lede-project-2-prep.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a1dfc264",
   "metadata": {},
   "outputs": [],
   "source": [
    "import lxml.html\n",
    "import pandas as pd\n",
    "import re\n",
    "import requests\n",
    "\n",
    "from bs4 import BeautifulSoup\n",
    "from datetime import datetime, timedelta\n",
    "from pathlib import Path\n",
    "from time import sleep"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd2d5df3",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "6db0ff08",
   "metadata": {},
   "outputs": [],
   "source": [
    "ident = (\n",
    "    \"Stephanie Andrews (jellomoat@gmail.com), \" + \n",
    "    \"scraping for educational purposes\"\n",
    ")\n",
    "headers = {\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0401f628",
   "metadata": {},
   "source": [
    "## Fetching and Cacheing functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "d670cb24",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_next_url(count, fetch_limit=100, after_id=None):\n",
    "    base_url = f\"https://www.reddit.com/subreddits/popular/?limit={fetch_limit}&show=all\"\n",
    "\n",
    "    # handle if first page\n",
    "    if not after_id:\n",
    "        print(base_url)\n",
    "        return base_url\n",
    "    else:\n",
    "        return f\"{base_url}&count={count}&after=t{after_id}\"\n",
    "\n",
    "def fetch_next_page(page_nr, count, fetch_limit=100, after_id=None):\n",
    "    url = get_next_url(count, fetch_limit, after_id)\n",
    "    print(f\"page: {page_nr}\")\n",
    "    print(f\"Fetching {url}\")\n",
    "    try:\n",
    "        return requests.get(\n",
    "            url,\n",
    "            headers=headers\n",
    "        )\n",
    "    except:\n",
    "        print(\"No more pages!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "36aed56c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# page_nr = 0\n",
    "# html = fetch_next_page(page_nr)\n",
    "\n",
    "def fetch_pages(start_pg, end_pg, core_df):\n",
    "    # setup\n",
    "    pages_dir = \"raw-pages-070723/\"\n",
    "    result_limit = 100\n",
    "    results_count = 0\n",
    "\n",
    "    # create or get fetch log\n",
    "    log = Path(pages_dir + \"log.csv\")\n",
    "    # create log df\n",
    "    log_df = pd.read_csv(log)\n",
    "\n",
    "    if log.exists():\n",
    "        print(\"log exists\")\n",
    "    else:\n",
    "        with open(log, \"w\") as l:\n",
    "            print(\"test\")\n",
    "            l.write(\"fetch_dt, url, page_nr\\n\")\n",
    "\n",
    "    # fetch each page\n",
    "    # if last resultset returned less than the limit, stop fetching\n",
    "    for page_nr in range(start_pg, end_pg): # swap to while loop after\n",
    "        dest = Path(pages_dir + str(page_nr) + \".html\")\n",
    "\n",
    "        if dest.exists(): # load it from file\n",
    "            print(f\"Already have {dest}, loading!\")\n",
    "            file = open(dest, \"r\")\n",
    "            page_html = file.read()\n",
    "            file.close()\n",
    "\n",
    "        else: # fetch it!\n",
    "            last_page_id = core_df.loc[core_df[\"dt_retrieved\"] == core_df[\"dt_retrieved\"].max()][\"page_id\"].values[0] \\\n",
    "                if (len(core_df) > 1) else None\n",
    "            print(f\"page #{page_nr}: last page id => {last_page_id}\")\n",
    "            page_resp = fetch_next_page(page_nr, results_count, fetch_limit=100, after_id=last_page_id)\n",
    "            page_html = page_resp.text\n",
    "            sleep(2)\n",
    "\n",
    "            # save to file\n",
    "            with open(dest, \"w\") as f:\n",
    "                f.write(page_html)\n",
    "\n",
    "            with open(log, \"a\") as l:\n",
    "                fetch_dt = datetime.now()\n",
    "                url = page_resp.url\n",
    "                l.write(\",\".join([str(fetch_dt), url, str(page_nr)]) + \"\\n\")\n",
    "\n",
    "        # parse each page, add to df\n",
    "        soup = BeautifulSoup(page_html, \"lxml\")\n",
    "        print(soup.title)\n",
    "\n",
    "        r_els = soup.select(\"#siteTable > div.subreddit\")\n",
    "        core_df = parse_and_add_to_df(r_els, core_df, page_nr, log_df[\"fetch_dt\"][page_nr])\n",
    "        last_count = len(r_els)\n",
    "        print(f\"last_count: {last_count}\")\n",
    "        results_count += last_count\n",
    "        print(f\"results_count: {results_count}\")\n",
    "        print(f\"df count: {len(core_df)}\")\n",
    "        if len(r_els) < 10:\n",
    "            print(len(r_els))\n",
    "            break\n",
    "    return core_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18826334",
   "metadata": {},
   "source": [
    "## Parsing functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "91a4a30e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_and_add_to_df(els_list, start_df, page_nr, fetch_dt):\n",
    "    print(f\"start count: {len(start_df)}\")\n",
    "    search_str = re.compile(r\"a community for (.*)report\")\n",
    "    parsed_subs_list = []\n",
    "\n",
    "    for r in els_list:\n",
    "        sub_data = {\n",
    "        \"name\": r.select_one(\".titlerow\").text.split(\":\")[0],\n",
    "        \"desc\": get_all_desc(r.select(\"div.md > p\")),\n",
    "        \"sub_age_tup\": (re.search(search_str, r.text).group(1).split()),\n",
    "        \"page_id\": r.get(\"id\").lstrip(\"thing_\"),\n",
    "        \"num_members\": r.select_one(\"p.tagline > span.unvoted > span.number\").text,\n",
    "        \"page_nr\": page_nr,\n",
    "        \"date_retrieved\": fetch_dt.split()[0]\n",
    "        }\n",
    "        sub_data[\"age_num\"] = sub_data[\"sub_age_tup\"][0]\n",
    "        sub_data[\"age_word\"] = sub_data[\"sub_age_tup\"][1]\n",
    "        sub_data.pop(\"sub_age_tup\")\n",
    "        parsed_subs_list.append(sub_data)\n",
    "\n",
    "    end_df = pd.concat([start_df, pd.DataFrame(parsed_subs_list)], ignore_index=True)\n",
    "    print(f\"final core_df len: {len(end_df)}\")\n",
    "    return end_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "2488e66a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_all_desc(desc_elements_list):\n",
    "    if len(desc_elements_list) > 0:\n",
    "        return \" \".join([el.text for el in desc_elements_list])\n",
    "    else:\n",
    "        \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "785a1059",
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_age_ago_to_created_ts(row):\n",
    "    days_conversion = {\n",
    "        \"year\": 365,\n",
    "        \"month\": 30,\n",
    "        \"day\": 1,\n",
    "        \"hour\": (1/24)\n",
    "    }\n",
    "    days = days_conversion[row[\"age_word\"].rstrip(\"s\")] * int(row[\"age_num\"])\n",
    "    \n",
    "    return datetime.strptime(row[\"date_retrieved\"], \"%Y-%m-%d\") - timedelta(days=days)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "46f74824",
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_large_nums(num):\n",
    "    if num >= 1000000:\n",
    "        return f\"{num/1000000:.1f} million\"\n",
    "    elif num >= 1000:\n",
    "        return f\"{num/1000:.1f} thousand\"\n",
    "    else:\n",
    "        return num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "6318d9a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Execute this in final run\n",
    "# core_df[\"created_dt\"] = core_df.apply(lambda x: convert_age_ago_to_created_ts(x).year, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a77e7d3d",
   "metadata": {},
   "source": [
    "## Get and Parse Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "3d32d4cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "log exists\n",
      "Already have raw-pages-070723/0.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 0\n",
      "final core_df len: 100\n",
      "last_count: 100\n",
      "results_count: 100\n",
      "df count: 100\n",
      "Already have raw-pages-070723/1.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 100\n",
      "final core_df len: 200\n",
      "last_count: 100\n",
      "results_count: 200\n",
      "df count: 200\n",
      "Already have raw-pages-070723/2.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 200\n",
      "final core_df len: 300\n",
      "last_count: 100\n",
      "results_count: 300\n",
      "df count: 300\n",
      "Already have raw-pages-070723/3.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 300\n",
      "final core_df len: 400\n",
      "last_count: 100\n",
      "results_count: 400\n",
      "df count: 400\n",
      "Already have raw-pages-070723/4.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 400\n",
      "final core_df len: 500\n",
      "last_count: 100\n",
      "results_count: 500\n",
      "df count: 500\n",
      "Already have raw-pages-070723/5.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 500\n",
      "final core_df len: 600\n",
      "last_count: 100\n",
      "results_count: 600\n",
      "df count: 600\n",
      "Already have raw-pages-070723/6.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 600\n",
      "final core_df len: 700\n",
      "last_count: 100\n",
      "results_count: 700\n",
      "df count: 700\n",
      "Already have raw-pages-070723/7.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 700\n",
      "final core_df len: 800\n",
      "last_count: 100\n",
      "results_count: 800\n",
      "df count: 800\n",
      "Already have raw-pages-070723/8.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 800\n",
      "final core_df len: 900\n",
      "last_count: 100\n",
      "results_count: 900\n",
      "df count: 900\n",
      "Already have raw-pages-070723/9.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 900\n",
      "final core_df len: 1000\n",
      "last_count: 100\n",
      "results_count: 1000\n",
      "df count: 1000\n",
      "Already have raw-pages-070723/10.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1000\n",
      "final core_df len: 1100\n",
      "last_count: 100\n",
      "results_count: 1100\n",
      "df count: 1100\n",
      "Already have raw-pages-070723/11.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1100\n",
      "final core_df len: 1200\n",
      "last_count: 100\n",
      "results_count: 1200\n",
      "df count: 1200\n",
      "Already have raw-pages-070723/12.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1200\n",
      "final core_df len: 1300\n",
      "last_count: 100\n",
      "results_count: 1300\n",
      "df count: 1300\n",
      "Already have raw-pages-070723/13.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1300\n",
      "final core_df len: 1400\n",
      "last_count: 100\n",
      "results_count: 1400\n",
      "df count: 1400\n",
      "Already have raw-pages-070723/14.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1400\n",
      "final core_df len: 1500\n",
      "last_count: 100\n",
      "results_count: 1500\n",
      "df count: 1500\n",
      "Already have raw-pages-070723/15.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1500\n",
      "final core_df len: 1600\n",
      "last_count: 100\n",
      "results_count: 1600\n",
      "df count: 1600\n",
      "Already have raw-pages-070723/16.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1600\n",
      "final core_df len: 1700\n",
      "last_count: 100\n",
      "results_count: 1700\n",
      "df count: 1700\n",
      "Already have raw-pages-070723/17.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1700\n",
      "final core_df len: 1800\n",
      "last_count: 100\n",
      "results_count: 1800\n",
      "df count: 1800\n",
      "Already have raw-pages-070723/18.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1800\n",
      "final core_df len: 1900\n",
      "last_count: 100\n",
      "results_count: 1900\n",
      "df count: 1900\n",
      "Already have raw-pages-070723/19.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 1900\n",
      "final core_df len: 2000\n",
      "last_count: 100\n",
      "results_count: 2000\n",
      "df count: 2000\n",
      "Already have raw-pages-070723/20.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2000\n",
      "final core_df len: 2100\n",
      "last_count: 100\n",
      "results_count: 2100\n",
      "df count: 2100\n",
      "Already have raw-pages-070723/21.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2100\n",
      "final core_df len: 2200\n",
      "last_count: 100\n",
      "results_count: 2200\n",
      "df count: 2200\n",
      "Already have raw-pages-070723/22.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2200\n",
      "final core_df len: 2300\n",
      "last_count: 100\n",
      "results_count: 2300\n",
      "df count: 2300\n",
      "Already have raw-pages-070723/23.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2300\n",
      "final core_df len: 2400\n",
      "last_count: 100\n",
      "results_count: 2400\n",
      "df count: 2400\n",
      "Already have raw-pages-070723/24.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2400\n",
      "final core_df len: 2500\n",
      "last_count: 100\n",
      "results_count: 2500\n",
      "df count: 2500\n",
      "Already have raw-pages-070723/25.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2500\n",
      "final core_df len: 2600\n",
      "last_count: 100\n",
      "results_count: 2600\n",
      "df count: 2600\n",
      "Already have raw-pages-070723/26.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2600\n",
      "final core_df len: 2700\n",
      "last_count: 100\n",
      "results_count: 2700\n",
      "df count: 2700\n",
      "Already have raw-pages-070723/27.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2700\n",
      "final core_df len: 2800\n",
      "last_count: 100\n",
      "results_count: 2800\n",
      "df count: 2800\n",
      "Already have raw-pages-070723/28.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2800\n",
      "final core_df len: 2900\n",
      "last_count: 100\n",
      "results_count: 2900\n",
      "df count: 2900\n",
      "Already have raw-pages-070723/29.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 2900\n",
      "final core_df len: 3000\n",
      "last_count: 100\n",
      "results_count: 3000\n",
      "df count: 3000\n",
      "Already have raw-pages-070723/30.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3000\n",
      "final core_df len: 3100\n",
      "last_count: 100\n",
      "results_count: 3100\n",
      "df count: 3100\n",
      "Already have raw-pages-070723/31.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3100\n",
      "final core_df len: 3200\n",
      "last_count: 100\n",
      "results_count: 3200\n",
      "df count: 3200\n",
      "Already have raw-pages-070723/32.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3200\n",
      "final core_df len: 3300\n",
      "last_count: 100\n",
      "results_count: 3300\n",
      "df count: 3300\n",
      "Already have raw-pages-070723/33.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3300\n",
      "final core_df len: 3400\n",
      "last_count: 100\n",
      "results_count: 3400\n",
      "df count: 3400\n",
      "Already have raw-pages-070723/34.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3400\n",
      "final core_df len: 3500\n",
      "last_count: 100\n",
      "results_count: 3500\n",
      "df count: 3500\n",
      "Already have raw-pages-070723/35.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3500\n",
      "final core_df len: 3600\n",
      "last_count: 100\n",
      "results_count: 3600\n",
      "df count: 3600\n",
      "Already have raw-pages-070723/36.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3600\n",
      "final core_df len: 3700\n",
      "last_count: 100\n",
      "results_count: 3700\n",
      "df count: 3700\n",
      "Already have raw-pages-070723/37.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3700\n",
      "final core_df len: 3800\n",
      "last_count: 100\n",
      "results_count: 3800\n",
      "df count: 3800\n",
      "Already have raw-pages-070723/38.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3800\n",
      "final core_df len: 3900\n",
      "last_count: 100\n",
      "results_count: 3900\n",
      "df count: 3900\n",
      "Already have raw-pages-070723/39.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 3900\n",
      "final core_df len: 4000\n",
      "last_count: 100\n",
      "results_count: 4000\n",
      "df count: 4000\n",
      "Already have raw-pages-070723/40.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 4000\n",
      "final core_df len: 4088\n",
      "last_count: 88\n",
      "results_count: 4088\n",
      "df count: 4088\n",
      "Already have raw-pages-070723/41.html, loading!\n",
      "<title>subreddits</title>\n",
      "start count: 4088\n",
      "final core_df len: 4088\n",
      "last_count: 0\n",
      "results_count: 4088\n",
      "df count: 4088\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "core_df = pd.DataFrame()\n",
    "core_df = fetch_pages(0, 50, core_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "6e375ad9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# core_df = fetch_pages(500, 1000, core_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "d20a5a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# core_df = fetch_pages(1000, 1250, core_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "4e7aaeec",
   "metadata": {},
   "outputs": [],
   "source": [
    "# core_df = fetch_pages(1250, 1500, core_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "65f96cfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# core_df = fetch_pages(1500, 1750, core_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "a9e8dec9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# core_df.to_csv(\"./070623_df_0_1499_v2.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "08fccd42",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4088"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(core_df)\n",
    "# html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "7cb94fc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name                                               desc  \\\n",
       "0               r/Home  Everything home related: interior design, home...   \n",
       "1          r/AskReddit  r/AskReddit is the place to ask and answer tho...   \n",
       "2  r/mildlyinfuriating                                        jugkfmghgug   \n",
       "3           r/facepalm  /r/facepalm has gone private in protest of the...   \n",
       "4            r/diablo4  Welcome to the un official Diablo 4 subreddit!...   \n",
       "\n",
       "   page_id num_members  page_nr date_retrieved age_num age_word  \n",
       "0  5_2qs0k     135,237        0     2023-07-07      14    years  \n",
       "1  5_2qh1i  41,833,971        0     2023-07-07      15    years  \n",
       "2  5_2ubgg   5,961,250        0     2023-07-07      11    years  \n",
       "3  5_2r5rp   7,469,361        0     2023-07-07      13    years  \n",
       "4  5_2rzx9     746,468        0     2023-07-07      12    years  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "0f077a6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df[\"created_dt\"] = core_df.apply(lambda x: convert_age_ago_to_created_ts(x).year, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "a0981cda",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df[\"human_num_members\"] = core_df[\"num_members\"].apply(lambda x: x.replace(\",\", \"\")).astype(int).apply(lambda x: convert_large_nums(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "64205ec7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0 million</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "      <td>2010</td>\n",
       "      <td>7.5 million</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>746.5 thousand</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name                                               desc  \\\n",
       "0               r/Home  Everything home related: interior design, home...   \n",
       "1          r/AskReddit  r/AskReddit is the place to ask and answer tho...   \n",
       "2  r/mildlyinfuriating                                        jugkfmghgug   \n",
       "3           r/facepalm  /r/facepalm has gone private in protest of the...   \n",
       "4            r/diablo4  Welcome to the un official Diablo 4 subreddit!...   \n",
       "\n",
       "   page_id num_members  page_nr date_retrieved age_num age_word  created_dt  \\\n",
       "0  5_2qs0k     135,237        0     2023-07-07      14    years        2009   \n",
       "1  5_2qh1i  41,833,971        0     2023-07-07      15    years        2008   \n",
       "2  5_2ubgg   5,961,250        0     2023-07-07      11    years        2012   \n",
       "3  5_2r5rp   7,469,361        0     2023-07-07      13    years        2010   \n",
       "4  5_2rzx9     746,468        0     2023-07-07      12    years        2011   \n",
       "\n",
       "  human_num_members  \n",
       "0    135.2 thousand  \n",
       "1      41.8 million  \n",
       "2       6.0 million  \n",
       "3       7.5 million  \n",
       "4    746.5 thousand  "
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "093d94b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df[0:100].to_csv(\"./subreddits_set_070723_dt_top_100_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "fbb9974a",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df[0:1000].to_csv(\"./subreddits_set_070723_dt_top_1000_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "dac9445c",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df.to_csv(\"./subreddits_set_070723_dt_3.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63a831dd",
   "metadata": {},
   "source": [
    "## Exploring the data..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "1773d617",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.reddit.com/subreddits/popular/?limit=100&show=all\n",
      "page: 0\n",
      "Fetching https://www.reddit.com/subreddits/popular/?limit=100&show=all\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<title>subreddits</title>"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dom = lxml.html.fromstring(html)\n",
    "html = fetch_next_page(0, 0).text\n",
    "soup = BeautifulSoup(html, \"lxml\")\n",
    "soup.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "67bb79c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# r_els = soup.cssselect(\"div > #siteTable\")[0].cssselect(\"div > .subreddit\")\n",
    "# r_els = soup.find(\"div\", id=\"siteTable\").find_all(\"div\", attrs={\"class\": \"subreddit\"})\n",
    "# r_els = soup.select_one(\"div[id=siteTable]\").find_all(\"div\", attrs={\"class\": \"subreddit\"})\n",
    "r_els = soup.select(\"#siteTable > div.subreddit\")\n",
    "\n",
    "len(r_els)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "b26cd0c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<div class=\"thing id-t5_2qs0k odd subreddit\" data-fullname=\"t5_2qs0k\" data-gildings=\"0\" data-type=\"subreddit\" data-whitelist-status=\"all_ads\" id=\"thing_t5_2qs0k\" onclick=\"click_thing(this)\"><p class=\"parent\"></p><div class=\"midcol\"><span class=\"fancy-toggle-button subscribe-button toggle\" data-sr_name=\"Home\" style=\"\"><a class=\"option active add login-required\" href=\"#\" tabindex=\"100\">join</a><a class=\"option remove\" href=\"#\">leave</a></span></div><div class=\"entry unvoted\"><p class=\"titlerow\"><a class=\"title\" href=\"https://www.reddit.com/r/Home/\">r/Home: Home</a></p><div class=\"description\"><form action=\"#\" class=\"usertext warn-on-unload\" id=\"form-t5_2qs0kvqa\" onsubmit=\"return post_form(this, 'editusertext')\"><input name=\"thing_id\" type=\"hidden\" value=\"t5_2qs0k\"/><div class=\"usertext-body may-blank-within md-container\"><div class=\"md\"><p>Everything home related: interior design, home improvement, architecture.</p>\n",
       "</div>\n",
       "</div></form></div><p class=\"tagline\"><span class=\"score dislikes\" title=\"135308\"><span class=\"number\">135,308</span> <span class=\"word\">subscribers</span></span><span class=\"score unvoted\" title=\"135309\"><span class=\"number\">135,309</span> <span class=\"word\">subscribers</span></span><span class=\"score likes\" title=\"135310\"><span class=\"number\">135,310</span> <span class=\"word\">subscribers</span></span>, a community for 14 years</p><ul class=\"flat-list buttons\"><li class=\"report-button login-required\"><a class=\"reportbtn access-required\" data-event-action=\"report\" href=\"javascript:void(0)\">report</a></li></ul><div class=\"reportform report-t5_2qs0k\"></div></div><div class=\"child\"></div><div class=\"clearleft\"></div></div>"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# lxml.html.tostring(r_els[0])\n",
    "r_els[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "5e7d876f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'joinleaver/Home: HomeEverything home related: interior design, home improvement, architecture.\\n\\n135,308 subscribers135,309 subscribers135,310 subscribers, a community for 14 yearsreport'"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# all text for a single subreddit element, incl children\n",
    "# r_els[0].text_content()\n",
    "r_els[0].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "59ef1329",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['r/Home: HomeEverything home related: interior design, home improvement, architecture.\\n\\n135,308 subscribers135,309 subscribers135,310 subscribers, a community for 14 years',\n",
       " 'r/AskReddit: Ask Reddit...r/AskReddit is the place to ask and answer thought-provoking questions.\\n\\n41,836,673 subscribers41,836,674 subscribers41,836,675 subscribers, a community for 15 years']"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# all text for all subreddits on page, incl children\n",
    "# text_content = [r.text_content().lstrip(\"joinleave\").rstrip(\"report\") for r in r_els]\n",
    "text_content = [r.text.lstrip(\"joinleave\").rstrip(\"report\") for r in r_els]\n",
    "text_content[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "5c78b1d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start count: 0\n",
      "final core_df len: 100\n"
     ]
    }
   ],
   "source": [
    "test_parsing_df = pd.DataFrame()\n",
    "test_parsing_df = parse_and_add_to_df(r_els, test_parsing_df, page_nr=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "ee01bb86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_subscribers</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>dt_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>r/FashionReps</td>\n",
       "      <td>Reddit's largest community for the discussion ...</td>\n",
       "      <td>5_31hcv</td>\n",
       "      <td>1,325,116</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07 23:35:05.314047</td>\n",
       "      <td>9</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>r/maybemaybemaybe</td>\n",
       "      <td>For those videos that make you think maybe...</td>\n",
       "      <td>5_38e1l</td>\n",
       "      <td>2,709,200</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07 23:35:05.314374</td>\n",
       "      <td>8</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 name                                               desc  \\\n",
       "98      r/FashionReps  Reddit's largest community for the discussion ...   \n",
       "99  r/maybemaybemaybe      For those videos that make you think maybe...   \n",
       "\n",
       "    page_id num_subscribers  page_nr               dt_retrieved age_num  \\\n",
       "98  5_31hcv       1,325,116        0 2023-07-07 23:35:05.314047       9   \n",
       "99  5_38e1l       2,709,200        0 2023-07-07 23:35:05.314374       8   \n",
       "\n",
       "   age_word  \n",
       "98    years  \n",
       "99    years  "
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_parsing_df.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "47979eeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'5_38e1l'"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# core_df.loc[core_df[\"dt_retrieved\"] == core_df[\"dt_retrieved\"].max()][\"page_id\"]\n",
    "last_page_id = test_parsing_df.loc[test_parsing_df[\"dt_retrieved\"] == test_parsing_df[\"dt_retrieved\"].max()][\"page_id\"].values[0] \\\n",
    "    if (len(test_parsing_df) > 1) else None\n",
    "last_page_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "4892b34c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_subscribers</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>dt_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,309</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07 23:35:05.260853</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,836,674</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07 23:35:05.261666</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          name                                               desc  page_id  \\\n",
       "0       r/Home  Everything home related: interior design, home...  5_2qs0k   \n",
       "1  r/AskReddit  r/AskReddit is the place to ask and answer tho...  5_2qh1i   \n",
       "\n",
       "  num_subscribers  page_nr               dt_retrieved age_num age_word  \n",
       "0         135,309        0 2023-07-07 23:35:05.260853      14    years  \n",
       "1      41,836,674        0 2023-07-07 23:35:05.261666      15    years  "
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# records with desc\n",
    "test_parsing_df[~test_parsing_df[\"desc\"].isna()].head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6feb204",
   "metadata": {},
   "source": [
    "## Getting images!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "0dff2acd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0 million</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "      <td>2010</td>\n",
       "      <td>7.5 million</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>746.5 thousand</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name                                               desc  \\\n",
       "0               r/Home  Everything home related: interior design, home...   \n",
       "1          r/AskReddit  r/AskReddit is the place to ask and answer tho...   \n",
       "2  r/mildlyinfuriating                                        jugkfmghgug   \n",
       "3           r/facepalm  /r/facepalm has gone private in protest of the...   \n",
       "4            r/diablo4  Welcome to the un official Diablo 4 subreddit!...   \n",
       "\n",
       "   page_id num_members  page_nr date_retrieved age_num age_word  created_dt  \\\n",
       "0  5_2qs0k     135,237        0     2023-07-07      14    years        2009   \n",
       "1  5_2qh1i  41,833,971        0     2023-07-07      15    years        2008   \n",
       "2  5_2ubgg   5,961,250        0     2023-07-07      11    years        2012   \n",
       "3  5_2r5rp   7,469,361        0     2023-07-07      13    years        2010   \n",
       "4  5_2rzx9     746,468        0     2023-07-07      12    years        2011   \n",
       "\n",
       "  human_num_members  \n",
       "0    135.2 thousand  \n",
       "1      41.8 million  \n",
       "2       6.0 million  \n",
       "3       7.5 million  \n",
       "4    746.5 thousand  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "7b8a09ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.reddit.com/r/Home'"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def linkify(row):\n",
    "    return \"\".join((f\"https://www.reddit.com/{row['name']}\".strip()))\n",
    "\n",
    "linkify(core_df.iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "3947b1bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df[\"subreddit_url\"] = core_df.apply(lambda x: linkify(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "18462652",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.reddit.com/r/mildlyinfuriating'"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_df[\"subreddit_url\"][2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "52de58b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_html = requests.get(core_df[\"subreddit_url\"][2], headers=headers).text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "4305a28c",
   "metadata": {},
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(image_html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "898bb4d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<title>jukmifgguggh</title>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "aca0f8d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://styles.redditmedia.com/t5_2ubgg/styles/bannerBackgroundImage_qhj1ts036d811.jpg'"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "img_re_str = \"url\\((.*)\\)\"\n",
    "img_tag = soup.select(\"div.ListingLayout-outerContainer\")[0].select(\"span\")[0][\"style\"]\n",
    "img_url = re.search(img_re_str, img_tag)[1].split(\"?\")[0]\n",
    "img_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "7b342514",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_image(row):\n",
    "    image_html = requests.get(row[\"subreddit_url\"].strip(\"\\n\"), headers=headers)\n",
    "    print(image_html.url)\n",
    "    try:\n",
    "        soup = BeautifulSoup(image_html.text)\n",
    "        print(soup.title)\n",
    "        img_re_str = \"url\\((.*)\\)\"\n",
    "        img_tag = soup.select(\"div.ListingLayout-outerContainer\")[0].select(\"span\")[0][\"style\"]\n",
    "        img_url = re.search(img_re_str, img_tag)[1].split(\"?\")[0]\n",
    "        print(img_url)\n",
    "#         time.sleep(1)\n",
    "        return img_url\n",
    "    except:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "6ee8daab",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm.auto import tqdm\n",
    "from tqdm.notebook import trange, tqdm\n",
    "tqdm.pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "cb7e212d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                                        r/mildlyinfuriating\n",
       "desc                                                jugkfmghgug\n",
       "page_id                                                 5_2ubgg\n",
       "num_members                                           5,961,250\n",
       "page_nr                                                       0\n",
       "date_retrieved                                       2023-07-07\n",
       "age_num                                                      11\n",
       "age_word                                                  years\n",
       "created_dt                                                 2012\n",
       "human_num_members                                   6.0 million\n",
       "subreddit_url        https://www.reddit.com/r/mildlyinfuriating\n",
       "Name: 2, dtype: object"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# testing on a small subset\n",
    "test_df = core_df[:10].copy()\n",
    "test_df.iloc[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "81059713",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fcceb10726d5402984b909ff103d82e8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/10 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.reddit.com/r/Home\n",
      "<title>Home</title>\n",
      "https://www.reddit.com/r/AskReddit\n",
      "<title>Ask Reddit...</title>\n",
      "https://www.reddit.com/r/mildlyinfuriating\n",
      "<title>jukmifgguggh</title>\n",
      "https://styles.redditmedia.com/t5_2ubgg/styles/bannerBackgroundImage_qhj1ts036d811.jpg\n",
      "https://www.reddit.com/r/facepalm\n",
      "<title>now double verified</title>\n",
      "https://styles.redditmedia.com/t5_2r5rp/styles/bannerBackgroundImage_xjz99n5qt8p61.png\n",
      "https://www.reddit.com/r/diablo4\n",
      "<title>Diablo IV</title>\n",
      "https://styles.redditmedia.com/t5_2rzx9/styles/bannerBackgroundImage_9omlpnmfus4a1.png\n",
      "https://www.reddit.com/r/therewasanattempt\n",
      "<title>There was an attempt..</title>\n",
      "https://www.reddit.com/r/AmItheAsshole\n",
      "<title>Am I the Asshole? </title>\n",
      "https://styles.redditmedia.com/t5_2xhvq/styles/bannerBackgroundImage_nacao2gsxu321.jpg\n",
      "https://www.reddit.com/r/Damnthatsinteresting\n",
      "<title>Damn, that's interesting!</title>\n",
      "https://www.reddit.com/r/worldnews\n",
      "<title>World News</title>\n",
      "https://styles.redditmedia.com/t5_2qh13/styles/bannerBackgroundImage_5q0f5lsk6pu01.png\n",
      "https://www.reddit.com/r/WhitePeopleTwitter\n",
      "<title>White People Twitter.</title>\n",
      "https://styles.redditmedia.com/t5_35n7t/styles/bannerBackgroundImage_1sm4lfrze6n71.png\n"
     ]
    }
   ],
   "source": [
    "test_df[\"image_url\"] = test_df.progress_apply(lambda x: get_image(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "bbb187dc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n",
      "None\n",
      "https://styles.redditmedia.com/t5_2ubgg/styles/bannerBackgroundImage_qhj1ts036d811.jpg\n",
      "https://styles.redditmedia.com/t5_2r5rp/styles/bannerBackgroundImage_xjz99n5qt8p61.png\n",
      "https://styles.redditmedia.com/t5_2rzx9/styles/bannerBackgroundImage_9omlpnmfus4a1.png\n",
      "None\n",
      "https://styles.redditmedia.com/t5_2xhvq/styles/bannerBackgroundImage_nacao2gsxu321.jpg\n",
      "None\n",
      "https://styles.redditmedia.com/t5_2qh13/styles/bannerBackgroundImage_5q0f5lsk6pu01.png\n",
      "https://styles.redditmedia.com/t5_35n7t/styles/bannerBackgroundImage_1sm4lfrze6n71.png\n"
     ]
    }
   ],
   "source": [
    "for img in test_df[\"image_url\"]:\n",
    "    print(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "8a45532d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9e6a749a14e94f088cf8132fbc55e334",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/4088 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.reddit.com/r/Home\n",
      "<title>Home</title>\n",
      "https://www.reddit.com/r/AskReddit\n",
      "<title>Ask Reddit...</title>\n",
      "https://www.reddit.com/r/mildlyinfuriating\n",
      "<title>jukmifgguggh</title>\n",
      "https://styles.redditmedia.com/t5_2ubgg/styles/bannerBackgroundImage_qhj1ts036d811.jpg\n",
      "https://www.reddit.com/r/facepalm\n",
      "<title>now double verified</title>\n",
      "https://styles.redditmedia.com/t5_2r5rp/styles/bannerBackgroundImage_xjz99n5qt8p61.png\n",
      "https://www.reddit.com/r/diablo4\n",
      "<title>Diablo IV</title>\n",
      "https://styles.redditmedia.com/t5_2rzx9/styles/bannerBackgroundImage_9omlpnmfus4a1.png\n",
      "https://www.reddit.com/r/therewasanattempt\n",
      "None\n",
      "https://www.reddit.com/r/AmItheAsshole\n",
      "<title>Am I the Asshole? </title>\n",
      "https://styles.redditmedia.com/t5_2xhvq/styles/bannerBackgroundImage_nacao2gsxu321.jpg\n",
      "https://www.reddit.com/r/Damnthatsinteresting\n",
      "<title>Damn, that's interesting!</title>\n",
      "https://www.reddit.com/r/worldnews\n",
      "<title>World News</title>\n",
      "https://styles.redditmedia.com/t5_2qh13/styles/bannerBackgroundImage_5q0f5lsk6pu01.png\n",
      "https://www.reddit.com/r/WhitePeopleTwitter\n",
      "<title>White People Twitter.</title>\n",
      "https://styles.redditmedia.com/t5_35n7t/styles/bannerBackgroundImage_1sm4lfrze6n71.png\n",
      "https://www.reddit.com/r/antiwork\n",
      "<title>Antiwork: Unemployment for all, not just the rich!</title>\n",
      "https://styles.redditmedia.com/t5_2y77d/styles/bannerBackgroundImage_wo397ozothg61.png\n",
      "https://www.reddit.com/r/LivestreamFail\n",
      "<title>r/LivestreamFail: Livestream wins, fails, and everything in between</title>\n",
      "https://styles.redditmedia.com/t5_38jf0/styles/bannerBackgroundImage_0z3fqd7mkhra1.png\n",
      "https://www.reddit.com/r/NoStupidQuestions\n",
      "<title>No such thing as stupid questions</title>\n",
      "https://styles.redditmedia.com/t5_2w844/styles/bannerBackgroundImage_k7ndz0eykl191.jpg\n",
      "https://www.reddit.com/r/gaming\n",
      "<title>r/gaming</title>\n",
      "https://styles.redditmedia.com/t5_2qh03/styles/bannerBackgroundImage_j84aqdq3eyd91.png\n",
      "https://www.reddit.com/r/leagueoflegends\n",
      "<title>League of Statikk Shiv</title>\n",
      "https://styles.redditmedia.com/t5_2rfxx/styles/bannerBackgroundImage_zumwx9jbf1sa1.jpg\n",
      "https://www.reddit.com/r/funny\n",
      "<title>funny</title>\n",
      "https://www.reddit.com/r/AITAH\n",
      "<title>AITAH</title>\n",
      "https://www.reddit.com/r/nba\n",
      "<title>NBA</title>\n",
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      "<title>literature</title>\n",
      "https://www.reddit.com/r/fragranceclones\n",
      "<title>Fragrance Clones / Inspired by </title>\n",
      "https://www.reddit.com/r/tankiejerk\n",
      "<title>TankieJerk: Revengeance</title>\n",
      "https://styles.redditmedia.com/t5_136u9r/styles/bannerBackgroundImage_p48i0ts82mt71.png\n",
      "https://www.reddit.com/r/DerechoGenial\n",
      "<title>ELI5s de derecho, actualidad, consultas y todo lo que tenga que ver con el derecho y la abogacía.</title>\n",
      "https://styles.redditmedia.com/t5_q0war/styles/bannerBackgroundImage_vhzd56le8yh91.png\n",
      "https://www.reddit.com/r/sims2\n",
      "<title>The Sims 2</title>\n",
      "https://www.reddit.com/r/Houdini\n",
      "<title>Houdini</title>\n",
      "https://www.reddit.com/r/traditionaltattoos\n",
      "<title>Traditional American Tattoos</title>\n",
      "https://www.reddit.com/r/tbatenovel\n",
      "<title>The Beginning After The End</title>\n",
      "https://styles.redditmedia.com/t5_yxu31/styles/bannerBackgroundImage_gzswihg7jgu71.png\n",
      "https://www.reddit.com/r/Stormgate\n",
      "<title>Stormgate</title>\n",
      "https://styles.redditmedia.com/t5_pa54j/styles/bannerBackgroundImage_dz7gv0mzta6b1.png\n",
      "https://www.reddit.com/r/rpdrcringe\n",
      "<title>/r/DeltaCo</title>\n",
      "https://styles.redditmedia.com/t5_3aifi/styles/bannerBackgroundImage_d5vvv86yc4i11.png\n",
      "https://www.reddit.com/r/MealPrepSunday\n",
      "<title>Meal Prep Sunday</title>\n",
      "https://www.reddit.com/r/PSO2\n",
      "<title>Phantasy Star Online 2</title>\n",
      "https://styles.redditmedia.com/t5_2sjei/styles/bannerBackgroundImage_f6qkr80fn7i41.jpg\n",
      "https://www.reddit.com/r/callofcthulhu\n",
      "<title>Call of Cthulhu; The RPG</title>\n",
      "https://styles.redditmedia.com/t5_2sdez/styles/bannerBackgroundImage_vbdtr3a3i9r41.png\n",
      "https://www.reddit.com/r/spiders\n",
      "<title>Spiders</title>\n",
      "https://www.reddit.com/r/bipolar\n",
      "<title>Peer Support: A Safe Space</title>\n",
      "https://www.reddit.com/r/BurningMan\n",
      "<title>Burning Man</title>\n",
      "https://www.reddit.com/r/fitness30plus\n",
      "<title>Fitness for 30+ </title>\n",
      "https://styles.redditmedia.com/t5_2zswl/styles/bannerBackgroundImage_xng5i1vlc17b1.png\n",
      "https://www.reddit.com/r/italianlearning\n",
      "<title>A place for those interested in learning Italian</title>\n",
      "https://www.reddit.com/r/wlu\n",
      "<title>Wilfrid Laurier University</title>\n",
      "https://styles.redditmedia.com/t5_2s5tw/styles/bannerBackgroundImage_gxu5wkf1fe8b1.jpg\n",
      "https://www.reddit.com/r/worldjerking\n",
      "<title>A TRUE WORLDBUILDER PROCRASTINATES ALL DAY</title>\n",
      "https://styles.redditmedia.com/t5_3fawf/styles/bannerBackgroundImage_adspe6ewyjp51.jpg\n",
      "https://www.reddit.com/r/Charlottesville\n",
      "<title>Charlottesville Virginia</title>\n",
      "https://www.reddit.com/r/compsci/\n",
      "<title>Reddit - Dive into anything</title>\n",
      "https://www.reddit.com/r/sunraybee\n",
      "<title>SunRayBee</title>\n",
      "https://styles.redditmedia.com/t5_zioft/styles/bannerBackgroundImage_j97c6sqyktr21.jpg\n",
      "https://www.reddit.com/r/JDM\n",
      "<title>Cars of Japan</title>\n",
      "https://styles.redditmedia.com/t5_2simf/styles/bannerBackgroundImage_ccxq79ps4b871.png\n",
      "https://www.reddit.com/r/LaTeX\n",
      "<title>LaTeX</title>\n",
      "https://www.reddit.com/r/OldWorldBlues\n",
      "<title>Old World Blues Mod</title>\n",
      "https://styles.redditmedia.com/t5_3ncyz/styles/bannerBackgroundImage_9q02428zqaf91.png\n",
      "https://www.reddit.com/r/8bitdo\n",
      "<title>8BitDo - Unofficial Support Community</title>\n",
      "https://www.reddit.com/r/GymGirlsNSFW\n",
      "<title>Share your sexy images and videos of gym girls.</title>\n",
      "https://www.reddit.com/r/falloutlore\n",
      "<title>Fallout Lore - Serving your postapocalyptic needs</title>\n",
      "https://www.reddit.com/r/elonmusk\n",
      "<title>Elon Musk</title>\n",
      "https://styles.redditmedia.com/t5_2tr91/styles/bannerBackgroundImage_zvbg6liavq6a1.jpg\n",
      "https://www.reddit.com/r/benfica\n",
      "<title>Sport Lisboa e Benfica — E Pluribus Unum</title>\n",
      "https://styles.redditmedia.com/t5_2sb3a/styles/bannerBackgroundImage_swtz6a858m211.jpg\n",
      "https://www.reddit.com/r/PCSX2\n",
      "<title>PCSX2 CLOSED JOIN THE DISCORD FOR SUPPORT</title>\n",
      "https://www.reddit.com/r/PlantedTank\n",
      "<title>Everything you need to know about the planted aquarium, and then some!</title>\n",
      "https://www.reddit.com/r/redditisfun\n",
      "<title>rif is fun for Reddit</title>\n",
      "https://www.reddit.com/r/Physics\n",
      "<title>Physics</title>\n",
      "https://www.reddit.com/r/PrideAndPinion\n",
      "<title>PrideAndPinion</title>\n",
      "https://www.reddit.com/r/SamiraMains/\n",
      "<title>Reddit - Dive into anything</title>\n",
      "https://www.reddit.com/r/mattcolville\n",
      "<title>MCDM and Matt Colville</title>\n",
      "https://styles.redditmedia.com/t5_3f0mp/styles/bannerBackgroundImage_lu3qm8fxyc8b1.png\n",
      "https://www.reddit.com/r/LessCredibleDefence\n",
      "<title>Military Strategy, History, Fashion &amp; Procurement, Defence &amp; other stuff.</title>\n",
      "https://styles.redditmedia.com/t5_2yyyd/styles/bannerBackgroundImage_7vuytpvrpub31.jpg\n",
      "https://www.reddit.com/r/UniversalOrlando\n",
      "<title>Universal Orlando Resort</title>\n",
      "https://styles.redditmedia.com/t5_2uwju/styles/bannerBackgroundImage_2fkiz0xmx3w81.jpg\n",
      "https://www.reddit.com/r/burdurland\n",
      "<title>Burdurland</title>\n",
      "https://styles.redditmedia.com/t5_yvsv4/styles/bannerBackgroundImage_v1v6p09jrvo21.jpg\n",
      "https://www.reddit.com/r/seculartalk\n",
      "<title>Secular Talk</title>\n",
      "https://styles.redditmedia.com/t5_314b6/styles/bannerBackgroundImage_cgjb6vd77xma1.jpg\n",
      "https://www.reddit.com/r/BLAHAJ\n",
      "<title>The sub for the best shark</title>\n",
      "https://styles.redditmedia.com/t5_fnopk/styles/bannerBackgroundImage_s09eiwba9x121.png\n",
      "https://www.reddit.com/r/5ToubunNoHanayome/\n",
      "<title>Reddit - Dive into anything</title>\n",
      "https://www.reddit.com/r/cougars_and_milfs_sfw\n",
      "<title>Cougars &amp; MILFS</title>\n",
      "https://styles.redditmedia.com/t5_31thr/styles/bannerBackgroundImage_ltaw8roal5aa1.jpg\n",
      "https://www.reddit.com/r/PhilosophyMemes\n",
      "<title>PhilosophyMemes</title>\n",
      "https://styles.redditmedia.com/t5_2u0y3/styles/bannerBackgroundImage_vbti97lzykx91.png\n",
      "https://www.reddit.com/r/vintageaudio\n",
      "<title>Vintage Audio</title>\n",
      "https://www.reddit.com/r/optometry\n",
      "<title>Optometry</title>\n",
      "https://www.reddit.com/r/EmuDeck\n",
      "<title>Play all your retro games on the Steam Deck</title>\n",
      "https://www.reddit.com/r/KimKardashianPics\n",
      "<title>Kim Kardashian Pics</title>\n",
      "https://www.reddit.com/r/AsianParentStories\n",
      "<title>(bad) Stories caused by Asian Parents</title>\n",
      "https://styles.redditmedia.com/t5_2u8j6/styles/bannerBackgroundImage_bcf0tdnixv131.png\n"
     ]
    }
   ],
   "source": [
    "# ok the big set now\n",
    "core_df[\"image_url\"] = core_df.progress_apply(lambda x: get_image(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "d558ab25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "image_url\n",
       "https://styles.redditmedia.com/t5_2ubgg/styles/bannerBackgroundImage_qhj1ts036d811.jpg     1\n",
       "https://styles.redditmedia.com/t5_2r5rp/styles/bannerBackgroundImage_xjz99n5qt8p61.png     1\n",
       "https://styles.redditmedia.com/t5_2s5oq/styles/bannerBackgroundImage_ozlnzosznvg91.png     1\n",
       "https://styles.redditmedia.com/t5_2tk0s/styles/bannerBackgroundImage_98c72voec68b1.png     1\n",
       "https://styles.redditmedia.com/t5_2rnve/styles/bannerBackgroundImage_2q1u6ier9cpa1.png     1\n",
       "https://styles.redditmedia.com/t5_2to41/styles/bannerBackgroundImage_be0j6czrjnf21.png     1\n",
       "https://styles.redditmedia.com/t5_2r0cn/styles/bannerBackgroundImage_1npb2gkjly981.png     1\n",
       "https://styles.redditmedia.com/t5_2r2jt/styles/bannerBackgroundImage_r1fezkylmy251.png     1\n",
       "https://styles.redditmedia.com/t5_4q5zoc/styles/bannerBackgroundImage_ocjmysayb36b1.png    1\n",
       "https://styles.redditmedia.com/t5_2rgs7/styles/bannerBackgroundImage_pc63neps4dra1.jpg     1\n",
       "https://styles.redditmedia.com/t5_2wbww/styles/bannerBackgroundImage_4lozq3lysi4b1.png     1\n",
       "https://styles.redditmedia.com/t5_2qio8/styles/bannerBackgroundImage_vdsi0hn56dra1.jpg     1\n",
       "https://styles.redditmedia.com/t5_2th52/styles/bannerBackgroundImage_sou5de1h0s5b1.png     1\n",
       "https://styles.redditmedia.com/t5_3h9bt/styles/bannerBackgroundImage_os6fecsksl1a1.jpeg    1\n",
       "https://styles.redditmedia.com/t5_2qhfg/styles/bannerBackgroundImage_ossi3xflzj4b1.png     1\n",
       "https://styles.redditmedia.com/t5_qir9n/styles/bannerBackgroundImage_vo59j02d7ira1.png     1\n",
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       "https://styles.redditmedia.com/t5_6r4pfl/styles/bannerBackgroundImage_nb5wlsr6c14b1.png    1\n",
       "https://styles.redditmedia.com/t5_2sqho/styles/bannerBackgroundImage_r12v0r6fk3bb1.jpg     1\n",
       "https://styles.redditmedia.com/t5_2qimj/styles/bannerBackgroundImage_uxjeiywotr9b1.png     1\n",
       "https://styles.redditmedia.com/t5_2qh4j/styles/bannerBackgroundImage_8ww7fjiokgn91.png     1\n",
       "https://styles.redditmedia.com/t5_2qore/styles/bannerBackgroundImage_awhnr2l0ho2b1.png     1\n",
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       "https://styles.redditmedia.com/t5_2v620/styles/bannerBackgroundImage_43ixyudy1ym01.png     1\n",
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       "https://styles.redditmedia.com/t5_2s580/styles/bannerBackgroundImage_op90ngd3v2wa1.png     1\n",
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       "https://styles.redditmedia.com/t5_2qh3s/styles/bannerBackgroundImage_k1ukyjei82r81.png     1\n",
       "https://styles.redditmedia.com/t5_2rzx9/styles/bannerBackgroundImage_9omlpnmfus4a1.png     1\n",
       "https://styles.redditmedia.com/t5_2xhvq/styles/bannerBackgroundImage_nacao2gsxu321.jpg     1\n",
       "https://styles.redditmedia.com/t5_2qh13/styles/bannerBackgroundImage_5q0f5lsk6pu01.png     1\n",
       "https://styles.redditmedia.com/t5_35n7t/styles/bannerBackgroundImage_1sm4lfrze6n71.png     1\n",
       "https://styles.redditmedia.com/t5_2y77d/styles/bannerBackgroundImage_wo397ozothg61.png     1\n",
       "https://styles.redditmedia.com/t5_38jf0/styles/bannerBackgroundImage_0z3fqd7mkhra1.png     1\n",
       "https://styles.redditmedia.com/t5_2w844/styles/bannerBackgroundImage_k7ndz0eykl191.jpg     1\n",
       "https://styles.redditmedia.com/t5_2qh03/styles/bannerBackgroundImage_j84aqdq3eyd91.png     1\n",
       "https://styles.redditmedia.com/t5_2rfxx/styles/bannerBackgroundImage_zumwx9jbf1sa1.jpg     1\n",
       "https://styles.redditmedia.com/t5_2qo4s/styles/bannerBackgroundImage_xx01cqppboq61.png     1\n",
       "https://styles.redditmedia.com/t5_2qh0u/styles/bannerBackgroundImage_if1cbgj4mc7b1.jpg     1\n",
       "https://styles.redditmedia.com/t5_39cye/styles/bannerBackgroundImage_q2j9f5r3gt961.jpg     1\n",
       "https://styles.redditmedia.com/t5_5wjmo8/styles/bannerBackgroundImage_p3p5a4rpq7k81.png    1\n",
       "https://styles.redditmedia.com/t5_mvcq5/styles/bannerBackgroundImage_gjg9dsefkz591.jpg     1\n",
       "https://styles.redditmedia.com/t5_2sokd/styles/bannerBackgroundImage_at8s941lsun31.png     1\n",
       "https://styles.redditmedia.com/t5_2cneq/styles/bannerBackgroundImage_4vvj1k5ldn671.png     1\n",
       "https://styles.redditmedia.com/t5_2sgp1/styles/bannerBackgroundImage_mgz30o28keh81.png     1\n",
       "https://styles.redditmedia.com/t5_2qmox/styles/bannerBackgroundImage_52dtxxg87zua1.png     1\n",
       "https://styles.redditmedia.com/t5_m0bnr/styles/bannerBackgroundImage_3utm5u26k7p61.jpg     1\n",
       "https://styles.redditmedia.com/t5_2r05i/styles/bannerBackgroundImage_y2jsp8gq7m4b1.png     1\n",
       "https://styles.redditmedia.com/t5_2qi58/styles/bannerBackgroundImage_t38690lxq7q91.png     1\n",
       "https://styles.redditmedia.com/t5_3l2acu/styles/bannerBackgroundImage_fb9sekbeeera1.png    1\n",
       "https://styles.redditmedia.com/t5_45hae8/styles/bannerBackgroundImage_nezs0e8w22c91.jpg    1\n",
       "https://styles.redditmedia.com/t5_12p4l2/styles/bannerBackgroundImage_js7ybp03t0ab1.jpg    1\n",
       "https://styles.redditmedia.com/t5_2qjpg/styles/bannerBackgroundImage_b0ojh4ocr2241.png     1\n",
       "https://styles.redditmedia.com/t5_2s5ti/styles/bannerBackgroundImage_a3zsmyk9wx391.jpg     1\n",
       "https://styles.redditmedia.com/t5_38e1l/styles/bannerBackgroundImage_mrqyxsxzaoq41.png     1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_df[:100][\"image_url\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "fc402f17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2513"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(core_df[~core_df[\"image_url\"].isna()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "a13bab34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<img src=\"{{image_url}}\" style=\"height: 50px; width:100%; object-fit: cover;\">'"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# doing this to render in flourish tooltip only when image_url is available\n",
    "img_html_for_flourish = \"\".join(['<img src=\"{{image_url}}\" ', \n",
    "                                 'style=\"', 'height: 50px; width:100%; object-fit: cover;\">',])\n",
    "img_html_for_flourish"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "857620b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_flourish_img_html(row):\n",
    "    if row[\"image_url\"]:\n",
    "        return img_html_for_flourish.replace(\"{{image_url}}\", row[\"image_url\"])\n",
    "    else:\n",
    "        return None\n",
    "\n",
    "core_df[\"flourish_img_html\"] = core_df.apply(lambda x: get_flourish_img_html(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "742062f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n",
      "None\n",
      "<img src=\"https://styles.redditmedia.com/t5_2ubgg/styles/bannerBackgroundImage_qhj1ts036d811.jpg\" style=\"height: 50px; width:100%; object-fit: cover;\">\n",
      "<img src=\"https://styles.redditmedia.com/t5_2r5rp/styles/bannerBackgroundImage_xjz99n5qt8p61.png\" style=\"height: 50px; width:100%; object-fit: cover;\">\n",
      "<img src=\"https://styles.redditmedia.com/t5_2rzx9/styles/bannerBackgroundImage_9omlpnmfus4a1.png\" style=\"height: 50px; width:100%; object-fit: cover;\">\n",
      "None\n",
      "<img src=\"https://styles.redditmedia.com/t5_2xhvq/styles/bannerBackgroundImage_nacao2gsxu321.jpg\" style=\"height: 50px; width:100%; object-fit: cover;\">\n",
      "None\n",
      "<img src=\"https://styles.redditmedia.com/t5_2qh13/styles/bannerBackgroundImage_5q0f5lsk6pu01.png\" style=\"height: 50px; width:100%; object-fit: cover;\">\n",
      "<img src=\"https://styles.redditmedia.com/t5_35n7t/styles/bannerBackgroundImage_1sm4lfrze6n71.png\" style=\"height: 50px; width:100%; object-fit: cover;\">\n"
     ]
    }
   ],
   "source": [
    "for x in core_df[:10][\"flourish_img_html\"]:\n",
    "    print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "3ccb59f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "      <th>subreddit_url</th>\n",
       "      <th>image_url</th>\n",
       "      <th>flourish_img_html</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "      <td>https://www.reddit.com/r/Home</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "      <td>https://www.reddit.com/r/AskReddit</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0 million</td>\n",
       "      <td>https://www.reddit.com/r/mildlyinfuriating</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2ubgg/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "      <td>2010</td>\n",
       "      <td>7.5 million</td>\n",
       "      <td>https://www.reddit.com/r/facepalm</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2r5rp/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>746.5 thousand</td>\n",
       "      <td>https://www.reddit.com/r/diablo4</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2rzx9/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2r...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name                                               desc  \\\n",
       "0               r/Home  Everything home related: interior design, home...   \n",
       "1          r/AskReddit  r/AskReddit is the place to ask and answer tho...   \n",
       "2  r/mildlyinfuriating                                        jugkfmghgug   \n",
       "3           r/facepalm  /r/facepalm has gone private in protest of the...   \n",
       "4            r/diablo4  Welcome to the un official Diablo 4 subreddit!...   \n",
       "\n",
       "   page_id num_members  page_nr date_retrieved age_num age_word  created_dt  \\\n",
       "0  5_2qs0k     135,237        0     2023-07-07      14    years        2009   \n",
       "1  5_2qh1i  41,833,971        0     2023-07-07      15    years        2008   \n",
       "2  5_2ubgg   5,961,250        0     2023-07-07      11    years        2012   \n",
       "3  5_2r5rp   7,469,361        0     2023-07-07      13    years        2010   \n",
       "4  5_2rzx9     746,468        0     2023-07-07      12    years        2011   \n",
       "\n",
       "  human_num_members                               subreddit_url  \\\n",
       "0    135.2 thousand               https://www.reddit.com/r/Home   \n",
       "1      41.8 million          https://www.reddit.com/r/AskReddit   \n",
       "2       6.0 million  https://www.reddit.com/r/mildlyinfuriating   \n",
       "3       7.5 million           https://www.reddit.com/r/facepalm   \n",
       "4    746.5 thousand            https://www.reddit.com/r/diablo4   \n",
       "\n",
       "                                           image_url  \\\n",
       "0                                               None   \n",
       "1                                               None   \n",
       "2  https://styles.redditmedia.com/t5_2ubgg/styles...   \n",
       "3  https://styles.redditmedia.com/t5_2r5rp/styles...   \n",
       "4  https://styles.redditmedia.com/t5_2rzx9/styles...   \n",
       "\n",
       "                                   flourish_img_html  \n",
       "0                                               None  \n",
       "1                                               None  \n",
       "2  <img src=\"https://styles.redditmedia.com/t5_2u...  \n",
       "3  <img src=\"https://styles.redditmedia.com/t5_2r...  \n",
       "4  <img src=\"https://styles.redditmedia.com/t5_2r...  "
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06d397ff",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "b076a895",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df[\"rank_str\"] = core_df.index.astype(\"str\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "b5ca4d40",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df[:100].to_csv(\"./df_070723_100_with_images_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "26e161b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df[:1000].to_csv(\"./df_070723_1k_with_images_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "4120c5ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_df.to_csv(\"./df_070723_with_images_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "e4c6fa85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "      <th>subreddit_url</th>\n",
       "      <th>image_url</th>\n",
       "      <th>flourish_img_html</th>\n",
       "      <th>rank_str</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "      <td>https://www.reddit.com/r/Home</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "      <td>https://www.reddit.com/r/AskReddit</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0 million</td>\n",
       "      <td>https://www.reddit.com/r/mildlyinfuriating</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2ubgg/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "      <td>2010</td>\n",
       "      <td>7.5 million</td>\n",
       "      <td>https://www.reddit.com/r/facepalm</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2r5rp/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2r...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>746.5 thousand</td>\n",
       "      <td>https://www.reddit.com/r/diablo4</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2rzx9/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2r...</td>\n",
       "      <td>4</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4083</th>\n",
       "      <td>r/vintageaudio</td>\n",
       "      <td>r/VintageAudio  NEW! Join the rest of the Redd...</td>\n",
       "      <td>5_2svvy</td>\n",
       "      <td>87,062</td>\n",
       "      <td>40</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>87.1 thousand</td>\n",
       "      <td>https://www.reddit.com/r/vintageaudio</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4084</th>\n",
       "      <td>r/optometry</td>\n",
       "      <td>Welcome to /r/optometry! This subreddit for ey...</td>\n",
       "      <td>5_2shdt</td>\n",
       "      <td>34,103</td>\n",
       "      <td>40</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>34.1 thousand</td>\n",
       "      <td>https://www.reddit.com/r/optometry</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4085</th>\n",
       "      <td>r/EmuDeck</td>\n",
       "      <td>Play all your retro games on the Steam Deck We...</td>\n",
       "      <td>5_698bu8</td>\n",
       "      <td>13,260</td>\n",
       "      <td>40</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>1</td>\n",
       "      <td>year</td>\n",
       "      <td>2022</td>\n",
       "      <td>13.3 thousand</td>\n",
       "      <td>https://www.reddit.com/r/EmuDeck</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4086</th>\n",
       "      <td>r/KimKardashianPics</td>\n",
       "      <td>Dedicated to pictures of Kim Kardashian, regul...</td>\n",
       "      <td>5_2uj0t</td>\n",
       "      <td>236,356</td>\n",
       "      <td>40</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>10</td>\n",
       "      <td>years</td>\n",
       "      <td>2013</td>\n",
       "      <td>236.4 thousand</td>\n",
       "      <td>https://www.reddit.com/r/KimKardashianPics</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4087</th>\n",
       "      <td>r/AsianParentStories</td>\n",
       "      <td>The only place on the internet that wants to h...</td>\n",
       "      <td>5_2u8j6</td>\n",
       "      <td>89,315</td>\n",
       "      <td>40</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>89.3 thousand</td>\n",
       "      <td>https://www.reddit.com/r/AsianParentStories</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2u8j6/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2u...</td>\n",
       "      <td>4087</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4088 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      name                                               desc  \\\n",
       "0                   r/Home  Everything home related: interior design, home...   \n",
       "1              r/AskReddit  r/AskReddit is the place to ask and answer tho...   \n",
       "2      r/mildlyinfuriating                                        jugkfmghgug   \n",
       "3               r/facepalm  /r/facepalm has gone private in protest of the...   \n",
       "4                r/diablo4  Welcome to the un official Diablo 4 subreddit!...   \n",
       "...                    ...                                                ...   \n",
       "4083        r/vintageaudio  r/VintageAudio  NEW! Join the rest of the Redd...   \n",
       "4084           r/optometry  Welcome to /r/optometry! This subreddit for ey...   \n",
       "4085             r/EmuDeck  Play all your retro games on the Steam Deck We...   \n",
       "4086   r/KimKardashianPics  Dedicated to pictures of Kim Kardashian, regul...   \n",
       "4087  r/AsianParentStories  The only place on the internet that wants to h...   \n",
       "\n",
       "       page_id num_members  page_nr date_retrieved age_num age_word  \\\n",
       "0      5_2qs0k     135,237        0     2023-07-07      14    years   \n",
       "1      5_2qh1i  41,833,971        0     2023-07-07      15    years   \n",
       "2      5_2ubgg   5,961,250        0     2023-07-07      11    years   \n",
       "3      5_2r5rp   7,469,361        0     2023-07-07      13    years   \n",
       "4      5_2rzx9     746,468        0     2023-07-07      12    years   \n",
       "...        ...         ...      ...            ...     ...      ...   \n",
       "4083   5_2svvy      87,062       40     2023-07-07      11    years   \n",
       "4084   5_2shdt      34,103       40     2023-07-07      12    years   \n",
       "4085  5_698bu8      13,260       40     2023-07-07       1     year   \n",
       "4086   5_2uj0t     236,356       40     2023-07-07      10    years   \n",
       "4087   5_2u8j6      89,315       40     2023-07-07      11    years   \n",
       "\n",
       "      created_dt human_num_members  \\\n",
       "0           2009    135.2 thousand   \n",
       "1           2008      41.8 million   \n",
       "2           2012       6.0 million   \n",
       "3           2010       7.5 million   \n",
       "4           2011    746.5 thousand   \n",
       "...          ...               ...   \n",
       "4083        2012     87.1 thousand   \n",
       "4084        2011     34.1 thousand   \n",
       "4085        2022     13.3 thousand   \n",
       "4086        2013    236.4 thousand   \n",
       "4087        2012     89.3 thousand   \n",
       "\n",
       "                                    subreddit_url  \\\n",
       "0                   https://www.reddit.com/r/Home   \n",
       "1              https://www.reddit.com/r/AskReddit   \n",
       "2      https://www.reddit.com/r/mildlyinfuriating   \n",
       "3               https://www.reddit.com/r/facepalm   \n",
       "4                https://www.reddit.com/r/diablo4   \n",
       "...                                           ...   \n",
       "4083        https://www.reddit.com/r/vintageaudio   \n",
       "4084           https://www.reddit.com/r/optometry   \n",
       "4085             https://www.reddit.com/r/EmuDeck   \n",
       "4086   https://www.reddit.com/r/KimKardashianPics   \n",
       "4087  https://www.reddit.com/r/AsianParentStories   \n",
       "\n",
       "                                              image_url  \\\n",
       "0                                                  None   \n",
       "1                                                  None   \n",
       "2     https://styles.redditmedia.com/t5_2ubgg/styles...   \n",
       "3     https://styles.redditmedia.com/t5_2r5rp/styles...   \n",
       "4     https://styles.redditmedia.com/t5_2rzx9/styles...   \n",
       "...                                                 ...   \n",
       "4083                                               None   \n",
       "4084                                               None   \n",
       "4085                                               None   \n",
       "4086                                               None   \n",
       "4087  https://styles.redditmedia.com/t5_2u8j6/styles...   \n",
       "\n",
       "                                      flourish_img_html rank_str  \n",
       "0                                                  None        0  \n",
       "1                                                  None        1  \n",
       "2     <img src=\"https://styles.redditmedia.com/t5_2u...        2  \n",
       "3     <img src=\"https://styles.redditmedia.com/t5_2r...        3  \n",
       "4     <img src=\"https://styles.redditmedia.com/t5_2r...        4  \n",
       "...                                                 ...      ...  \n",
       "4083                                               None     4083  \n",
       "4084                                               None     4084  \n",
       "4085                                               None     4085  \n",
       "4086                                               None     4086  \n",
       "4087  <img src=\"https://styles.redditmedia.com/t5_2u...     4087  \n",
       "\n",
       "[4088 rows x 14 columns]"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b0a6f8e",
   "metadata": {},
   "source": [
    "## Datawrapper File Prep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3a73d984",
   "metadata": {},
   "outputs": [],
   "source": [
    "dw_df = pd.read_csv(\"./output/top_1000_with_categories_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "79d5778b",
   "metadata": {},
   "outputs": [],
   "source": [
    "dw_df.iloc[:, [1, 2, 4, 9, 31]].to_csv(\"./output/datawrapper_output_070723_dt_top_1000_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "05965f83",
   "metadata": {},
   "outputs": [],
   "source": [
    "dw_df_loaded = pd.read_csv(\"./output/datawrapper_output_070723_dt_top_1000_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "247b514c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dw_df_loaded)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "508d6872",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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