tutorial_script.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7962a3c5",
   "metadata": {},
   "source": [
    "# Tutorial Outline\n",
    "\n",
    "### Twitter Data Collection\n",
    "1. twarc2 for data collection\n",
    "2. Scraping Twitter with Selenium\n",
    "\n",
    "### Reddit Data Collection\n",
    "1. Reddit Data Using Selenium\n",
    "2. Reddit Data Using PRAW \n",
    "- Is PRAW access changing?\n",
    "3. Other options for Reddit (Pushshift files for past data)\n",
    "\n",
    "### Mastodon Data Collection\n",
    "1. Mastodon Data using httpx + Mastodon API\n",
    "2. Mastodon Data using tweepy-mastodon wrapper for Mastodon API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0ae9b831",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "ab797fda",
   "metadata": {},
   "source": [
    "### Twitter Data Collection using twarc2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "334166cc",
   "metadata": {},
   "source": [
    "#### What you'll need? \n",
    "1. Twitter API credentials (at least the Bearer token)\n",
    "2. Academic API credentials (only for full archive access)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c5bef56",
   "metadata": {},
   "source": [
    "#### Setp 1: Setting up twarc: https://twarc-project.readthedocs.io/en/latest/twarc2_en_us/#configure"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cb830d1",
   "metadata": {},
   "source": [
    "#### Step 2: Define functions to use twarc2 with custom parameters for tweet, user, and search queries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "95a96427",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4e757778",
   "metadata": {},
   "outputs": [],
   "source": [
    "def search(par_directory, query, counts=True, archive=True):\n",
    "    start_date = '2019-01-01'\n",
    "    end_date = '2020-07-01'\n",
    "    out_file = par_directory + query + '.jsonl'\n",
    "    print(query)\n",
    "    if counts:\n",
    "        out_file = '../counts/{}_counts.jsonl'.format(query)\n",
    "        if archive:\n",
    "            !twarc2 counts --archive --start-time {start_date} --end-time {end_date} {query} {out_file}\n",
    "        else:\n",
    "            !twarc2 counts --start-time {start_date} --end-time {end_date} {query} {out_file}\n",
    "    else:\n",
    "        if archive:\n",
    "            !twarc2 search --archive --start-time {start_date} --end-time {end_date} --user-fields \"created_at,description,id,location,protected,public_metrics,url,username,verified\" {query} {out_file}\n",
    "        else:\n",
    "            !twarc2 search --start-time {start_date} --end-time {end_date} --user-fields \"created_at,description,id,location,protected,public_metrics,url,username,verified\" {query} {out_file}\n",
    "\n",
    "def get_tweets(par_directory, screen_name, counts=True):\n",
    "    start_date = '2019-01-01'\n",
    "    end_date = '2020-07-01'\n",
    "    out_file = par_directory + screen_name + '.jsonl'\n",
    "    query = 'from:'+screen_name\n",
    "    print(query)\n",
    "    if counts:\n",
    "        out_file = '../counts/{}_counts.jsonl'.format(screen_name)\n",
    "        !twarc2 counts --archive --start-time {start_date} --end-time {end_date} {query} {out_file}\n",
    "    else:\n",
    "        !twarc2 search --archive --start-time {start_date} --end-time {end_date} --user-fields \"created_at,description,id,location,protected,public_metrics,url,username,verified\" {query} {out_file}\n",
    "    \n",
    "def get_tweets_from_userid(par_directory, user_id):\n",
    "    start_date = '2018-01-01'\n",
    "    end_date = '2022-11-10'\n",
    "    out_file = par_directory + user_id + '.jsonl'\n",
    "    query = 'from:'+user_id\n",
    "#     print(query)\n",
    "    !twarc2 search --archive --start-time {start_date} --end-time {end_date} --user-fields \"created_at,description,id,location,protected,public_metrics,url,username,verified\" {query} {out_file}\n",
    "    \n",
    "    \n",
    "def get_tweets_that_mention_user(par_directory, screen_name, counts=True):\n",
    "    start_date = '2023-02-21'\n",
    "    end_date = '2023-02-28'\n",
    "    out_file = par_directory + screen_name + '.jsonl'\n",
    "    query = \"\"\"'@{} -from:{}'\"\"\".format(screen_name, screen_name)\n",
    "    if counts:\n",
    "        out_file = '../counts/{}_counts.jsonl'.format(screen_name)\n",
    "        !twarc2 counts --archive --start-time {start_date} --end-time {end_date} {query} {out_file}\n",
    "    else:\n",
    "        !twarc2 search --archive --start-time {start_date} --end-time {end_date} --user-fields \"created_at,description,id,location,protected,public_metrics,url,username,verified\" {query} {out_file}\n",
    "    \n",
    "def get_conversation(par_directory, screen_name, conversation_id):\n",
    "    out_dir = par_directory + screen_name + '/'\n",
    "    if not screen_name in os.listdir(par_directory):\n",
    "        os.mkdir(out_dir)\n",
    "    out_file = out_dir + conversation_id + '.jsonl'\n",
    "    if conversation_id + '.jsonl' in os.listdir(out_dir):\n",
    "        return\n",
    "    !twarc2 conversation --archive {conversation_id} {out_file}    \n",
    "    \n",
    "def get_retweeters_of_tweet(par_directory, tweet_id):\n",
    "    out_file = par_directory + tweet_id + '.jsonl'\n",
    "    !twarc2 retweeted-by --archive {tweet_id} {out_file}\n",
    "    \n",
    "def get_likers_of_tweet(par_directory, tweet_id):\n",
    "    out_file = par_directory + tweet_id + '.jsonl'\n",
    "    !twarc2 liking-users --archive {tweet_id} {out_file}\n",
    "    \n",
    "def get_likes_by_user(par_directory, userid):\n",
    "    out_file = par_directory + userid + '.jsonl'\n",
    "    !twarc2 liked-tweets --archive {userid} {out_file}\n",
    "    \n",
    "def get_friends_of_user(par_directory, screen_name):\n",
    "    out_file = par_directory + screen_name + '.jsonl'\n",
    "    !twarc2 following {screen_name} {out_file}\n",
    "\n",
    "def get_followers_of_user(par_directory, screen_name):\n",
    "    out_file = par_directory + screen_name + '.jsonl'\n",
    "    !twarc2 followers {screen_name} {out_file}\n",
    "    \n",
    "def get_followersf_user(par_directory, tweet_id):\n",
    "    out_file = par_directory + tweet_id + '.jsonl'\n",
    "    !twarc2 quotes {tweet_id} {out_file}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b4e7689",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "from:RahulGandhi\n",
      "100%|█| Processed 1 year, 5 months/1 year, 5 months [00:24<00:00, 654 tweets tot\n"
     ]
    }
   ],
   "source": [
    "par_dir = '../counts/'\n",
    "os.mkdir(par_dir)\n",
    "get_tweets(par_dir, 'RahulGandhi')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4fa3295b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                     | Processed a moment/6 days [00:00<?, 0 tweets total ]"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/IPython/utils/_process_posix.py:153\u001b[0m, in \u001b[0;36mProcessHandler.system\u001b[0;34m(self, cmd)\u001b[0m\n\u001b[1;32m    150\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m    151\u001b[0m     \u001b[38;5;66;03m# res is the index of the pattern that caused the match, so we\u001b[39;00m\n\u001b[1;32m    152\u001b[0m     \u001b[38;5;66;03m# know whether we've finished (if we matched EOF) or not\u001b[39;00m\n\u001b[0;32m--> 153\u001b[0m     res_idx \u001b[38;5;241m=\u001b[39m \u001b[43mchild\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexpect_list\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpatterns\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_timeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    154\u001b[0m     \u001b[38;5;28mprint\u001b[39m(child\u001b[38;5;241m.\u001b[39mbefore[out_size:]\u001b[38;5;241m.\u001b[39mdecode(enc, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreplace\u001b[39m\u001b[38;5;124m'\u001b[39m), end\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/pexpect/spawnbase.py:372\u001b[0m, in \u001b[0;36mSpawnBase.expect_list\u001b[0;34m(self, pattern_list, timeout, searchwindowsize, async_, **kw)\u001b[0m\n\u001b[1;32m    371\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 372\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mexp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexpect_loop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/pexpect/expect.py:169\u001b[0m, in \u001b[0;36mExpecter.expect_loop\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    168\u001b[0m \u001b[38;5;66;03m# Still have time left, so read more data\u001b[39;00m\n\u001b[0;32m--> 169\u001b[0m incoming \u001b[38;5;241m=\u001b[39m \u001b[43mspawn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_nonblocking\u001b[49m\u001b[43m(\u001b[49m\u001b[43mspawn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmaxread\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mspawn\u001b[38;5;241m.\u001b[39mdelayafterread \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/pexpect/pty_spawn.py:500\u001b[0m, in \u001b[0;36mspawn.read_nonblocking\u001b[0;34m(self, size, timeout)\u001b[0m\n\u001b[1;32m    497\u001b[0m \u001b[38;5;66;03m# Because of the select(0) check above, we know that no data\u001b[39;00m\n\u001b[1;32m    498\u001b[0m \u001b[38;5;66;03m# is available right now. But if a non-zero timeout is given\u001b[39;00m\n\u001b[1;32m    499\u001b[0m \u001b[38;5;66;03m# (possibly timeout=None), we call select() with a timeout.\u001b[39;00m\n\u001b[0;32m--> 500\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (timeout \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m \u001b[43mselect\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m    501\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m(spawn, \u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39mread_nonblocking(size)\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/pexpect/pty_spawn.py:450\u001b[0m, in \u001b[0;36mspawn.read_nonblocking.<locals>.select\u001b[0;34m(timeout)\u001b[0m\n\u001b[1;32m    449\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mselect\u001b[39m(timeout):\n\u001b[0;32m--> 450\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mselect_ignore_interrupts\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchild_fd\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;241m0\u001b[39m]\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/pexpect/utils.py:143\u001b[0m, in \u001b[0;36mselect_ignore_interrupts\u001b[0;34m(iwtd, owtd, ewtd, timeout)\u001b[0m\n\u001b[1;32m    142\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 143\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mselect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mselect\u001b[49m\u001b[43m(\u001b[49m\u001b[43miwtd\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mowtd\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mewtd\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    144\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mInterruptedError\u001b[39;00m:\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: ",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Input \u001b[0;32mIn [8]\u001b[0m, in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m query \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfrom:RahulGandhi\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m      2\u001b[0m out_file \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m../results/RahulGandhi.json\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 3\u001b[0m \u001b[43mget_ipython\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msystem\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtwarc2 search --user-fields \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcreated_at,description,id,location,protected,public_metrics,url,username,verified\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;132;43;01m{query}\u001b[39;49;00m\u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;132;43;01m{out_file}\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/ipykernel/zmqshell.py:636\u001b[0m, in \u001b[0;36mZMQInteractiveShell.system_piped\u001b[0;34m(self, cmd)\u001b[0m\n\u001b[1;32m    634\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39muser_ns[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_exit_code\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m system(cmd)\n\u001b[1;32m    635\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 636\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39muser_ns[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_exit_code\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43msystem\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvar_expand\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcmd\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdepth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/IPython/utils/_process_posix.py:164\u001b[0m, in \u001b[0;36mProcessHandler.system\u001b[0;34m(self, cmd)\u001b[0m\n\u001b[1;32m    159\u001b[0m         out_size \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(child\u001b[38;5;241m.\u001b[39mbefore)\n\u001b[1;32m    160\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyboardInterrupt\u001b[39;00m:\n\u001b[1;32m    161\u001b[0m     \u001b[38;5;66;03m# We need to send ^C to the process.  The ascii code for '^C' is 3\u001b[39;00m\n\u001b[1;32m    162\u001b[0m     \u001b[38;5;66;03m# (the character is known as ETX for 'End of Text', see\u001b[39;00m\n\u001b[1;32m    163\u001b[0m     \u001b[38;5;66;03m# curses.ascii.ETX).\u001b[39;00m\n\u001b[0;32m--> 164\u001b[0m     \u001b[43mchild\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msendline\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mchr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    165\u001b[0m     \u001b[38;5;66;03m# Read and print any more output the program might produce on its\u001b[39;00m\n\u001b[1;32m    166\u001b[0m     \u001b[38;5;66;03m# way out.\u001b[39;00m\n\u001b[1;32m    167\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/pexpect/pty_spawn.py:578\u001b[0m, in \u001b[0;36mspawn.sendline\u001b[0;34m(self, s)\u001b[0m\n\u001b[1;32m    572\u001b[0m \u001b[38;5;124;03m'''Wraps send(), sending string ``s`` to child process, with\u001b[39;00m\n\u001b[1;32m    573\u001b[0m \u001b[38;5;124;03m``os.linesep`` automatically appended. Returns number of bytes\u001b[39;00m\n\u001b[1;32m    574\u001b[0m \u001b[38;5;124;03mwritten.  Only a limited number of bytes may be sent for each\u001b[39;00m\n\u001b[1;32m    575\u001b[0m \u001b[38;5;124;03mline in the default terminal mode, see docstring of :meth:`send`.\u001b[39;00m\n\u001b[1;32m    576\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[1;32m    577\u001b[0m s \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_coerce_send_string(s)\n\u001b[0;32m--> 578\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlinesep\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/pexpect/pty_spawn.py:563\u001b[0m, in \u001b[0;36mspawn.send\u001b[0;34m(self, s)\u001b[0m\n\u001b[1;32m    528\u001b[0m \u001b[38;5;124;03m'''Sends string ``s`` to the child process, returning the number of\u001b[39;00m\n\u001b[1;32m    529\u001b[0m \u001b[38;5;124;03mbytes written. If a logfile is specified, a copy is written to that\u001b[39;00m\n\u001b[1;32m    530\u001b[0m \u001b[38;5;124;03mlog.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    559\u001b[0m \u001b[38;5;124;03m    >>> bash.sendline('x' * 5000)\u001b[39;00m\n\u001b[1;32m    560\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[1;32m    562\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdelaybeforesend \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 563\u001b[0m     \u001b[43mtime\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msleep\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdelaybeforesend\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    565\u001b[0m s \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_coerce_send_string(s)\n\u001b[1;32m    566\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_log(s, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msend\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "query = 'from:RahulGandhi'\n",
    "out_file = '../results/RahulGandhi.json'\n",
    "!twarc2 search --user-fields \"created_at,description,id,location,protected,public_metrics,url,username,verified\" {query} {out_file}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ba72d02",
   "metadata": {},
   "source": [
    "#### Step 3: Scraping  Subreddits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ad648e63",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "from datetime import datetime, timedelta\n",
    "from selenium.webdriver import Firefox\n",
    "from selenium.webdriver.firefox.options import Options\n",
    "from selenium.webdriver.common.by import By\n",
    "opts = Options()\n",
    "opts.headless = True\n",
    "import time\n",
    "assert opts.headless  # Operating in headless mode\n",
    "\n",
    "from selenium.webdriver.support.ui import WebDriverWait\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver.support import expected_conditions as EC\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dd6839ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "browser = Firefox(options=opts)\n",
    "browser.maximize_window()\n",
    "# browser.implicitly_wait(30)\n",
    "# wait = WebDriverWait(browser, 50)\n",
    "URL = 'https://www.reddit.com/r/republicans/top/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "10cef352",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Republicans - RNC - GOP: Grand Old Party\n",
      "3\n",
      "Posted by\n",
      "u/Signal_Lemon_8926\n",
      "6 hours ago\n",
      "Trump May Not Commit to Supporting the Eventual 2024 Republican Nominee\n",
      "patriot911news.com/2023/0...\n",
      "1 Comment\n",
      "Share\n",
      "Save\n",
      "3.0k\n",
      "u/__BlueStacks__\n",
      "•Promoted\n",
      "67\n",
      "49\n",
      "57\n",
      "9\n",
      "& 2 More\n",
      "Android gaming on PC, latest Android games, product updates, technical queries, and more. Happy gaming, happy redditing.\n",
      "www.reddit.com\n",
      "Learn More\n",
      "2.3k Comments\n",
      "Share\n",
      "Save\n",
      "8\n",
      "Crossposted by\n",
      "u/SequoiaBoi\n",
      "12 hours ago\n",
      "I’m sure her trips are funded by Michigan taxpayers\n",
      "r/DeSantis\n",
      "•\n",
      "Posted by\n",
      "u/SequoiaBoi\n",
      "12 hours ago\n",
      "I’m sure her trips are funded by Michigan taxpayers\n",
      "DESANTIS 2024\n",
      "31 points2 comments\n",
      "2 Comments\n",
      "Share\n",
      "Save\n",
      "8\n",
      "Posted by\n",
      "u/Signal_Lemon_8926\n",
      "15 hours ago\n",
      "WATCH: Trump Spotted in NYC on Memorial Day Weekend, Draws Loud Cheering from Supporters\n",
      "trendingpoliticsnews.com/watch-...\n",
      "1 Comment\n",
      "Share\n",
      "Save\n",
      "3\n",
      "Posted by\n",
      "u/Snackasm\n",
      "18 hours ago\n",
      "But at least we got ice cream\n",
      "4 Comments\n",
      "Share\n",
      "Save\n",
      "9\n",
      "Posted by\n",
      "u/Signal_Lemon_8926\n",
      "20 hours ago\n",
      "Russia Issues Arrest Warrant For Lindsey Graham\n",
      "newrightnetwork.com/2023/0...\n",
      "3 Comments\n",
      "Share\n",
      "Save\n",
      "2\n",
      "Posted by\n",
      "u/Signal_Lemon_8926\n",
      "21 hours ago\n",
      "Liz Cheney Gets Hostile Reception at Liberal College, Students Turn Their Backs and Boo Her\n",
      "trendingpoliticsnews.com/liz-ch...\n",
      "4 Comments\n",
      "Share\n",
      "Save\n",
      "9\n",
      "Posted by\n",
      "u/Pretty-World3519\n",
      "23 hours ago\n",
      "Enough said\n",
      "3 Comments\n",
      "Share\n",
      "Save\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "browser = Firefox(options=opts)\n",
    "browser.maximize_window()\n",
    "# browser.implicitly_wait(30)\n",
    "# wait = WebDriverWait(browser, 50)\n",
    "URL = 'https://www.reddit.com/r/republicans/new/'\n",
    "\n",
    "browser.get(URL)\n",
    "browser.maximize_window()\n",
    "print(browser.title)\n",
    "results = browser.find_elements(By.CSS_SELECTOR,'[data-testid=\\\"post-container\\\"]')\n",
    "posts = []\n",
    "for r in results:\n",
    "    #     total_height += r.size['height']\n",
    "    #     print(r.size)\n",
    "#     time.sleep(3)\n",
    "    try:\n",
    "#         reddit_post = r.get_attribute('textContent')\n",
    "        reddit_post = r.text\n",
    "        posts.append(reddit_post)\n",
    "        location = r.location\n",
    "        size = r.size\n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "\n",
    "for p in posts:\n",
    "    print(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5905a13",
   "metadata": {},
   "source": [
    "### Task 2B: Collecting Reddit data using PRAW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "29727336",
   "metadata": {},
   "outputs": [],
   "source": [
    "import praw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "18237616",
   "metadata": {},
   "outputs": [],
   "source": [
    "reddit = praw.Reddit(client_id='ux5n5EbN6WewPyBw85bkuA', client_secret='gb88EulTvN_Cdd8xHRtWLx1JcBrbqw', user_agent='Test101')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "96f59b6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D] Simple Questions Thread\n",
      "Reminder: Use the report button and read the rules!\n",
      "[N] Hinton, Bengio, and other AI experts sign collective statement on AI risk\n",
      "[Discussion] Guidance to stay somewhat up-to date in AI\n",
      "[R] LaVIN: Large Vision-Language Instructed Model\n",
      "[D] Graph neural network on multiple graphs\n",
      "[N] Researchers from MIT and McMaster University leveraged a machine learning AI algorithm to discover a new antibiotic for drug-resistant infections caused by Acinetobacter baumannii\n",
      "[R] 1m+ High Res. vehicle images\n",
      "[N] Free Machine Learning virtual conference tomorrow\n",
      "[D] KPIs for Machine Learning Teams in an Industry Setting\n"
     ]
    }
   ],
   "source": [
    "hot_posts = reddit.subreddit('MachineLearning').hot(limit=10)\n",
    "for post in hot_posts:\n",
    "    print(post.title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "65091ad4",
   "metadata": {},
   "outputs": [],
   "source": [
    "posts = []\n",
    "ml_subreddit = reddit.subreddit('JoeBiden')\n",
    "for post in ml_subreddit.hot(limit=1000):\n",
    "    posts.append([post.title, post.score, post.id, post.subreddit, post.url, post.num_comments, post.selftext, post.created])\n",
    "posts = pd.DataFrame(posts,columns=['title', 'score', 'id', 'subreddit', 'url', 'num_comments', 'body', 'created'])\n",
    "# print(posts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "49309948",
   "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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>score</th>\n",
       "      <th>id</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>url</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>body</th>\n",
       "      <th>created</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>Good speech Joe</td>\n",
       "      <td>159</td>\n",
       "      <td>13uysuq</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://i.redd.it/el4ijwp84u2b1.jpg</td>\n",
       "      <td>3</td>\n",
       "      <td>Good one for this memorial day. Ole Joe is the...</td>\n",
       "      <td>1.685376e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Biden, Erdogan discuss F-16s and Sweden in pho...</td>\n",
       "      <td>40</td>\n",
       "      <td>13v7i3h</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://www.gossipslife.com/2023/05/biden-erdo...</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1.685397e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>President Biden, please remember when you said...</td>\n",
       "      <td>77</td>\n",
       "      <td>13uq8jh</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://ukrainetoday.org/2023/05/28/the-wind-w...</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>1.685354e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Biden Administration Announces Indo-Pacific De...</td>\n",
       "      <td>48</td>\n",
       "      <td>13uhanw</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://www.nytimes.com/2023/05/27/business/ec...</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1.685324e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Biden announces Indo-Pacific economic pact to ...</td>\n",
       "      <td>164</td>\n",
       "      <td>13u7eph</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://www.nbcnews.com/politics/politics-news...</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>1.685298e+09</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>Running Dems in “Christian” Red States - VIDEO</td>\n",
       "      <td>17</td>\n",
       "      <td>10fhu4o</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://www.reddit.com/r/JoeBiden/comments/10f...</td>\n",
       "      <td>0</td>\n",
       "      <td>Video - [https://youtu.be/oQPkNIxeQlM](https:/...</td>\n",
       "      <td>1.674074e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>San Marino and Finland Latest European Nations...</td>\n",
       "      <td>21</td>\n",
       "      <td>10fds3h</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://liberalwisconsin.blogspot.com/2023/01/...</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1.674064e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>Biden Calls for Police Officer Retraining, Que...</td>\n",
       "      <td>325</td>\n",
       "      <td>10ervcp</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://www.businessinsider.com/biden-calls-fo...</td>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>1.674000e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>Steph Curry thanks Biden for bringing Griner home</td>\n",
       "      <td>148</td>\n",
       "      <td>10eu4dr</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://www.bbc.com/news/av/64313215</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1.674005e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>Keep Track of the Last Gitmo Inmates</td>\n",
       "      <td>6</td>\n",
       "      <td>10fcuda</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>https://liberalwisconsin.blogspot.com/2023/01/...</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1.674062e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>726 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 title  score       id  \\\n",
       "0                                      Good speech Joe    159  13uysuq   \n",
       "1    Biden, Erdogan discuss F-16s and Sweden in pho...     40  13v7i3h   \n",
       "2    President Biden, please remember when you said...     77  13uq8jh   \n",
       "3    Biden Administration Announces Indo-Pacific De...     48  13uhanw   \n",
       "4    Biden announces Indo-Pacific economic pact to ...    164  13u7eph   \n",
       "..                                                 ...    ...      ...   \n",
       "721     Running Dems in “Christian” Red States - VIDEO     17  10fhu4o   \n",
       "722  San Marino and Finland Latest European Nations...     21  10fds3h   \n",
       "723  Biden Calls for Police Officer Retraining, Que...    325  10ervcp   \n",
       "724  Steph Curry thanks Biden for bringing Griner home    148  10eu4dr   \n",
       "725               Keep Track of the Last Gitmo Inmates      6  10fcuda   \n",
       "\n",
       "    subreddit                                                url  \\\n",
       "0    JoeBiden                https://i.redd.it/el4ijwp84u2b1.jpg   \n",
       "1    JoeBiden  https://www.gossipslife.com/2023/05/biden-erdo...   \n",
       "2    JoeBiden  https://ukrainetoday.org/2023/05/28/the-wind-w...   \n",
       "3    JoeBiden  https://www.nytimes.com/2023/05/27/business/ec...   \n",
       "4    JoeBiden  https://www.nbcnews.com/politics/politics-news...   \n",
       "..        ...                                                ...   \n",
       "721  JoeBiden  https://www.reddit.com/r/JoeBiden/comments/10f...   \n",
       "722  JoeBiden  https://liberalwisconsin.blogspot.com/2023/01/...   \n",
       "723  JoeBiden  https://www.businessinsider.com/biden-calls-fo...   \n",
       "724  JoeBiden               https://www.bbc.com/news/av/64313215   \n",
       "725  JoeBiden  https://liberalwisconsin.blogspot.com/2023/01/...   \n",
       "\n",
       "     num_comments                                               body  \\\n",
       "0               3  Good one for this memorial day. Ole Joe is the...   \n",
       "1               4                                                      \n",
       "2               5                                                      \n",
       "3               1                                                      \n",
       "4               6                                                      \n",
       "..            ...                                                ...   \n",
       "721             0  Video - [https://youtu.be/oQPkNIxeQlM](https:/...   \n",
       "722             0                                                      \n",
       "723            18                                                      \n",
       "724             0                                                      \n",
       "725             0                                                      \n",
       "\n",
       "          created  \n",
       "0    1.685376e+09  \n",
       "1    1.685397e+09  \n",
       "2    1.685354e+09  \n",
       "3    1.685324e+09  \n",
       "4    1.685298e+09  \n",
       "..            ...  \n",
       "721  1.674074e+09  \n",
       "722  1.674064e+09  \n",
       "723  1.674000e+09  \n",
       "724  1.674005e+09  \n",
       "725  1.674062e+09  \n",
       "\n",
       "[726 rows x 8 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6852d11",
   "metadata": {},
   "source": [
    "### Task 3: Mastodon API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cc3aac26",
   "metadata": {},
   "outputs": [],
   "source": [
    "import httpx\n",
    "import getpass\n",
    "from IPython.core import display\n",
    "from dateutil import parser\n",
    "from datetime import datetime, timedelta\n",
    "from mastodon import Mastodon\n",
    "# import zoneinfo\n",
    "# ks3yuAI7JcF3VhhA8euLqN1MHvMrpyzd4l2HOs1udac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8f618b6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "········\n"
     ]
    }
   ],
   "source": [
    "token=getpass.getpass()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "75097eef",
   "metadata": {},
   "outputs": [],
   "source": [
    "client = httpx.Client(headers=dict(Authorization=f\"Bearer {token}\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "347d14c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "res = client.get(\"https://sciences.social/api/v1/accounts/verify_credentials\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "65530658",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('109334421628967389', 'anmolpanda')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.raise_for_status()\n",
    "result = res.json()\n",
    "result[\"id\"], result[\"username\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "057db480",
   "metadata": {},
   "outputs": [],
   "source": [
    "usernames = [\n",
    "    'https://mastodon.social/@RepShontelBrown'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8e2ed2b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "184bd68a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse(result):\n",
    "    result.raise_for_status()\n",
    "    return result.json()\n",
    "\n",
    "def get_toots_of_user(username):\n",
    "    account = parse(client.get(\"https://sciences.social/api/v1/accounts/lookup?acct={}\".format(username)))\n",
    "    id_ = account['id']\n",
    "    result = client.get(\"https://sciences.social/api/v1/accounts/{}/statuses?limit=40\".format(id_))\n",
    "    all_statuses = []\n",
    "    statuses = parse(result)\n",
    "    all_statuses.extend(statuses)\n",
    "    while len(statuses) > 0:\n",
    "        print(len(all_statuses))\n",
    "        result = client.get(\"https://sciences.social/api/v1/accounts/{}/statuses?limit=40&max_id={}\".format(id_, all_statuses[-1]['id']))\n",
    "        statuses = parse(result)\n",
    "        all_statuses.extend(statuses)\n",
    "    return all_statuses\n",
    "\n",
    "def get_toots_of_user_between_dates(username):\n",
    "    pass\n",
    "\n",
    "# https://shkspr.mobi/blog/2022/11/building-an-on-this-day-service-for-mastodon/\n",
    "\n",
    "def get_followers_of_user(server, username):\n",
    "    account = parse(client.get(\"https://{}/api/v1/accounts/lookup?acct={}\".format(server, username)))\n",
    "    id_ = account['id']\n",
    "    results = client.get(\"https://{}/api/v1/accounts/{}/followers?limit=80\".format(server, id_))\n",
    "    followers = parse(results)\n",
    "    i=1\n",
    "    print('Request: {}, Number of followers: {}'.format(i, len(followers)))\n",
    "    while True:\n",
    "        link = results.headers['link']\n",
    "        if not 'next' in link:\n",
    "            break\n",
    "        next_url = link.split('<')[1].split('>')[0]\n",
    "        results = client.get(next_url)\n",
    "        followers.extend(parse(results))\n",
    "        i+=1\n",
    "        print('Request: {}, Number of followers: {}'.format(i, len(followers)))\n",
    "    return followers\n",
    "        \n",
    "def get_accounts_followed_by_user(server, username):\n",
    "    account = parse(client.get(\"https://{}/api/v1/accounts/lookup?acct={}\".format(server, username)))\n",
    "    id_ = account['id']\n",
    "    results = client.get(\"https://{}/api/v1/accounts/{}/following?limit=80\".format(server, id_))\n",
    "    following = parse(results)\n",
    "    i=1\n",
    "    print('Request: {}, Number of accounts followed: {}'.format(i, len(following)))\n",
    "    while True:\n",
    "        link = results.headers['link']\n",
    "        if not 'next' in link:\n",
    "            break\n",
    "        next_url = link.split('<')[1].split('>')[0]\n",
    "        results = client.get(next_url)\n",
    "        following.extend(parse(results))\n",
    "        i+=1\n",
    "        print('Request: {}, Number of accounts followed: {}'.format(i, len(following)))\n",
    "    return following\n",
    "# TRY WITH mastodon.search() and mastodon.timeline()\n",
    "def get_toots_of_user_between_dates_w_mastodon(username, start_date, end_date):\n",
    "    #  Set up access\n",
    "    instance = \"https://sciences.social\"\n",
    "    mastodon = Mastodon( api_base_url=instance, access_token=token)\n",
    "\n",
    "    #  Bitwise shift the integer representation and convert to milliseconds\n",
    "#     min_id = ( int( start_date.timestamp() ) << 16 ) * 1000\n",
    "    max_id = ( int( end_date.timestamp() ) << 16 ) * 1000\n",
    "    min_id = 110307552862407741\n",
    "    #  Get User's Mastodon ID\n",
    "    account = parse(client.get(\"https://sciences.social/api/v1/accounts/lookup?acct={}\".format(username)))\n",
    "    id_ = account['id']\n",
    "    #  Call the API\n",
    "    statuses = mastodon.account_statuses(id = id_, \n",
    "#                                          max_id=max_id, \n",
    "                                         min_id=min_id, \n",
    "                                         limit=\"40\", \n",
    "                                         exclude_reblogs=False)\n",
    "    #  Fetch further statuses if there are any\n",
    "    all_statuses = mastodon.fetch_remaining(statuses)\n",
    "    #  Print the date and URl\n",
    "    return all_statuses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "744bc849",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40\n",
      "80\n",
      "120\n",
      "160\n",
      "200\n",
      "240\n",
      "280\n",
      "320\n",
      "360\n",
      "400\n",
      "440\n",
      "480\n",
      "520\n",
      "560\n",
      "600\n",
      "640\n",
      "680\n",
      "720\n",
      "760\n",
      "800\n",
      "840\n",
      "880\n",
      "920\n",
      "960\n",
      "1000\n",
      "1040\n",
      "1080\n",
      "1120\n",
      "1160\n",
      "1200\n",
      "1240\n",
      "1280\n",
      "1289\n"
     ]
    }
   ],
   "source": [
    "toots = get_toots_of_user('@cfiesler@hci.social')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "68543d84",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Request: 1, Number of followers: 80\n",
      "Request: 2, Number of followers: 160\n",
      "Request: 3, Number of followers: 240\n",
      "Request: 4, Number of followers: 320\n",
      "Request: 5, Number of followers: 400\n",
      "Request: 6, Number of followers: 480\n",
      "Request: 7, Number of followers: 560\n",
      "Request: 8, Number of followers: 640\n",
      "Request: 9, Number of followers: 720\n",
      "Request: 10, Number of followers: 800\n",
      "Request: 11, Number of followers: 880\n",
      "Request: 12, Number of followers: 960\n",
      "Request: 13, Number of followers: 1040\n",
      "Request: 14, Number of followers: 1120\n",
      "Request: 15, Number of followers: 1200\n",
      "Request: 16, Number of followers: 1280\n",
      "Request: 17, Number of followers: 1360\n",
      "Request: 18, Number of followers: 1440\n",
      "Request: 19, Number of followers: 1520\n",
      "Request: 20, Number of followers: 1600\n",
      "Request: 21, Number of followers: 1680\n",
      "Request: 22, Number of followers: 1760\n",
      "Request: 23, Number of followers: 1840\n",
      "Request: 24, Number of followers: 1920\n",
      "Request: 25, Number of followers: 2000\n",
      "Request: 26, Number of followers: 2080\n",
      "Request: 27, Number of followers: 2160\n",
      "Request: 28, Number of followers: 2240\n",
      "Request: 29, Number of followers: 2320\n",
      "Request: 30, Number of followers: 2400\n",
      "Request: 31, Number of followers: 2480\n",
      "Request: 32, Number of followers: 2560\n",
      "Request: 33, Number of followers: 2640\n",
      "Request: 34, Number of followers: 2720\n",
      "Request: 35, Number of followers: 2800\n",
      "Request: 36, Number of followers: 2880\n",
      "Request: 37, Number of followers: 2960\n",
      "Request: 38, Number of followers: 3040\n",
      "Request: 39, Number of followers: 3120\n",
      "Request: 40, Number of followers: 3200\n",
      "Request: 41, Number of followers: 3280\n",
      "Request: 42, Number of followers: 3360\n",
      "Request: 43, Number of followers: 3440\n",
      "Request: 44, Number of followers: 3520\n",
      "Request: 45, Number of followers: 3600\n",
      "Request: 46, Number of followers: 3680\n",
      "Request: 47, Number of followers: 3760\n",
      "Request: 48, Number of followers: 3840\n",
      "Request: 49, Number of followers: 3920\n",
      "Request: 50, Number of followers: 4000\n",
      "Request: 51, Number of followers: 4080\n",
      "Request: 52, Number of followers: 4160\n",
      "Request: 53, Number of followers: 4240\n",
      "Request: 54, Number of followers: 4320\n",
      "Request: 55, Number of followers: 4400\n",
      "Request: 56, Number of followers: 4480\n",
      "Request: 57, Number of followers: 4560\n",
      "Request: 58, Number of followers: 4640\n",
      "Request: 59, Number of followers: 4720\n",
      "Request: 60, Number of followers: 4800\n",
      "Request: 61, Number of followers: 4880\n",
      "Request: 62, Number of followers: 4960\n",
      "Request: 63, Number of followers: 5040\n",
      "Request: 64, Number of followers: 5120\n",
      "Request: 65, Number of followers: 5200\n",
      "Request: 66, Number of followers: 5280\n",
      "Request: 67, Number of followers: 5360\n",
      "Request: 68, Number of followers: 5440\n",
      "Request: 69, Number of followers: 5520\n",
      "Request: 70, Number of followers: 5600\n",
      "Request: 71, Number of followers: 5680\n",
      "Request: 72, Number of followers: 5760\n",
      "Request: 73, Number of followers: 5840\n",
      "Request: 74, Number of followers: 5920\n",
      "Request: 75, Number of followers: 6000\n",
      "Request: 76, Number of followers: 6080\n",
      "Request: 77, Number of followers: 6160\n",
      "Request: 78, Number of followers: 6240\n",
      "Request: 79, Number of followers: 6320\n",
      "Request: 80, Number of followers: 6400\n",
      "Request: 81, Number of followers: 6480\n",
      "Request: 82, Number of followers: 6560\n",
      "Request: 83, Number of followers: 6640\n",
      "Request: 84, Number of followers: 6720\n",
      "Request: 85, Number of followers: 6800\n",
      "Request: 86, Number of followers: 6880\n",
      "Request: 87, Number of followers: 6960\n",
      "Request: 88, Number of followers: 7040\n",
      "Request: 89, Number of followers: 7120\n",
      "Request: 90, Number of followers: 7200\n",
      "Request: 91, Number of followers: 7280\n",
      "Request: 92, Number of followers: 7360\n",
      "Request: 93, Number of followers: 7440\n",
      "Request: 94, Number of followers: 7520\n",
      "Request: 95, Number of followers: 7600\n",
      "Request: 96, Number of followers: 7680\n",
      "Request: 97, Number of followers: 7760\n",
      "Request: 98, Number of followers: 7840\n",
      "Request: 99, Number of followers: 7920\n",
      "Request: 100, Number of followers: 8000\n",
      "Request: 101, Number of followers: 8080\n",
      "Request: 102, Number of followers: 8160\n",
      "Request: 103, Number of followers: 8240\n",
      "Request: 104, Number of followers: 8320\n",
      "Request: 105, Number of followers: 8400\n",
      "Request: 106, Number of followers: 8480\n",
      "Request: 107, Number of followers: 8560\n",
      "Request: 108, Number of followers: 8640\n",
      "Request: 109, Number of followers: 8720\n",
      "Request: 110, Number of followers: 8800\n",
      "Request: 111, Number of followers: 8880\n",
      "Request: 112, Number of followers: 8960\n",
      "Request: 113, Number of followers: 9040\n",
      "Request: 114, Number of followers: 9120\n",
      "Request: 115, Number of followers: 9200\n",
      "Request: 116, Number of followers: 9280\n",
      "Request: 117, Number of followers: 9360\n",
      "Request: 118, Number of followers: 9440\n",
      "Request: 119, Number of followers: 9520\n",
      "Request: 120, Number of followers: 9600\n",
      "Request: 121, Number of followers: 9680\n",
      "Request: 122, Number of followers: 9760\n",
      "Request: 123, Number of followers: 9840\n",
      "Request: 124, Number of followers: 9920\n",
      "Request: 125, Number of followers: 10000\n",
      "Request: 126, Number of followers: 10080\n",
      "Request: 127, Number of followers: 10160\n",
      "Request: 128, Number of followers: 10240\n",
      "Request: 129, Number of followers: 10320\n",
      "Request: 130, Number of followers: 10400\n",
      "Request: 131, Number of followers: 10480\n",
      "Request: 132, Number of followers: 10560\n",
      "Request: 133, Number of followers: 10630\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "10630"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "username = '@cfiesler@hci.social'\n",
    "server = 'hci.social'\n",
    "followers = get_followers_of_user(server, username)\n",
    "len(followers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "6e611d2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9851"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_followers = pd.DataFrame(followers)\n",
    "df_followers.username.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "6274dfa8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Request: 1, Number of accounts followed: 80\n",
      "Request: 2, Number of accounts followed: 160\n",
      "Request: 3, Number of accounts followed: 240\n",
      "Request: 4, Number of accounts followed: 320\n",
      "Request: 5, Number of accounts followed: 400\n",
      "Request: 6, Number of accounts followed: 406\n"
     ]
    },
    {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>username</th>\n",
       "      <th>acct</th>\n",
       "      <th>display_name</th>\n",
       "      <th>locked</th>\n",
       "      <th>bot</th>\n",
       "      <th>discoverable</th>\n",
       "      <th>group</th>\n",
       "      <th>created_at</th>\n",
       "      <th>note</th>\n",
       "      <th>...</th>\n",
       "      <th>header_static</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>following_count</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>last_status_at</th>\n",
       "      <th>emojis</th>\n",
       "      <th>fields</th>\n",
       "      <th>noindex</th>\n",
       "      <th>roles</th>\n",
       "      <th>moved</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>109248648687911826</td>\n",
       "      <td>jgarforth</td>\n",
       "      <td>jgarforth@mastodon.social</td>\n",
       "      <td>James Garforth</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-10-28T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;Teaches ethics / social responsibility to c...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>110336571001040048</td>\n",
       "      <td>schock</td>\n",
       "      <td>schock@mas.to</td>\n",
       "      <td>Sasha Costanza-Chock</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2023-01-02T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;Scholar, troublemaker, author of _Design Ju...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>31</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>2023-05-29</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'Pronouns', 'value': 'She/They/Elle'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110312064429057924</td>\n",
       "      <td>tarleton</td>\n",
       "      <td>tarleton@aoir.social</td>\n",
       "      <td>tarleton</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2023-05-04T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;I'm an independent-minded academic, critica...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>1849</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2023-05-04</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>108324261538023333</td>\n",
       "      <td>dsalo</td>\n",
       "      <td>dsalo@digipres.club</td>\n",
       "      <td>Dorothea \"LibSkrat\" Salo</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2019-01-26T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;Mutinous librarian, iSchool educator, jack-...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>1254</td>\n",
       "      <td>857</td>\n",
       "      <td>3804</td>\n",
       "      <td>2023-06-01</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'Website', 'value': '&lt;a href=\"https:...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>109362963049802357</td>\n",
       "      <td>ben</td>\n",
       "      <td>ben@learningscienc.es</td>\n",
       "      <td>Ben Shapiro</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2023-04-26T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;Not that one.&lt;br&gt;Learning Sciences research...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://hci.social/headers/original/missing.png</td>\n",
       "      <td>147</td>\n",
       "      <td>281</td>\n",
       "      <td>95</td>\n",
       "      <td>2023-06-01</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "      <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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>108326060209624978</td>\n",
       "      <td>pg</td>\n",
       "      <td>pg</td>\n",
       "      <td>Philip Guo</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-05-19T00:00:00.000Z</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>400</td>\n",
       "      <td>37</td>\n",
       "      <td>392</td>\n",
       "      <td>2023-06-01</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'url', 'value': '&lt;a href=\"https://pg...</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>108280517522446278</td>\n",
       "      <td>jbigham</td>\n",
       "      <td>jbigham</td>\n",
       "      <td>Jeffrey P. Bigham 🔥🔥</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-05-11T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;Professor of HCII and LTI at CMU SCS. Manag...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>2722</td>\n",
       "      <td>1117</td>\n",
       "      <td>2917</td>\n",
       "      <td>2023-06-02</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'www', 'value': '&lt;a href=\"https://ww...</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>108233111945670878</td>\n",
       "      <td>andresmh</td>\n",
       "      <td>andresmh</td>\n",
       "      <td>Andrés Monroy-Hernández</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-05-02T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;Director of Princeton HCI. Faculty at Princ...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>2392</td>\n",
       "      <td>786</td>\n",
       "      <td>4533</td>\n",
       "      <td>2023-06-02</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': '🌎 Website', 'value': '&lt;a href=\"http...</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'id': '3', 'name': 'Owner', 'color': ''}]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>108236223653826827</td>\n",
       "      <td>axz</td>\n",
       "      <td>axz</td>\n",
       "      <td>Amy Zhang</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-05-03T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;UW CSE professor 👩🏻‍🏫 PI &lt;span class=\"h-car...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>2276</td>\n",
       "      <td>1177</td>\n",
       "      <td>703</td>\n",
       "      <td>2023-06-01</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'Homepage', 'value': '&lt;a href=\"https...</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'id': '3', 'name': 'Owner', 'color': ''}]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>108280556926327188</td>\n",
       "      <td>bkeegan</td>\n",
       "      <td>bkeegan</td>\n",
       "      <td>Brian C. Keegan</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-05-11T00:00:00.000Z</td>\n",
       "      <td>&lt;p&gt;{Social, Data, Network, Information} Scient...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://storage.googleapis.com/hci-social-stor...</td>\n",
       "      <td>2584</td>\n",
       "      <td>1284</td>\n",
       "      <td>3167</td>\n",
       "      <td>2023-06-02</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'Website', 'value': '&lt;a href=\"https:...</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>406 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     id   username                       acct  \\\n",
       "0    109248648687911826  jgarforth  jgarforth@mastodon.social   \n",
       "1    110336571001040048     schock              schock@mas.to   \n",
       "2    110312064429057924   tarleton       tarleton@aoir.social   \n",
       "3    108324261538023333      dsalo        dsalo@digipres.club   \n",
       "4    109362963049802357        ben      ben@learningscienc.es   \n",
       "..                  ...        ...                        ...   \n",
       "401  108326060209624978         pg                         pg   \n",
       "402  108280517522446278    jbigham                    jbigham   \n",
       "403  108233111945670878   andresmh                   andresmh   \n",
       "404  108236223653826827        axz                        axz   \n",
       "405  108280556926327188    bkeegan                    bkeegan   \n",
       "\n",
       "                 display_name  locked    bot discoverable  group  \\\n",
       "0              James Garforth   False  False         True  False   \n",
       "1        Sasha Costanza-Chock   False  False         True  False   \n",
       "2                    tarleton   False  False        False  False   \n",
       "3    Dorothea \"LibSkrat\" Salo   False  False         True  False   \n",
       "4                 Ben Shapiro   False  False         True  False   \n",
       "..                        ...     ...    ...          ...    ...   \n",
       "401                Philip Guo   False  False        False  False   \n",
       "402      Jeffrey P. Bigham 🔥🔥   False  False         True  False   \n",
       "403   Andrés Monroy-Hernández   False  False         True  False   \n",
       "404                 Amy Zhang   False  False         True  False   \n",
       "405           Brian C. Keegan   False  False         True  False   \n",
       "\n",
       "                   created_at  \\\n",
       "0    2022-10-28T00:00:00.000Z   \n",
       "1    2023-01-02T00:00:00.000Z   \n",
       "2    2023-05-04T00:00:00.000Z   \n",
       "3    2019-01-26T00:00:00.000Z   \n",
       "4    2023-04-26T00:00:00.000Z   \n",
       "..                        ...   \n",
       "401  2022-05-19T00:00:00.000Z   \n",
       "402  2022-05-11T00:00:00.000Z   \n",
       "403  2022-05-02T00:00:00.000Z   \n",
       "404  2022-05-03T00:00:00.000Z   \n",
       "405  2022-05-11T00:00:00.000Z   \n",
       "\n",
       "                                                  note  ...  \\\n",
       "0    <p>Teaches ethics / social responsibility to c...  ...   \n",
       "1    <p>Scholar, troublemaker, author of _Design Ju...  ...   \n",
       "2    <p>I'm an independent-minded academic, critica...  ...   \n",
       "3    <p>Mutinous librarian, iSchool educator, jack-...  ...   \n",
       "4    <p>Not that one.<br>Learning Sciences research...  ...   \n",
       "..                                                 ...  ...   \n",
       "401                                                     ...   \n",
       "402  <p>Professor of HCII and LTI at CMU SCS. Manag...  ...   \n",
       "403  <p>Director of Princeton HCI. Faculty at Princ...  ...   \n",
       "404  <p>UW CSE professor 👩🏻‍🏫 PI <span class=\"h-car...  ...   \n",
       "405  <p>{Social, Data, Network, Information} Scient...  ...   \n",
       "\n",
       "                                         header_static followers_count  \\\n",
       "0    https://storage.googleapis.com/hci-social-stor...              21   \n",
       "1    https://storage.googleapis.com/hci-social-stor...              31   \n",
       "2    https://storage.googleapis.com/hci-social-stor...            1849   \n",
       "3    https://storage.googleapis.com/hci-social-stor...            1254   \n",
       "4      https://hci.social/headers/original/missing.png             147   \n",
       "..                                                 ...             ...   \n",
       "401  https://storage.googleapis.com/hci-social-stor...             400   \n",
       "402  https://storage.googleapis.com/hci-social-stor...            2722   \n",
       "403  https://storage.googleapis.com/hci-social-stor...            2392   \n",
       "404  https://storage.googleapis.com/hci-social-stor...            2276   \n",
       "405  https://storage.googleapis.com/hci-social-stor...            2584   \n",
       "\n",
       "    following_count statuses_count last_status_at  emojis  \\\n",
       "0                26              1           None      []   \n",
       "1                13              8     2023-05-29      []   \n",
       "2                 7              1     2023-05-04      []   \n",
       "3               857           3804     2023-06-01      []   \n",
       "4               281             95     2023-06-01      []   \n",
       "..              ...            ...            ...     ...   \n",
       "401              37            392     2023-06-01      []   \n",
       "402            1117           2917     2023-06-02      []   \n",
       "403             786           4533     2023-06-02      []   \n",
       "404            1177            703     2023-06-01      []   \n",
       "405            1284           3167     2023-06-02      []   \n",
       "\n",
       "                                                fields  noindex  \\\n",
       "0                                                   []      NaN   \n",
       "1    [{'name': 'Pronouns', 'value': 'She/They/Elle'...      NaN   \n",
       "2                                                   []      NaN   \n",
       "3    [{'name': 'Website', 'value': '<a href=\"https:...      NaN   \n",
       "4                                                   []      NaN   \n",
       "..                                                 ...      ...   \n",
       "401  [{'name': 'url', 'value': '<a href=\"https://pg...    False   \n",
       "402  [{'name': 'www', 'value': '<a href=\"https://ww...    False   \n",
       "403  [{'name': '🌎 Website', 'value': '<a href=\"http...    False   \n",
       "404  [{'name': 'Homepage', 'value': '<a href=\"https...    False   \n",
       "405  [{'name': 'Website', 'value': '<a href=\"https:...    False   \n",
       "\n",
       "                                           roles moved  \n",
       "0                                            NaN   NaN  \n",
       "1                                            NaN   NaN  \n",
       "2                                            NaN   NaN  \n",
       "3                                            NaN   NaN  \n",
       "4                                            NaN   NaN  \n",
       "..                                           ...   ...  \n",
       "401                                           []   NaN  \n",
       "402                                           []   NaN  \n",
       "403  [{'id': '3', 'name': 'Owner', 'color': ''}]   NaN  \n",
       "404  [{'id': '3', 'name': 'Owner', 'color': ''}]   NaN  \n",
       "405                                           []   NaN  \n",
       "\n",
       "[406 rows x 24 columns]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_following = pd.DataFrame(get_accounts_followed_by_user(server, username))\n",
    "df_following"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "cc3a04f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200 OK]>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "username = '@cfiesler@hci.social'\n",
    "account = parse(client.get(\"https://hci.social/api/v1/accounts/lookup?acct={}\".format(username)))\n",
    "id_ = account['id']\n",
    "results = client.get(\"https://hci.social/api/v1/accounts/{}/followers?limit=80\".format(id_))\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "50a57861",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(80, '109248525508716712')"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "followers = parse(results)\n",
    "len(followers), id_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "644b9912",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Headers([('date', 'Fri, 02 Jun 2023 09:06:48 GMT'), ('content-type', 'application/json; charset=utf-8'), ('transfer-encoding', 'chunked'), ('connection', 'keep-alive'), ('vary', 'Accept-Encoding'), ('server', 'Mastodon'), ('x-frame-options', 'DENY'), ('x-content-type-options', 'nosniff'), ('x-xss-protection', '0'), ('permissions-policy', 'interest-cohort=()'), ('referrer-policy', 'same-origin'), ('x-ratelimit-limit', '300'), ('x-ratelimit-remaining', '296'), ('x-ratelimit-reset', '2023-06-02T09:10:00.897672Z'), ('cache-control', 'private, no-store'), ('vary', 'Accept, Origin'), ('link', '<https://hci.social/api/v1/accounts/109248525508716712/followers?limit=80&max_id=204507>; rel=\"next\", <https://hci.social/api/v1/accounts/109248525508716712/followers?limit=80&since_id=205246>; rel=\"prev\"'), ('etag', 'W/\"9c7d75e5408ce18cabccec2b30fe6908\"'), ('content-security-policy', \"default-src 'none'; frame-ancestors 'none'; form-action 'none'\"), ('x-request-id', 'f0881614-b115-4f99-994c-59e9c98b36c7'), ('x-runtime', '0.260025'), ('strict-transport-security', 'max-age=63072000; includeSubDomains'), ('x-cached', 'MISS'), ('strict-transport-security', 'max-age=31536000'), ('content-encoding', 'gzip')])"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "a98253bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://hci.social/api/v1/accounts/109248525508716712/followers?limit=80&max_id=204507'"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "next_url = results.headers['link'].split('<')[1].split('>')[0]\n",
    "next_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "edc24ec1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200 OK]>"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page_2 = client.get(next_url)\n",
    "page_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "5f527dcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "80"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page_2_followers = parse(page_2)\n",
    "len(page_2_followers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "3370bb54",
   "metadata": {},
   "outputs": [
    {
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       "  'note': '<p>Assistant Professor of Broadcasting @<a href=\"https://sciences.social/tags/SQU\" class=\"mention hashtag\" rel=\"tag\">#<span>SQU</span></a> @<a href=\"https://sciences.social/tags/squcass\" class=\"mention hashtag\" rel=\"tag\">#<span>squcass</span></a> Fulbrighter, \\u2028@fulbrightassoc\\u2028 Aucian, @<a href=\"https://sciences.social/tags/aucegypt\" class=\"mention hashtag\" rel=\"tag\">#<span>aucegypt</span></a> \\u2028@Fordfoundation\\u2028 Fellow, Hiekal Fellow. Visiting to \\u2028@NYU\\u2028@Maryland</p>',\n",
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       "  'note': '<p>Sociologist. Professor at <a href=\"https://sciences.social/tags/NMSU\" class=\"mention hashtag\" rel=\"tag\">#<span>NMSU</span></a>, Lead of <a href=\"https://sciences.social/tags/NMSU\" class=\"mention hashtag\" rel=\"tag\">#<span>NMSU</span></a> <a href=\"https://sciences.social/tags/DaSA\" class=\"mention hashtag\" rel=\"tag\">#<span>DaSA</span></a>. </p><p>Researching questions on <a href=\"https://sciences.social/tags/cognition\" class=\"mention hashtag\" rel=\"tag\">#<span>cognition</span></a> &amp; <a href=\"https://sciences.social/tags/measurement\" class=\"mention hashtag\" rel=\"tag\">#<span>measurement</span></a> in the sociology of culture. <a href=\"https://sciences.social/tags/Rstats\" class=\"mention hashtag\" rel=\"tag\">#<span>Rstats</span></a>, <a href=\"https://sciences.social/tags/NLP\" class=\"mention hashtag\" rel=\"tag\">#<span>NLP</span></a>, &amp; <a href=\"https://sciences.social/tags/dataviz\" class=\"mention hashtag\" rel=\"tag\">#<span>dataviz</span></a> for the win.</p><p>All posts are mine and do not reflect the positions of my employer.</p>',\n",
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       "   {'name': 'Software',\n",
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       " {'id': '109370604620155625',\n",
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       "  'group': False,\n",
       "  'created_at': '2022-11-19T00:00:00.000Z',\n",
       "  'note': '<p>Tech policy &amp; social media research.</p><p>Was --&gt; UK civil servant (counterdisinfo @ no10 downing street, brexit + data @ DCMS), PhD in sociology of emotion &amp; rationality online.</p><p>Now --&gt; freelance, based in Berlin, mostly worrying about social media unpleasantness &amp; regulation of AI, founder @ The Data Skills Consultancy.</p><p>www.oliver-marsh.com</p>',\n",
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       "  'note': '<p>Professor of Sociology at DIGSUM, Umeå University, Sweden</p><p>Critical Theory • Technopolitics • Social Media • AI, Algorithms, Automation •  Activism • Computational Methods</p>',\n",
       "  'url': 'https://sciences.social/@simonlindgren',\n",
       "  'avatar': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/290/948/326/417/263/original/63956fbb45310b60.png',\n",
       "  'avatar_static': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/290/948/326/417/263/original/63956fbb45310b60.png',\n",
       "  'header': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/290/948/326/417/263/original/6a3e94f842315687.png',\n",
       "  'header_static': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/290/948/326/417/263/original/6a3e94f842315687.png',\n",
       "  'followers_count': 963,\n",
       "  'following_count': 925,\n",
       "  'statuses_count': 108,\n",
       "  'last_status_at': '2023-05-04',\n",
       "  'noindex': False,\n",
       "  'emojis': [],\n",
       "  'roles': [{'id': '1', 'name': 'Moderator', 'color': ''}],\n",
       "  'fields': [{'name': 'HOME',\n",
       "    'value': 'simonlindgren.com',\n",
       "    'verified_at': None},\n",
       "   {'name': 'DIGSUM', 'value': 'digsum.org', 'verified_at': None},\n",
       "   {'name': 'JDSR', 'value': 'jdsr.io', 'verified_at': None},\n",
       "   {'name': 'UMU', 'value': 'Umeå University, Sweden', 'verified_at': None}]},\n",
       " {'id': '109291759709920937',\n",
       "  'username': 'omarlizardo',\n",
       "  'acct': 'omarlizardo',\n",
       "  'display_name': 'Omar Lizardo',\n",
       "  'locked': False,\n",
       "  'bot': False,\n",
       "  'discoverable': True,\n",
       "  'group': False,\n",
       "  'created_at': '2022-11-05T00:00:00.000Z',\n",
       "  'note': '<p>Professor of Sociology, UCLA</p><p>I study <a href=\"https://sciences.social/tags/culture\" class=\"mention hashtag\" rel=\"tag\">#<span>culture</span></a>, <a href=\"https://sciences.social/tags/cognition\" class=\"mention hashtag\" rel=\"tag\">#<span>cognition</span></a>, <a href=\"https://sciences.social/tags/networks\" class=\"mention hashtag\" rel=\"tag\">#<span>networks</span></a>, <a href=\"https://sciences.social/tags/socialtheory\" class=\"mention hashtag\" rel=\"tag\">#<span>socialtheory</span></a>, <a href=\"https://sciences.social/tags/consumption\" class=\"mention hashtag\" rel=\"tag\">#<span>consumption</span></a>, <a href=\"https://sciences.social/tags/institutions\" class=\"mention hashtag\" rel=\"tag\">#<span>institutions</span></a>, formal <a href=\"https://sciences.social/tags/methods\" class=\"mention hashtag\" rel=\"tag\">#<span>methods</span></a>, and <a href=\"https://sciences.social/tags/organization\" class=\"mention hashtag\" rel=\"tag\">#<span>organization</span></a></p>',\n",
       "  'url': 'https://sciences.social/@omarlizardo',\n",
       "  'avatar': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/291/759/709/920/937/original/666d6a55702d0f19.png',\n",
       "  'avatar_static': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/291/759/709/920/937/original/666d6a55702d0f19.png',\n",
       "  'header': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/291/759/709/920/937/original/722bcfbd36768203.jpg',\n",
       "  'header_static': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/291/759/709/920/937/original/722bcfbd36768203.jpg',\n",
       "  'followers_count': 1055,\n",
       "  'following_count': 707,\n",
       "  'statuses_count': 1454,\n",
       "  'last_status_at': '2023-06-02',\n",
       "  'noindex': False,\n",
       "  'emojis': [],\n",
       "  'roles': [],\n",
       "  'fields': [{'name': 'Pronouns', 'value': 'He/Him', 'verified_at': None},\n",
       "   {'name': 'Scholar',\n",
       "    'value': '<a href=\"https://scholar.google.com/citations?user=Lt5nMNkAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"ellipsis\">scholar.google.com/citations?u</span><span class=\"invisible\">ser=Lt5nMNkAAAAJ&amp;hl=en</span></a>',\n",
       "    'verified_at': None},\n",
       "   {'name': 'Academic',\n",
       "    'value': '<a href=\"http://olizardo.bol.ucla.edu/\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">http://</span><span class=\"\">olizardo.bol.ucla.edu/</span><span class=\"invisible\"></span></a>',\n",
       "    'verified_at': '2022-11-06T20:17:33.539+00:00'},\n",
       "   {'name': 'Orcid',\n",
       "    'value': '<a href=\"https://orcid.org/my-orcid?orcid=0000-0002-5405-3007\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"ellipsis\">orcid.org/my-orcid?orcid=0000-</span><span class=\"invisible\">0002-5405-3007</span></a>',\n",
       "    'verified_at': None}]},\n",
       " {'id': '109281406539023952',\n",
       "  'username': 'rlynnphd',\n",
       "  'acct': 'rlynnphd',\n",
       "  'display_name': 'Randy Lynn',\n",
       "  'locked': False,\n",
       "  'bot': False,\n",
       "  'discoverable': True,\n",
       "  'group': False,\n",
       "  'created_at': '2022-11-03T00:00:00.000Z',\n",
       "  'note': '<p>Sociologist studying democracy, social movements, and how to make the world a little less of a dumpster fire <a href=\"https://sciences.social/tags/sociology\" class=\"mention hashtag\" rel=\"tag\">#<span>sociology</span></a> <a href=\"https://sciences.social/tags/politicalscience\" class=\"mention hashtag\" rel=\"tag\">#<span>politicalscience</span></a> <a href=\"https://sciences.social/tags/democracy\" class=\"mention hashtag\" rel=\"tag\">#<span>democracy</span></a> <a href=\"https://sciences.social/tags/socialmovements\" class=\"mention hashtag\" rel=\"tag\">#<span>socialmovements</span></a> <a href=\"https://sciences.social/tags/humanrights\" class=\"mention hashtag\" rel=\"tag\">#<span>humanrights</span></a> <a href=\"https://sciences.social/tags/globalization\" class=\"mention hashtag\" rel=\"tag\">#<span>globalization</span></a></p>',\n",
       "  'url': 'https://sciences.social/@rlynnphd',\n",
       "  'avatar': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/281/406/539/023/952/original/7cbea96ca1a84f97.jpg',\n",
       "  'avatar_static': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/281/406/539/023/952/original/7cbea96ca1a84f97.jpg',\n",
       "  'header': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/281/406/539/023/952/original/aaf409e0a23b5358.jpg',\n",
       "  'header_static': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/281/406/539/023/952/original/aaf409e0a23b5358.jpg',\n",
       "  'followers_count': 350,\n",
       "  'following_count': 338,\n",
       "  'statuses_count': 4,\n",
       "  'last_status_at': '2022-11-11',\n",
       "  'noindex': False,\n",
       "  'emojis': [],\n",
       "  'roles': [],\n",
       "  'fields': []},\n",
       " {'id': '109274718490994257',\n",
       "  'username': 'jimiadams',\n",
       "  'acct': 'jimiadams',\n",
       "  'display_name': 'jimi adams',\n",
       "  'locked': False,\n",
       "  'bot': False,\n",
       "  'discoverable': True,\n",
       "  'group': False,\n",
       "  'created_at': '2022-11-02T00:00:00.000Z',\n",
       "  'note': '<p>sociologist working in public health, misses travel, tsundoku enthusiast, never quite sure which way is up, I wrote this - <a href=\"https://us.sagepub.com/en-us/nam/gathering-social-network-data/book260973\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><span class=\"invisible\">https://</span><span class=\"ellipsis\">us.sagepub.com/en-us/nam/gathe</span><span class=\"invisible\">ring-social-network-data/book260973</span></a> <a href=\"https://sciences.social/tags/SNA\" class=\"mention hashtag\" rel=\"tag\">#<span>SNA</span></a> <a href=\"https://sciences.social/tags/RStats\" class=\"mention hashtag\" rel=\"tag\">#<span>RStats</span></a> <a href=\"https://sciences.social/tags/sociology\" class=\"mention hashtag\" rel=\"tag\">#<span>sociology</span></a> <a href=\"https://sciences.social/tags/PopulationHealth\" class=\"mention hashtag\" rel=\"tag\">#<span>PopulationHealth</span></a> <a href=\"https://sciences.social/tags/ScienceStudies\" class=\"mention hashtag\" rel=\"tag\">#<span>ScienceStudies</span></a></p>',\n",
       "  'url': 'https://sciences.social/@jimiadams',\n",
       "  'avatar': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/274/718/490/994/257/original/17e90c7e85fda7d1.jpeg',\n",
       "  'avatar_static': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/274/718/490/994/257/original/17e90c7e85fda7d1.jpeg',\n",
       "  'header': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/274/718/490/994/257/original/e831166184dee54a.jpeg',\n",
       "  'header_static': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/274/718/490/994/257/original/e831166184dee54a.jpeg',\n",
       "  'followers_count': 756,\n",
       "  'following_count': 262,\n",
       "  'statuses_count': 326,\n",
       "  'last_status_at': '2023-05-31',\n",
       "  'noindex': False,\n",
       "  'emojis': [],\n",
       "  'roles': [],\n",
       "  'fields': [{'name': 'website',\n",
       "    'value': '<a href=\"https://jimiadams.github.io/\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">jimiadams.github.io/</span><span class=\"invisible\"></span></a>',\n",
       "    'verified_at': '2022-11-08T17:37:48.680+00:00'},\n",
       "   {'name': 'GitHub',\n",
       "    'value': '<a href=\"https://github.com/jimiadams\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">github.com/jimiadams</span><span class=\"invisible\"></span></a>',\n",
       "    'verified_at': None},\n",
       "   {'name': 'g-Scholar',\n",
       "    'value': '<a href=\"https://scholar.google.com/citations?user=G-u6TvEAAAAJ\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"ellipsis\">scholar.google.com/citations?u</span><span class=\"invisible\">ser=G-u6TvEAAAAJ</span></a>',\n",
       "    'verified_at': None},\n",
       "   {'name': 'ORCiD',\n",
       "    'value': '<a href=\"https://orcid.org/0000-0001-5043-1149\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">orcid.org/0000-0001-5043-1149</span><span class=\"invisible\"></span></a>',\n",
       "    'verified_at': None}]},\n",
       " {'id': '109270917383429902',\n",
       "  'username': 'Evan_Stewart',\n",
       "  'acct': 'Evan_Stewart',\n",
       "  'display_name': 'Evan Stewart',\n",
       "  'locked': False,\n",
       "  'bot': False,\n",
       "  'discoverable': True,\n",
       "  'group': False,\n",
       "  'created_at': '2022-11-01T00:00:00.000Z',\n",
       "  'note': '<p>Assistant Prof. at UMass Boston <a href=\"https://sciences.social/tags/Sociology\" class=\"mention hashtag\" rel=\"tag\">#<span>Sociology</span></a></p><p>Studies <a href=\"https://sciences.social/tags/religion\" class=\"mention hashtag\" rel=\"tag\">#<span>religion</span></a> in public life, disaffiliation, <a href=\"https://sciences.social/tags/diversity\" class=\"mention hashtag\" rel=\"tag\">#<span>diversity</span></a> &amp; belonging in <a href=\"https://sciences.social/tags/publicopinion\" class=\"mention hashtag\" rel=\"tag\">#<span>publicopinion</span></a></p>',\n",
       "  'url': 'https://sciences.social/@Evan_Stewart',\n",
       "  'avatar': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/270/917/383/429/902/original/740c21d65504164f.jpg',\n",
       "  'avatar_static': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/270/917/383/429/902/original/740c21d65504164f.jpg',\n",
       "  'header': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/270/917/383/429/902/original/bef479702669696a.jpeg',\n",
       "  'header_static': 'https://cdn.masto.host/sciencessocial/accounts/headers/109/270/917/383/429/902/original/bef479702669696a.jpeg',\n",
       "  'followers_count': 467,\n",
       "  'following_count': 145,\n",
       "  'statuses_count': 69,\n",
       "  'last_status_at': '2023-05-04',\n",
       "  'noindex': False,\n",
       "  'emojis': [],\n",
       "  'roles': [],\n",
       "  'fields': [{'name': 'Website',\n",
       "    'value': '<a href=\"https://www.evan-stewart.com/\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://www.</span><span class=\"\">evan-stewart.com/</span><span class=\"invisible\"></span></a>',\n",
       "    'verified_at': '2022-11-02T02:17:52.258+00:00'},\n",
       "   {'name': 'G. Scholar',\n",
       "    'value': '<a href=\"https://scholar.google.com/citations?user=c2Sw5igAAAAJ&amp;hl=en&amp;authuser=1&amp;oi=ao\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"ellipsis\">scholar.google.com/citations?u</span><span class=\"invisible\">ser=c2Sw5igAAAAJ&amp;hl=en&amp;authuser=1&amp;oi=ao</span></a>',\n",
       "    'verified_at': None},\n",
       "   {'name': 'Post',\n",
       "    'value': '<a href=\"https://post.news/evanstewart\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">post.news/evanstewart</span><span class=\"invisible\"></span></a>',\n",
       "    'verified_at': None}]}]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page_2_followers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "cf1a0c97",
   "metadata": {},
   "outputs": [],
   "source": [
    "instance = \"https://sciences.social\"\n",
    "mastodon = Mastodon( api_base_url=instance, access_token=token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "a000e979",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 109274913869213582,\n",
       " 'username': 'cfiesler',\n",
       " 'acct': 'cfiesler@hci.social',\n",
       " 'display_name': 'Dr. Casey Fiesler',\n",
       " 'locked': False,\n",
       " 'bot': False,\n",
       " 'discoverable': True,\n",
       " 'group': False,\n",
       " 'created_at': datetime.datetime(2022, 10, 28, 0, 0, tzinfo=tzutc()),\n",
       " 'note': '<p>information science prof at university of colorado boulder, social computing / tech ethics researcher, exceptionally minuscule tiktok star, fangirl / geek, she/her</p>',\n",
       " 'url': 'https://hci.social/@cfiesler',\n",
       " 'avatar': 'https://cdn.masto.host/sciencessocial/cache/accounts/avatars/109/274/913/869/213/582/original/a565172c9eb85a78.jpeg',\n",
       " 'avatar_static': 'https://cdn.masto.host/sciencessocial/cache/accounts/avatars/109/274/913/869/213/582/original/a565172c9eb85a78.jpeg',\n",
       " 'header': 'https://cdn.masto.host/sciencessocial/cache/accounts/headers/109/274/913/869/213/582/original/ea18f1315f81f8fb.gif',\n",
       " 'header_static': 'https://cdn.masto.host/sciencessocial/cache/accounts/headers/109/274/913/869/213/582/static/ea18f1315f81f8fb.png',\n",
       " 'followers_count': 10483,\n",
       " 'following_count': 406,\n",
       " 'statuses_count': 1390,\n",
       " 'last_status_at': datetime.datetime(2023, 5, 31, 0, 0),\n",
       " 'emojis': [],\n",
       " 'fields': [{'name': '🌎 Website',\n",
       "   'value': '<a href=\"https://caseyfiesler.com/\" rel=\"nofollow noopener noreferrer\" target=\"_blank\"><span class=\"invisible\">https://</span><span class=\"\">caseyfiesler.com/</span><span class=\"invisible\"></span></a>',\n",
       "   'verified_at': '2023-05-23T08:44:18.979+00:00'},\n",
       "  {'name': '🎓 Publications',\n",
       "   'value': '<a href=\"https://scholar.google.com/citations?user=D9LfKkAe7d0C&amp;hl=en\" rel=\"nofollow noopener noreferrer\" target=\"_blank\"><span class=\"invisible\">https://</span><span class=\"ellipsis\">scholar.google.com/citations?u</span><span class=\"invisible\">ser=D9LfKkAe7d0C&amp;hl=en</span></a>',\n",
       "   'verified_at': None},\n",
       "  {'name': '🕺 TikTok',\n",
       "   'value': '<a href=\"https://www.tiktok.com/@professorcasey\" rel=\"nofollow noopener noreferrer\" target=\"_blank\"><span class=\"invisible\">https://www.</span><span class=\"\">tiktok.com/@professorcasey</span><span class=\"invisible\"></span></a>',\n",
       "   'verified_at': None}]}"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mastodon.account_lookup('@cfiesler@hci.social')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "23d97e00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "followers = mastodon.account_followers('109274913869213582')\n",
    "len(followers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "465a0ce2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'id': 109334421628967389,\n",
       "  'username': 'anmolpanda',\n",
       "  'acct': 'anmolpanda',\n",
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       "  'bot': False,\n",
       "  'discoverable': None,\n",
       "  'group': False,\n",
       "  'created_at': datetime.datetime(2022, 11, 13, 0, 0, tzinfo=tzutc()),\n",
       "  'note': '',\n",
       "  'url': 'https://sciences.social/@anmolpanda',\n",
       "  'avatar': 'https://sciences.social/avatars/original/missing.png',\n",
       "  'avatar_static': 'https://sciences.social/avatars/original/missing.png',\n",
       "  'header': 'https://sciences.social/headers/original/missing.png',\n",
       "  'header_static': 'https://sciences.social/headers/original/missing.png',\n",
       "  'followers_count': 0,\n",
       "  'following_count': 4,\n",
       "  'statuses_count': 22,\n",
       "  'last_status_at': datetime.datetime(2023, 5, 31, 0, 0),\n",
       "  'noindex': False,\n",
       "  'emojis': [],\n",
       "  'roles': [],\n",
       "  'fields': []},\n",
       " {'id': 110383805124278721,\n",
       "  'username': 'jcschwieter',\n",
       "  'acct': 'jcschwieter',\n",
       "  'display_name': 'Christian Schwieter',\n",
       "  'locked': False,\n",
       "  'bot': False,\n",
       "  'discoverable': True,\n",
       "  'group': False,\n",
       "  'created_at': datetime.datetime(2023, 5, 17, 0, 0, tzinfo=tzutc()),\n",
       "  'note': '<p>PhD Candidate in Media &amp; Comms @ Stockholm University / Fellow Institute for Strategic Dialogue / xAdviser DCMS Select Committee UK House of Commons / xResearcher &amp; alumnus Oxford Internet Institute / Views my own.</p>',\n",
       "  'url': 'https://sciences.social/@jcschwieter',\n",
       "  'avatar': 'https://cdn.masto.host/sciencessocial/accounts/avatars/110/383/805/124/278/721/original/8c392ce07df81e87.png',\n",
       "  'avatar_static': 'https://cdn.masto.host/sciencessocial/accounts/avatars/110/383/805/124/278/721/original/8c392ce07df81e87.png',\n",
       "  'header': 'https://cdn.masto.host/sciencessocial/accounts/headers/110/383/805/124/278/721/original/08da3c8c2b28e6a5.jpeg',\n",
       "  'header_static': 'https://cdn.masto.host/sciencessocial/accounts/headers/110/383/805/124/278/721/original/08da3c8c2b28e6a5.jpeg',\n",
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       "  'following_count': 349,\n",
       "  'statuses_count': 1,\n",
       "  'last_status_at': datetime.datetime(2023, 5, 27, 0, 0),\n",
       "  'noindex': False,\n",
       "  'emojis': [],\n",
       "  'roles': [],\n",
       "  'fields': []},\n",
       " {'id': 110299127554363455,\n",
       "  'username': 'shanapote',\n",
       "  'acct': 'shanapote',\n",
       "  'display_name': 'Shana Pote',\n",
       "  'locked': False,\n",
       "  'bot': False,\n",
       "  'discoverable': None,\n",
       "  'group': False,\n",
       "  'created_at': datetime.datetime(2023, 5, 2, 0, 0, tzinfo=tzutc()),\n",
       "  'note': '',\n",
       "  'url': 'https://sciences.social/@shanapote',\n",
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       " {'id': 109398305181061564,\n",
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       "  'group': False,\n",
       "  'created_at': datetime.datetime(2022, 11, 24, 0, 0, tzinfo=tzutc()),\n",
       "  'note': '<p>Researching, designing, and prototyping how we can reach the <a href=\"https://sciences.social/tags/SDGs\" class=\"mention hashtag\" rel=\"tag\">#<span>SDGs</span></a> and prevent and respond to crises through <a href=\"https://sciences.social/tags/DataScience\" class=\"mention hashtag\" rel=\"tag\">#<span>DataScience</span></a> and <a href=\"https://sciences.social/tags/ArtificialIntelligence\" class=\"mention hashtag\" rel=\"tag\">#<span>ArtificialIntelligence</span></a> and their intersection with <a href=\"https://sciences.social/tags/SocialInnovation\" class=\"mention hashtag\" rel=\"tag\">#<span>SocialInnovation</span></a>, <a href=\"https://sciences.social/tags/SocialScience\" class=\"mention hashtag\" rel=\"tag\">#<span>SocialScience</span></a>, and <a href=\"https://sciences.social/tags/BehaviouralScience\" class=\"mention hashtag\" rel=\"tag\">#<span>BehaviouralScience</span></a>.</p><p>Interested in <a href=\"https://sciences.social/tags/HistoricalSociology\" class=\"mention hashtag\" rel=\"tag\">#<span>HistoricalSociology</span></a> and <a href=\"https://sciences.social/tags/InternationalRelations\" class=\"mention hashtag\" rel=\"tag\">#<span>InternationalRelations</span></a>, particularly long-term <a href=\"https://sciences.social/tags/SocialChange\" class=\"mention hashtag\" rel=\"tag\">#<span>SocialChange</span></a> and <a href=\"https://sciences.social/tags/FigurationalSociology\" class=\"mention hashtag\" rel=\"tag\">#<span>FigurationalSociology</span></a>. Big believer in mission-driven innovation.</p><p><a href=\"https://sciences.social/tags/Sociologist\" class=\"mention hashtag\" rel=\"tag\">#<span>Sociologist</span></a> looking for a new job after a decade with <a href=\"https://sciences.social/tags/UnitedNations\" class=\"mention hashtag\" rel=\"tag\">#<span>UnitedNations</span></a>. Father of three.</p>',\n",
       "  'url': 'https://sciences.social/@ReneCNielsen',\n",
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       "  'header': 'https://sciences.social/headers/original/missing.png',\n",
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       "  'followers_count': 558,\n",
       "  'following_count': 1643,\n",
       "  'statuses_count': 13,\n",
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       "   {'name': 'Twitter',\n",
       "    'value': '<a href=\"https://twitter.com/ReneCNielsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">twitter.com/ReneCNielsen</span><span class=\"invisible\"></span></a>',\n",
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       "   {'name': 'Where to find me',\n",
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      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "followers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "28393939",
   "metadata": {},
   "outputs": [],
   "source": [
    "followers_page_2 = mastodon.account_followers(id='109274913869213582', min_id=followers[-1]['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "b5cb32f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(followers_page_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "3403cc40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 109398305181061564,\n",
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       " 'group': False,\n",
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       "   'value': '<a href=\"https://twitter.com/ReneCNielsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">twitter.com/ReneCNielsen</span><span class=\"invisible\"></span></a>',\n",
       "   'verified_at': None},\n",
       "  {'name': 'Where to find me',\n",
       "   'value': '<a href=\"https://wheretofind.me/@ReneCNielsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">wheretofind.me/@ReneCNielsen</span><span class=\"invisible\"></span></a>',\n",
       "   'verified_at': '2022-12-19T15:46:18.946+00:00'},\n",
       "  {'name': 'Pronouns', 'value': 'he/him', 'verified_at': None}]}"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "followers[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "c862f581",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 109398305181061564,\n",
       " 'username': 'ReneCNielsen',\n",
       " 'acct': 'ReneCNielsen',\n",
       " 'display_name': 'René Clausen Nielsen',\n",
       " 'locked': False,\n",
       " 'bot': False,\n",
       " 'discoverable': True,\n",
       " 'group': False,\n",
       " 'created_at': datetime.datetime(2022, 11, 24, 0, 0, tzinfo=tzutc()),\n",
       " 'note': '<p>Researching, designing, and prototyping how we can reach the <a href=\"https://sciences.social/tags/SDGs\" class=\"mention hashtag\" rel=\"tag\">#<span>SDGs</span></a> and prevent and respond to crises through <a href=\"https://sciences.social/tags/DataScience\" class=\"mention hashtag\" rel=\"tag\">#<span>DataScience</span></a> and <a href=\"https://sciences.social/tags/ArtificialIntelligence\" class=\"mention hashtag\" rel=\"tag\">#<span>ArtificialIntelligence</span></a> and their intersection with <a href=\"https://sciences.social/tags/SocialInnovation\" class=\"mention hashtag\" rel=\"tag\">#<span>SocialInnovation</span></a>, <a href=\"https://sciences.social/tags/SocialScience\" class=\"mention hashtag\" rel=\"tag\">#<span>SocialScience</span></a>, and <a href=\"https://sciences.social/tags/BehaviouralScience\" class=\"mention hashtag\" rel=\"tag\">#<span>BehaviouralScience</span></a>.</p><p>Interested in <a href=\"https://sciences.social/tags/HistoricalSociology\" class=\"mention hashtag\" rel=\"tag\">#<span>HistoricalSociology</span></a> and <a href=\"https://sciences.social/tags/InternationalRelations\" class=\"mention hashtag\" rel=\"tag\">#<span>InternationalRelations</span></a>, particularly long-term <a href=\"https://sciences.social/tags/SocialChange\" class=\"mention hashtag\" rel=\"tag\">#<span>SocialChange</span></a> and <a href=\"https://sciences.social/tags/FigurationalSociology\" class=\"mention hashtag\" rel=\"tag\">#<span>FigurationalSociology</span></a>. Big believer in mission-driven innovation.</p><p><a href=\"https://sciences.social/tags/Sociologist\" class=\"mention hashtag\" rel=\"tag\">#<span>Sociologist</span></a> looking for a new job after a decade with <a href=\"https://sciences.social/tags/UnitedNations\" class=\"mention hashtag\" rel=\"tag\">#<span>UnitedNations</span></a>. Father of three.</p>',\n",
       " 'url': 'https://sciences.social/@ReneCNielsen',\n",
       " 'avatar': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/398/305/181/061/564/original/f3661435f06341d8.jpeg',\n",
       " 'avatar_static': 'https://cdn.masto.host/sciencessocial/accounts/avatars/109/398/305/181/061/564/original/f3661435f06341d8.jpeg',\n",
       " 'header': 'https://sciences.social/headers/original/missing.png',\n",
       " 'header_static': 'https://sciences.social/headers/original/missing.png',\n",
       " 'followers_count': 558,\n",
       " 'following_count': 1643,\n",
       " 'statuses_count': 13,\n",
       " 'last_status_at': datetime.datetime(2023, 2, 11, 0, 0),\n",
       " 'noindex': False,\n",
       " 'emojis': [],\n",
       " 'roles': [],\n",
       " 'fields': [{'name': 'LinkedIn',\n",
       "   'value': '<a href=\"https://www.linkedin.com/in/renecnielsen/\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://www.</span><span class=\"\">linkedin.com/in/renecnielsen/</span><span class=\"invisible\"></span></a>',\n",
       "   'verified_at': None},\n",
       "  {'name': 'Twitter',\n",
       "   'value': '<a href=\"https://twitter.com/ReneCNielsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">twitter.com/ReneCNielsen</span><span class=\"invisible\"></span></a>',\n",
       "   'verified_at': None},\n",
       "  {'name': 'Where to find me',\n",
       "   'value': '<a href=\"https://wheretofind.me/@ReneCNielsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer me\"><span class=\"invisible\">https://</span><span class=\"\">wheretofind.me/@ReneCNielsen</span><span class=\"invisible\"></span></a>',\n",
       "   'verified_at': '2022-12-19T15:46:18.946+00:00'},\n",
       "  {'name': 'Pronouns', 'value': 'he/him', 'verified_at': None}]}"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "followers_page_2[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "8862ab76",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "got an unexpected keyword argument 'id'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[0;32mIn [62]\u001b[0m, in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m end_date \u001b[38;5;241m=\u001b[39m datetime(\u001b[38;5;241m2023\u001b[39m,\u001b[38;5;241m5\u001b[39m,\u001b[38;5;241m31\u001b[39m)\n\u001b[1;32m      3\u001b[0m username \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m@cfiesler@hci.social\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 4\u001b[0m toots_bw_dates \u001b[38;5;241m=\u001b[39m \u001b[43mget_toots_of_user_between_dates_w_mastodon\u001b[49m\u001b[43m(\u001b[49m\u001b[43musername\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstart_date\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mend_date\u001b[49m\u001b[43m)\u001b[49m\n",
      "Input \u001b[0;32mIn [61]\u001b[0m, in \u001b[0;36mget_toots_of_user_between_dates_w_mastodon\u001b[0;34m(username, start_date, end_date)\u001b[0m\n\u001b[1;32m     60\u001b[0m     id_ \u001b[38;5;241m=\u001b[39m account[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mid\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m     61\u001b[0m     \u001b[38;5;66;03m#  Call the API\u001b[39;00m\n\u001b[0;32m---> 62\u001b[0m     statuses \u001b[38;5;241m=\u001b[39m \u001b[43mmastodon\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtimeline\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mid\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mid_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m     63\u001b[0m \u001b[38;5;66;43;03m#                                          max_id=max_id, \u001b[39;49;00m\n\u001b[1;32m     64\u001b[0m \u001b[43m                                         \u001b[49m\u001b[43mmin_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_id\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m     65\u001b[0m \u001b[43m                                         \u001b[49m\u001b[43mlimit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m40\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m     66\u001b[0m \u001b[43m                                         \u001b[49m\u001b[43mexclude_reblogs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m     67\u001b[0m     \u001b[38;5;66;03m#  Fetch further statuses if there are any\u001b[39;00m\n\u001b[1;32m     68\u001b[0m     all_statuses \u001b[38;5;241m=\u001b[39m mastodon\u001b[38;5;241m.\u001b[39mfetch_remaining(statuses)\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/decorator.py:231\u001b[0m, in \u001b[0;36mdecorate.<locals>.fun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    229\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfun\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw):\n\u001b[1;32m    230\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kwsyntax:\n\u001b[0;32m--> 231\u001b[0m         args, kw \u001b[38;5;241m=\u001b[39m \u001b[43mfix\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkw\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msig\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    232\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m caller(func, \u001b[38;5;241m*\u001b[39m(extras \u001b[38;5;241m+\u001b[39m args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw)\n",
      "File \u001b[0;32m~/.local/lib/python3.8/site-packages/decorator.py:203\u001b[0m, in \u001b[0;36mfix\u001b[0;34m(args, kwargs, sig)\u001b[0m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfix\u001b[39m(args, kwargs, sig):\n\u001b[1;32m    200\u001b[0m     \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    201\u001b[0m \u001b[38;5;124;03m    Fix args and kwargs to be consistent with the signature\u001b[39;00m\n\u001b[1;32m    202\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 203\u001b[0m     ba \u001b[38;5;241m=\u001b[39m \u001b[43msig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbind\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    204\u001b[0m     ba\u001b[38;5;241m.\u001b[39mapply_defaults()  \u001b[38;5;66;03m# needed for test_dan_schult\u001b[39;00m\n\u001b[1;32m    205\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ba\u001b[38;5;241m.\u001b[39margs, ba\u001b[38;5;241m.\u001b[39mkwargs\n",
      "File \u001b[0;32m/usr/lib/python3.8/inspect.py:3037\u001b[0m, in \u001b[0;36mSignature.bind\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   3032\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbind\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m/\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m   3033\u001b[0m     \u001b[38;5;124;03m\"\"\"Get a BoundArguments object, that maps the passed `args`\u001b[39;00m\n\u001b[1;32m   3034\u001b[0m \u001b[38;5;124;03m    and `kwargs` to the function's signature.  Raises `TypeError`\u001b[39;00m\n\u001b[1;32m   3035\u001b[0m \u001b[38;5;124;03m    if the passed arguments can not be bound.\u001b[39;00m\n\u001b[1;32m   3036\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 3037\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_bind\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/lib/python3.8/inspect.py:3026\u001b[0m, in \u001b[0;36mSignature._bind\u001b[0;34m(self, args, kwargs, partial)\u001b[0m\n\u001b[1;32m   3024\u001b[0m         arguments[kwargs_param\u001b[38;5;241m.\u001b[39mname] \u001b[38;5;241m=\u001b[39m kwargs\n\u001b[1;32m   3025\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 3026\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m   3027\u001b[0m             \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgot an unexpected keyword argument \u001b[39m\u001b[38;5;132;01m{arg!r}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[1;32m   3028\u001b[0m                 arg\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mnext\u001b[39m(\u001b[38;5;28miter\u001b[39m(kwargs))))\n\u001b[1;32m   3030\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_bound_arguments_cls(\u001b[38;5;28mself\u001b[39m, arguments)\n",
      "\u001b[0;31mTypeError\u001b[0m: got an unexpected keyword argument 'id'"
     ]
    }
   ],
   "source": [
    "start_date = datetime(2023,5,1)\n",
    "end_date = datetime(2023,5,31)\n",
    "username = '@cfiesler@hci.social'\n",
    "toots_bw_dates = get_toots_of_user_between_dates_w_mastodon(username, start_date, end_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "3c303a6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1229"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(toots_bw_dates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "fdd752d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>in_reply_to_id</th>\n",
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       "      <th>url</th>\n",
       "      <th>...</th>\n",
       "      <th>content</th>\n",
       "      <th>filtered</th>\n",
       "      <th>reblog</th>\n",
       "      <th>account</th>\n",
       "      <th>media_attachments</th>\n",
       "      <th>mentions</th>\n",
       "      <th>tags</th>\n",
       "      <th>emojis</th>\n",
       "      <th>card</th>\n",
       "      <th>poll</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>110310727158934216</td>\n",
       "      <td>2023-05-04 13:47:35+00:00</td>\n",
       "      <td>1.103106e+17</td>\n",
       "      <td>1.092644e+17</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/110...</td>\n",
       "      <td>https://hci.social/@cfiesler/110310723092690475</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;&lt;span class=\"h-card\"&gt;&lt;a href=\"https://hci.s...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'id': 109264446373403895, 'username': 'jbigh...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>110310435274511771</td>\n",
       "      <td>2023-05-04 12:34:07+00:00</td>\n",
       "      <td>1.103104e+17</td>\n",
       "      <td>1.101739e+17</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/110...</td>\n",
       "      <td>https://hci.social/@cfiesler/110310434238747237</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;&lt;span class=\"h-card\"&gt;&lt;a href=\"https://mas.t...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'id': 110173943220150153, 'username': 'edros...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110310386627468464</td>\n",
       "      <td>2023-05-04 12:21:45+00:00</td>\n",
       "      <td>1.103104e+17</td>\n",
       "      <td>1.092749e+17</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/110...</td>\n",
       "      <td>https://hci.social/@cfiesler/110310385594698939</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;casey.prof was actually gifted to me by Goo...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>{'url': 'https://www.blog.google/products/regi...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>110310371903844024</td>\n",
       "      <td>2023-05-04 12:17:49+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/110...</td>\n",
       "      <td>https://hci.social/@cfiesler/110310370173540166</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;I have a new social media landing page! &lt;a ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>{'url': 'https://casey.prof', 'title': 'Profes...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>110307552862407741</td>\n",
       "      <td>2023-05-04 00:21:18+00:00</td>\n",
       "      <td>1.103061e+17</td>\n",
       "      <td>1.094162e+17</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/110...</td>\n",
       "      <td>https://hci.social/@cfiesler/110307552719077735</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;&lt;span class=\"h-card\"&gt;&lt;a href=\"https://wande...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'id': 109416203379935459, 'username': 'jdnic...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</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",
       "      <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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1188</th>\n",
       "      <td>109257699985414271</td>\n",
       "      <td>2022-10-30 14:29:57+00:00</td>\n",
       "      <td>1.092518e+17</td>\n",
       "      <td>1.092749e+17</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/109...</td>\n",
       "      <td>https://hci.social/@cfiesler/109257699997620515</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;for more on the challenges of migration, ch...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'id': 109274914176958397, 'username': 'plura...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>{'url': 'https://doctorow.medium.com/how-to-le...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1189</th>\n",
       "      <td>109257244402166230</td>\n",
       "      <td>2022-10-30 12:34:05+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/109...</td>\n",
       "      <td>https://hci.social/@cfiesler/109257244353278456</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;I saw a tiktok that played this scene from ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[{'id': 109314182725328826, 'type': 'image', '...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'TheGoodPlace', 'url': 'https://scie...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190</th>\n",
       "      <td>109252899682302929</td>\n",
       "      <td>2022-10-29 18:09:10+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/109...</td>\n",
       "      <td>https://hci.social/@cfiesler/109252899659082452</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;an &lt;a href=\"https://hci.social/tags/introdu...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'Introduction', 'url': 'https://scie...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>109251845340402435</td>\n",
       "      <td>2022-10-29 13:41:02+00:00</td>\n",
       "      <td>1.092487e+17</td>\n",
       "      <td>1.092749e+17</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/109...</td>\n",
       "      <td>https://hci.social/@cfiesler/109251845321040242</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;Someone unrolled my bird thread about this ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'twittermigration', 'url': 'https://...</td>\n",
       "      <td>[]</td>\n",
       "      <td>{'url': 'https://threadreaderapp.com/thread/15...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>109248654456391898</td>\n",
       "      <td>2022-10-29 00:09:33+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>public</td>\n",
       "      <td>en</td>\n",
       "      <td>https://hci.social/users/cfiesler/statuses/109...</td>\n",
       "      <td>https://hci.social/@cfiesler/109248654422153709</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;p&gt;Have you packed your bags and relocated her...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>{'id': 109274913869213582, 'username': 'cfiesl...</td>\n",
       "      <td>[{'id': 109274914040583914, 'type': 'image', '...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'name': 'twittermigration', 'url': 'https://...</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1193 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      id                created_at  in_reply_to_id  \\\n",
       "0     110310727158934216 2023-05-04 13:47:35+00:00    1.103106e+17   \n",
       "1     110310435274511771 2023-05-04 12:34:07+00:00    1.103104e+17   \n",
       "2     110310386627468464 2023-05-04 12:21:45+00:00    1.103104e+17   \n",
       "3     110310371903844024 2023-05-04 12:17:49+00:00             NaN   \n",
       "4     110307552862407741 2023-05-04 00:21:18+00:00    1.103061e+17   \n",
       "...                  ...                       ...             ...   \n",
       "1188  109257699985414271 2022-10-30 14:29:57+00:00    1.092518e+17   \n",
       "1189  109257244402166230 2022-10-30 12:34:05+00:00             NaN   \n",
       "1190  109252899682302929 2022-10-29 18:09:10+00:00             NaN   \n",
       "1191  109251845340402435 2022-10-29 13:41:02+00:00    1.092487e+17   \n",
       "1192  109248654456391898 2022-10-29 00:09:33+00:00             NaN   \n",
       "\n",
       "      in_reply_to_account_id  sensitive spoiler_text visibility language  \\\n",
       "0               1.092644e+17      False                  public       en   \n",
       "1               1.101739e+17      False                  public       en   \n",
       "2               1.092749e+17      False                  public       en   \n",
       "3                        NaN      False                  public       en   \n",
       "4               1.094162e+17      False                  public       en   \n",
       "...                      ...        ...          ...        ...      ...   \n",
       "1188            1.092749e+17      False                  public       en   \n",
       "1189                     NaN      False                  public       en   \n",
       "1190                     NaN      False                  public       en   \n",
       "1191            1.092749e+17      False                  public       en   \n",
       "1192                     NaN      False                  public       en   \n",
       "\n",
       "                                                    uri  \\\n",
       "0     https://hci.social/users/cfiesler/statuses/110...   \n",
       "1     https://hci.social/users/cfiesler/statuses/110...   \n",
       "2     https://hci.social/users/cfiesler/statuses/110...   \n",
       "3     https://hci.social/users/cfiesler/statuses/110...   \n",
       "4     https://hci.social/users/cfiesler/statuses/110...   \n",
       "...                                                 ...   \n",
       "1188  https://hci.social/users/cfiesler/statuses/109...   \n",
       "1189  https://hci.social/users/cfiesler/statuses/109...   \n",
       "1190  https://hci.social/users/cfiesler/statuses/109...   \n",
       "1191  https://hci.social/users/cfiesler/statuses/109...   \n",
       "1192  https://hci.social/users/cfiesler/statuses/109...   \n",
       "\n",
       "                                                  url  ...  \\\n",
       "0     https://hci.social/@cfiesler/110310723092690475  ...   \n",
       "1     https://hci.social/@cfiesler/110310434238747237  ...   \n",
       "2     https://hci.social/@cfiesler/110310385594698939  ...   \n",
       "3     https://hci.social/@cfiesler/110310370173540166  ...   \n",
       "4     https://hci.social/@cfiesler/110307552719077735  ...   \n",
       "...                                               ...  ...   \n",
       "1188  https://hci.social/@cfiesler/109257699997620515  ...   \n",
       "1189  https://hci.social/@cfiesler/109257244353278456  ...   \n",
       "1190  https://hci.social/@cfiesler/109252899659082452  ...   \n",
       "1191  https://hci.social/@cfiesler/109251845321040242  ...   \n",
       "1192  https://hci.social/@cfiesler/109248654422153709  ...   \n",
       "\n",
       "                                                content  filtered  reblog  \\\n",
       "0     <p><span class=\"h-card\"><a href=\"https://hci.s...        []    None   \n",
       "1     <p><span class=\"h-card\"><a href=\"https://mas.t...        []    None   \n",
       "2     <p>casey.prof was actually gifted to me by Goo...        []    None   \n",
       "3     <p>I have a new social media landing page! <a ...        []    None   \n",
       "4     <p><span class=\"h-card\"><a href=\"https://wande...        []    None   \n",
       "...                                                 ...       ...     ...   \n",
       "1188  <p>for more on the challenges of migration, ch...        []    None   \n",
       "1189  <p>I saw a tiktok that played this scene from ...        []    None   \n",
       "1190  <p>an <a href=\"https://hci.social/tags/introdu...        []    None   \n",
       "1191  <p>Someone unrolled my bird thread about this ...        []    None   \n",
       "1192  <p>Have you packed your bags and relocated her...        []    None   \n",
       "\n",
       "                                                account  \\\n",
       "0     {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "1     {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "2     {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "3     {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "4     {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "...                                                 ...   \n",
       "1188  {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "1189  {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "1190  {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "1191  {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "1192  {'id': 109274913869213582, 'username': 'cfiesl...   \n",
       "\n",
       "                                      media_attachments  \\\n",
       "0                                                    []   \n",
       "1                                                    []   \n",
       "2                                                    []   \n",
       "3                                                    []   \n",
       "4                                                    []   \n",
       "...                                                 ...   \n",
       "1188                                                 []   \n",
       "1189  [{'id': 109314182725328826, 'type': 'image', '...   \n",
       "1190                                                 []   \n",
       "1191                                                 []   \n",
       "1192  [{'id': 109274914040583914, 'type': 'image', '...   \n",
       "\n",
       "                                               mentions  \\\n",
       "0     [{'id': 109264446373403895, 'username': 'jbigh...   \n",
       "1     [{'id': 110173943220150153, 'username': 'edros...   \n",
       "2                                                    []   \n",
       "3                                                    []   \n",
       "4     [{'id': 109416203379935459, 'username': 'jdnic...   \n",
       "...                                                 ...   \n",
       "1188  [{'id': 109274914176958397, 'username': 'plura...   \n",
       "1189                                                 []   \n",
       "1190                                                 []   \n",
       "1191                                                 []   \n",
       "1192                                                 []   \n",
       "\n",
       "                                                   tags  emojis  \\\n",
       "0                                                    []      []   \n",
       "1                                                    []      []   \n",
       "2                                                    []      []   \n",
       "3                                                    []      []   \n",
       "4                                                    []      []   \n",
       "...                                                 ...     ...   \n",
       "1188                                                 []      []   \n",
       "1189  [{'name': 'TheGoodPlace', 'url': 'https://scie...      []   \n",
       "1190  [{'name': 'Introduction', 'url': 'https://scie...      []   \n",
       "1191  [{'name': 'twittermigration', 'url': 'https://...      []   \n",
       "1192  [{'name': 'twittermigration', 'url': 'https://...      []   \n",
       "\n",
       "                                                   card  poll  \n",
       "0                                                  None  None  \n",
       "1                                                  None  None  \n",
       "2     {'url': 'https://www.blog.google/products/regi...  None  \n",
       "3     {'url': 'https://casey.prof', 'title': 'Profes...  None  \n",
       "4                                                  None  None  \n",
       "...                                                 ...   ...  \n",
       "1188  {'url': 'https://doctorow.medium.com/how-to-le...  None  \n",
       "1189                                               None  None  \n",
       "1190                                               None  None  \n",
       "1191  {'url': 'https://threadreaderapp.com/thread/15...  None  \n",
       "1192                                               None  None  \n",
       "\n",
       "[1193 rows x 28 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_toots_bw_dates = pd.DataFrame(toots_bw_dates)\n",
    "df_toots_bw_dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "8cd5341c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1870/2741931624.py:1: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n",
      "  df_toots_bw_dates.created_at.describe()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count                          1193\n",
       "unique                         1193\n",
       "top       2023-05-04 13:47:35+00:00\n",
       "freq                              1\n",
       "first     2022-10-29 00:09:33+00:00\n",
       "last      2023-05-04 13:47:35+00:00\n",
       "Name: created_at, dtype: object"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_toots_bw_dates.created_at.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "bf3cc9d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "110310925158294068"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_id = df_toots_bw_dates.id.tolist()[0]\n",
    "test_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "22eb6d7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1683211138279"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bit_shifted = 110310925158294068 >> 16\n",
    "bit_shifted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "0e450e28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2023, 5, 4, 20, 8, 58, 279000)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datetime.fromtimestamp(1683211138279/1000)\n",
    "# datetime.datetime(2022, 11, 11, 18, 16, 4, 630000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "9326c22a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "110459053670400000"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(int( end_date.timestamp()) << 16)*1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1e538a83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'anmolpanda'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = parse(client.get(\"https://sciences.social/api/v1/accounts/109334421628967389\"))\n",
    "result[\"username\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee79a98b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "54ef31ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "statuses = parse(client.get(\"https://sciences.social/api/v1/timelines/tag/democrats?limit=100\"))\n",
    "len(statuses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4d679800",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p>WOKE -&gt; Women for Opportunity, Knowledge, and Education.</p><p>Use it, share it - make it personal because it is. </p><p><a href=\"https://mastodon.social/tags/Newstodon\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>Newstodon</span></a> <a href=\"https://mastodon.social/tags/woke\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>woke</span></a> <a href=\"https://mastodon.social/tags/progressive\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>progressive</span></a> <a href=\"https://mastodon.social/tags/women\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>women</span></a> <a href=\"https://mastodon.social/tags/democrats\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>democrats</span></a> <a href=\"https://mastodon.social/tags/Florida\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>Florida</span></a> <a href=\"https://mastodon.social/tags/ban\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>ban</span></a> <a href=\"https://mastodon.social/tags/MAGA\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>MAGA</span></a> <span class=\"h-card\"><a href=\"https://texasobserver.social/@TexasObserver\" class=\"u-url mention\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">@<span>TexasObserver</span></a></span> <a href=\"https://mastodon.social/tags/Journalism\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>Journalism</span></a> <a href=\"https://mastodon.social/tags/journalists\" class=\"mention hashtag\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">#<span>journalists</span></a> @TheConversationUS@newsie.social@ProPublica@newsie.social <span class=\"h-card\"><a href=\"https://mastodon.tucsonsentinel.com/@TucsonSentinel\" class=\"u-url mention\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">@<span>TucsonSentinel</span></a></span> <span class=\"h-card\"><a href=\"https://journa.host/@algernon\" class=\"u-url mention\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">@<span>algernon</span></a></span> <span class=\"h-card\"><a href=\"https://mastodon.social/@lolgop\" class=\"u-url mention\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">@<span>lolgop</span></a></span></p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display.HTML(statuses[5]['content'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c1daddef",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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