')\n",
    "start_epoch_donald = int(dt.datetime(2018, 4, 1).timestamp())\n",
    "end_epoch_donald = int(dt.datetime(2018, 6, 30).timestamp())\n",
    "d1 = get_posts('The_Donald', start_epoch_donald, end_epoch_donald, banned = True, name = 'The_Donald0')\n",
    "\n",
    "print('Phase 2')\n",
    "start_epoch_donald2 = int(dt.datetime(2019, 1, 1).timestamp())\n",
    "end_epoch_donald2 = int(dt.datetime(2019, 12, 31).timestamp())\n",
    "d2 = get_posts('The_Donald', start_epoch_donald2, end_epoch_donald2, banned = True, name = 'The_Donald1')\n",
    "\n",
    "#print('Phase 3')\n",
    "#start_epoch_donald3 = int(dt.datetime(2020, 1, 1).timestamp())\n",
    "#end_epoch_donald3 = int(dt.datetime(2021, 5, 31).timestamp())\n",
    "#d3 = get_posts('The_Donald', start_epoch_donald3, end_epoch_donald3, banned = True, name = 'The_Donald2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "daf6785f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Phase 1-2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:252: UserWarning: Not all PushShift shards are active. Query results may be incomplete\n",
      "  warnings.warn(shards_down_message)\n",
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:192: UserWarning: Got non 200 code 429\n",
      "  warnings.warn(\"Got non 200 code %s\" % response.status_code)\n",
      "/opt/conda/lib/python3.7/site-packages/psaw/PushshiftAPI.py:180: UserWarning: Unable to connect to pushshift.io. Retrying after backoff.\n",
      "  warnings.warn(\"Unable to connect to pushshift.io. Retrying after backoff.\")\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:65: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:68: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:69: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved locally\n",
      "File uploaded to talk-bucket.\n"
     ]
    }
   ],
   "source": [
    "print('Phase 1-2')\n",
    "start_epoch_donald01 = int(dt.datetime(2018, 7, 1).timestamp())\n",
    "end_epoch_donald01 = int(dt.datetime(2018, 12, 31).timestamp())\n",
    "d12 = get_posts('The_Donald', start_epoch_donald01, end_epoch_donald01, banned = True, name = 'The_Donald01')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6050eba",
   "metadata": {},
   "source": [
    "# Retrieve User Details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3d6a0af3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d75091a7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb72c8d7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2bcf80bc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4971734b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "302a8db7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "6e494745",
   "metadata": {},
   "source": [
    "### Utility Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4bd38120",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['subreddit', 'title', 'selftext', 'created_utc', 'author', 'link_flair_text', 'num_comments', 'score', 'url']\n"
     ]
    }
   ],
   "source": [
    "print(df.columns.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3110d700",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame([ vars(post) for post in reddit.subreddit(\"AgainstHateSubreddits\").top(\"year\", limit=10)])\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c7acc27",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Experimenting with the Pushshift API\n",
    "# https://github.com/dmarx/psaw/issues/78\n",
    "api = PushshiftAPI()\n",
    "gen = api.search_submissions(**{\"subreddit\": \"the_donald\", \"selftext:not\": \"[removed]|[deleted]\",\n",
    "                               \"filter\": \"['title', 'selftext', 'created_utc', 'author', 'link_flair_text', 'num_comments', 'score', 'upvote_ratio', 'url']\"\n",
    "                               })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a060bfb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Group by flair, aggregate and order by count\n",
    "df.groupby(['link_flair_text'])['title'].agg(['count']).sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cdd6b41",
   "metadata": {},
   "source": [
    "### Useful Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "684127b5",
   "metadata": {},
   "source": [
    "### Experiment with ArchiveSort API to get aggregate user data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b15a61d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Entire JSON response\n",
      "7848 posts have been made in subreddit: [deleted]\n",
      "1911 posts have been made in subreddit: reconditecache\n",
      "1807 posts have been made in subreddit: ButGravityAlwaysWins\n",
      "1709 posts have been made in subreddit: adeiner\n",
      "1597 posts have been made in subreddit: AutoModerator\n",
      "1494 posts have been made in subreddit: Hip-hop-rhino\n",
      "1429 posts have been made in subreddit: polyscipaul20\n",
      "1201 posts have been made in subreddit: Manoj_Malhotra\n",
      "1196 posts have been made in subreddit: CTR555\n",
      "1089 posts have been made in subreddit: Kakamile\n",
      "1081 posts have been made in subreddit: Laniekea\n",
      "992 posts have been made in subreddit: PragmaticSquirrel\n",
      "936 posts have been made in subreddit: TheDismalSci\n",
      "932 posts have been made in subreddit: whizzo76\n",
      "869 posts have been made in subreddit: Strich-9\n",
      "832 posts have been made in subreddit: Gay_Leo_Gang\n",
      "831 posts have been made in subreddit: letusnottalkfalsely\n",
      "810 posts have been made in subreddit: AlkalineHume\n",
      "782 posts have been made in subreddit: Arguss\n",
      "719 posts have been made in subreddit: lobsterharmonica1667\n",
      "717 posts have been made in subreddit: PlayingTheWrongGame\n",
      "714 posts have been made in subreddit: JonWood007\n",
      "675 posts have been made in subreddit: Lord_Galahad\n",
      "609 posts have been made in subreddit: fastolfe00\n",
      "603 posts have been made in subreddit: Redpepper93\n",
      "592 posts have been made in subreddit: Butuguru\n",
      "583 posts have been made in subreddit: revolution_123\n",
      "577 posts have been made in subreddit: donutholster\n",
      "569 posts have been made in subreddit: devolka\n",
      "568 posts have been made in subreddit: 10art1\n",
      "556 posts have been made in subreddit: DBDude\n",
      "540 posts have been made in subreddit: Twojots\n",
      "537 posts have been made in subreddit: tidaltown\n",
      "534 posts have been made in subreddit: DukeofDixieland\n",
      "516 posts have been made in subreddit: yourelying999\n",
      "486 posts have been made in subreddit: hope-knight\n",
      "469 posts have been made in subreddit: tlf9888\n",
      "458 posts have been made in subreddit: gettheguillotine\n",
      "442 posts have been made in subreddit: Helicase21\n",
      "440 posts have been made in subreddit: TheOneFreeEngineer\n",
      "433 posts have been made in subreddit: LockeSteerpike\n",
      "427 posts have been made in subreddit: Neosovereign\n",
      "426 posts have been made in subreddit: Menace117\n",
      "422 posts have been made in subreddit: amiiboyardee\n",
      "421 posts have been made in subreddit: Brune-Dawg\n",
      "417 posts have been made in subreddit: SovietRobot\n",
      "411 posts have been made in subreddit: Poorly-Drawn-Beagle\n",
      "408 posts have been made in subreddit: spidersinterweb\n",
      "394 posts have been made in subreddit: allieggs\n",
      "384 posts have been made in subreddit: NeolibShill\n",
      "384 posts have been made in subreddit: ronin1066\n",
      "384 posts have been made in subreddit: Dr_Scientist_\n",
      "380 posts have been made in subreddit: Kerplonk\n",
      "379 posts have been made in subreddit: Weedwacker3\n",
      "374 posts have been made in subreddit: Call_Me_Clark\n",
      "370 posts have been made in subreddit: RushofBlood52\n",
      "370 posts have been made in subreddit: Obduraterthanthepast\n",
      "369 posts have been made in subreddit: jweezy2045\n",
      "369 posts have been made in subreddit: Tuesdaythe5th\n",
      "363 posts have been made in subreddit: SuperSpyChase\n",
      "360 posts have been made in subreddit: lannister80\n",
      "354 posts have been made in subreddit: PrometheusHasFallen\n",
      "348 posts have been made in subreddit: Coomb\n",
      "343 posts have been made in subreddit: Poormidlifechoices\n",
      "343 posts have been made in subreddit: Fakename998\n",
      "340 posts have been made in subreddit: abnrib\n",
      "339 posts have been made in subreddit: Markdd8\n",
      "336 posts have been made in subreddit: messiestbessie\n",
      "334 posts have been made in subreddit: pablos4pandas\n",
      "331 posts have been made in subreddit: LemieuxFrancisJagr\n",
      "327 posts have been made in subreddit: aProgressiveCAGOP\n",
      "323 posts have been made in subreddit: prizepig\n",
      "323 posts have been made in subreddit: maxt123456\n",
      "319 posts have been made in subreddit: BlueCollarBeagle\n",
      "316 posts have been made in subreddit: LivefromPhoenix\n",
      "313 posts have been made in subreddit: Union_Honor_Liberty\n",
      "312 posts have been made in subreddit: rtechie1\n",
      "308 posts have been made in subreddit: BaronBifford\n",
      "304 posts have been made in subreddit: MercuryChaos\n",
      "302 posts have been made in subreddit: TheManWhoWasNotShort\n",
      "296 posts have been made in subreddit: MakeAmericaSuckLess\n",
      "294 posts have been made in subreddit: flamedragon822\n",
      "293 posts have been made in subreddit: cameron0511\n",
      "292 posts have been made in subreddit: niftypotatoe\n",
      "289 posts have been made in subreddit: bearrosaurus\n",
      "286 posts have been made in subreddit: thisisbasil\n",
      "286 posts have been made in subreddit: TheRightisStillWrong\n",
      "282 posts have been made in subreddit: Kellosian\n",
      "280 posts have been made in subreddit: ThreeEyeCrow\n",
      "280 posts have been made in subreddit: MondaleforPresident\n",
      "279 posts have been made in subreddit: ExplorersxMuse\n",
      "278 posts have been made in subreddit: thothisgod24\n",
      "277 posts have been made in subreddit: trippedwire\n",
      "276 posts have been made in subreddit: darthhayek\n",
      "274 posts have been made in subreddit: Shiny-And-New\n",
      "272 posts have been made in subreddit: BernankeIsGlutenFree\n",
      "272 posts have been made in subreddit: neotericnewt\n",
      "270 posts have been made in subreddit: NoPauseButtonForLife\n",
      "268 posts have been made in subreddit: TheDoomedHero\n",
      "260 posts have been made in subreddit: spaceghoti\n",
      "259 posts have been made in subreddit: ILoveKombucha\n",
      "249 posts have been made in subreddit: dbgameart\n",
      "247 posts have been made in subreddit: BidenWon\n",
      "246 posts have been made in subreddit: wonkalicious808\n",
      "244 posts have been made in subreddit: zlefin_actual\n",
      "244 posts have been made in subreddit: toastedclown\n",
      "243 posts have been made in subreddit: C137-Morty\n",
      "241 posts have been made in subreddit: UnfathomableWonders\n",
      "241 posts have been made in subreddit: SuspenderEnder\n",
      "239 posts have been made in subreddit: pipette_coyote\n",
      "239 posts have been made in subreddit: garnteller\n",
      "239 posts have been made in subreddit: SandShark350\n",
      "236 posts have been made in subreddit: lesslucid\n",
      "236 posts have been made in subreddit: kooljaay\n",
      "235 posts have been made in subreddit: TheGoldStandard35\n",
      "233 posts have been made in subreddit: Friendlynortherner\n",
      "226 posts have been made in subreddit: cossiander\n",
      "225 posts have been made in subreddit: johnnyslick\n",
      "221 posts have been made in subreddit: A_Character_Defined\n",
      "221 posts have been made in subreddit: Jb9723\n",
      "220 posts have been made in subreddit: phoenixairs\n",
      "217 posts have been made in subreddit: yassert\n",
      "214 posts have been made in subreddit: young_eagle\n",
      "214 posts have been made in subreddit: behindmyscreen\n",
      "213 posts have been made in subreddit: GoldenGram420\n",
      "213 posts have been made in subreddit: saikron\n",
      "211 posts have been made in subreddit: StonyGiddens\n",
      "210 posts have been made in subreddit: TripRepresentative26\n",
      "208 posts have been made in subreddit: AnonymousEbe\n",
      "208 posts have been made in subreddit: TallOrange\n",
      "204 posts have been made in subreddit: srv340mike\n",
      "202 posts have been made in subreddit: ilikekpop22\n",
      "200 posts have been made in subreddit: Lepew1\n",
      "200 posts have been made in subreddit: LillyEpstein\n",
      "197 posts have been made in subreddit: FreeThinkingMan\n",
      "197 posts have been made in subreddit: Animedjinn\n",
      "196 posts have been made in subreddit: lurking_for_sure\n",
      "196 posts have been made in subreddit: hashish2020\n",
      "196 posts have been made in subreddit: JimboMan1234\n",
      "196 posts have been made in subreddit: Investtheres1\n",
      "194 posts have been made in subreddit: Anansispider\n",
      "194 posts have been made in subreddit: WakeUpMrBubbles\n",
      "193 posts have been made in subreddit: -Random_Lurker-\n",
      "191 posts have been made in subreddit: thehedgepart2\n",
      "189 posts have been made in subreddit: _JohnJacob\n",
      "188 posts have been made in subreddit: Enikay\n",
      "186 posts have been made in subreddit: 80_firebird\n",
      "185 posts have been made in subreddit: DjangoUBlackBastard\n",
      "184 posts have been made in subreddit: Nutty_\n",
      "183 posts have been made in subreddit: laundrysauce9000\n",
      "182 posts have been made in subreddit: Meek_braggart\n",
      "182 posts have been made in subreddit: kbeks\n",
      "181 posts have been made in subreddit: OutragedOctopus\n",
      "179 posts have been made in subreddit: Starlord_who\n",
      "177 posts have been made in subreddit: cman_14\n",
      "176 posts have been made in subreddit: darenta\n",
      "176 posts have been made in subreddit: PepinoPicante\n",
      "175 posts have been made in subreddit: code_bannana\n",
      "174 posts have been made in subreddit: Love_Shaq_Baby\n",
      "174 posts have been made in subreddit: TheLastCoagulant\n",
      "174 posts have been made in subreddit: ausgoals\n",
      "173 posts have been made in subreddit: bigbjarne\n",
      "173 posts have been made in subreddit: Harvard_Sucks\n",
      "172 posts have been made in subreddit: Receiver527\n",
      "171 posts have been made in subreddit: baseballkrba_10\n",
      "169 posts have been made in subreddit: Short-Coast9042\n",
      "169 posts have been made in subreddit: FreshBert\n",
      "169 posts have been made in subreddit: decatur8r\n",
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'total': 1}, {'_id': 'Ok_Career_8489', 'total': 1}, {'_id': '53rp3n7', 'total': 1}, {'_id': 'political_shitposter', 'total': 1}, {'_id': '42043v3r', 'total': 1}, {'_id': 'Envlib', 'total': 1}, {'_id': 'PsychicOtter', 'total': 1}, {'_id': 'mbrace256', 'total': 1}, {'_id': 'ghcoval', 'total': 1}, {'_id': 'mofokel', 'total': 1}, {'_id': 'erifax', 'total': 1}, {'_id': 'nemployedav', 'total': 1}, {'_id': 'Stop-Being-Triggered', 'total': 1}, {'_id': 'Egomania101', 'total': 1}, {'_id': 'evermore414', 'total': 1}, {'_id': 'Lynyrd_Oiler', 'total': 1}, {'_id': 'DREWlMUS', 'total': 1}, {'_id': 'iLoveScarletZero', 'total': 1}, {'_id': 'Not_Just_You', 'total': 1}, {'_id': 'JB_Calgary', 'total': 1}, {'_id': 'curiousstudent1999', 'total': 1}, {'_id': 'MjolnirPants', 'total': 1}, {'_id': '666haha', 'total': 1}, {'_id': 'dudenotcool', 'total': 1}, {'_id': 'Verily_Amazing', 'total': 1}, {'_id': 'Virtura', 'total': 1}, {'_id': 'dollbrains510', 'total': 1}, {'_id': 'effthatnoisetosser', 'total': 1}, {'_id': 'Snnide_Remark', 'total': 1}, {'_id': 'Hououjin21', 'total': 1}, {'_id': 'MuricanTauri1776', 'total': 1}, {'_id': 'Rental_Car', 'total': 1}, {'_id': 'Unrelenting_Abandon', 'total': 1}, {'_id': 'Shadowman-The-Ghost', 'total': 1}, {'_id': 'Moo_Bird_4_President', 'total': 1}, {'_id': 'BasicBitch_666', 'total': 1}, {'_id': 'lee0897', 'total': 1}, {'_id': 'TheMCM80', 'total': 1}]}\n"
     ]
    }
   ],
   "source": [
    "# Top 1000 posters and commenters on AskALiberal   \n",
    "\n",
    "try:\n",
    "    response = requests.get('https://archivesort.org/discuss/reddit/miser?type=comments&subreddit=AskALiberal&aggs=authors')\n",
    "    response.raise_for_status()\n",
    "    # access JSOn content\n",
    "    jsonResponse = response.json()\n",
    "    print(\"Entire JSON response\")\n",
    "    for i in jsonResponse['data']:\n",
    "       print(str(i['total']) \n",
    "       + \" posts have been made in subreddit: \" + \n",
    "       i['_id'])\n",
    " \n",
    "    print(jsonResponse)\n",
    " \n",
    "except HTTPError as http_err:\n",
    "    print(f'HTTP error occurred: {http_err}')\n",
    "except Exception as err:\n",
    "    print(f'Other error occurred: {err}')"
   ]
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