Hybrid_Podcast_Recommender.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer, CountVectorizer\n",
    "from sklearn.metrics.pairwise import linear_kernel, cosine_similarity\n",
    "from nltk.stem.snowball import SnowballStemmer\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "from nltk.corpus import wordnet\n",
    "from surprise import Reader, Dataset, SVD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "      <th>genre</th>\n",
       "      <th>desc</th>\n",
       "      <th>tf-idf</th>\n",
       "      <th>reviews</th>\n",
       "      <th>stars</th>\n",
       "      <th>user</th>\n",
       "      <th>user_id</th>\n",
       "      <th>podcast_id</th>\n",
       "      <th>...</th>\n",
       "      <th>Society &amp; Culture</th>\n",
       "      <th>Sports &amp; Recreation</th>\n",
       "      <th>TV &amp; Film</th>\n",
       "      <th>Tech News</th>\n",
       "      <th>Technology</th>\n",
       "      <th>Training</th>\n",
       "      <th>genre_tags</th>\n",
       "      <th>genre_features</th>\n",
       "      <th>user_features</th>\n",
       "      <th>user_podcast_id_tuple</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Whilst there is a story here it doesn’t seem ...</td>\n",
       "      <td>3</td>\n",
       "      <td>whatdidiexpect</td>\n",
       "      <td>9436</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(9436, ['3'])</td>\n",
       "      <td>(9436, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I can’t stop listening... both fascinated, ye...</td>\n",
       "      <td>4</td>\n",
       "      <td>Ardentspirit</td>\n",
       "      <td>584</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(584, ['4'])</td>\n",
       "      <td>(584, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I half expected John B McElmore to wander out...</td>\n",
       "      <td>5</td>\n",
       "      <td>emaywwew</td>\n",
       "      <td>7295</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(7295, ['5'])</td>\n",
       "      <td>(7295, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“This is awesome-best podcast I’ve listened to...</td>\n",
       "      <td>5</td>\n",
       "      <td>Debster2024</td>\n",
       "      <td>1644</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(1644, ['5'])</td>\n",
       "      <td>(1644, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Can’t wait for more”</td>\n",
       "      <td>5</td>\n",
       "      <td>ladyogirl</td>\n",
       "      <td>8073</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(8073, ['5'])</td>\n",
       "      <td>(8073, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“In 26 minutes of the first episode I heard mo...</td>\n",
       "      <td>1</td>\n",
       "      <td>UnclaimedOrb932</td>\n",
       "      <td>6143</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(6143, ['1'])</td>\n",
       "      <td>(6143, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Loved it!  Very well done in every way. Hard ...</td>\n",
       "      <td>5</td>\n",
       "      <td>oldusedcarrs</td>\n",
       "      <td>8640</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(8640, ['5'])</td>\n",
       "      <td>(8640, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“So what the hell happened!?!? Left me hanging...</td>\n",
       "      <td>5</td>\n",
       "      <td>smitterbee</td>\n",
       "      <td>9082</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(9082, ['5'])</td>\n",
       "      <td>(9082, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I want to listen to a podcast not ad after ad...</td>\n",
       "      <td>1</td>\n",
       "      <td>StevenGrace10</td>\n",
       "      <td>5680</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(5680, ['1'])</td>\n",
       "      <td>(5680, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Super interesting. I can’t wait for the next ...</td>\n",
       "      <td>5</td>\n",
       "      <td>podster50</td>\n",
       "      <td>8756</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(8756, ['5'])</td>\n",
       "      <td>(8756, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I was hooked from the first episode and can’t...</td>\n",
       "      <td>5</td>\n",
       "      <td>Blah blah blah 12234678</td>\n",
       "      <td>877</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(877, ['5'])</td>\n",
       "      <td>(877, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“So well done. A few decades of life imitating...</td>\n",
       "      <td>5</td>\n",
       "      <td>DeluxX52</td>\n",
       "      <td>1658</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(1658, ['5'])</td>\n",
       "      <td>(1658, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Unbelievable story. Cant wait for next episod...</td>\n",
       "      <td>5</td>\n",
       "      <td>JulianNG</td>\n",
       "      <td>3090</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(3090, ['5'])</td>\n",
       "      <td>(3090, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“This podcast is well produced and interesting...</td>\n",
       "      <td>4</td>\n",
       "      <td>HeidiMid</td>\n",
       "      <td>2447</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(2447, ['4'])</td>\n",
       "      <td>(2447, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“This was probably the most boring podcast I’v...</td>\n",
       "      <td>1</td>\n",
       "      <td>Nsupanda</td>\n",
       "      <td>4613</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(4613, ['1'])</td>\n",
       "      <td>(4613, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I’ve listened to episode 1-5 this afternoon, ...</td>\n",
       "      <td>5</td>\n",
       "      <td>Breeze01</td>\n",
       "      <td>962</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(962, ['5'])</td>\n",
       "      <td>(962, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“This story is nuts. Great listen.”</td>\n",
       "      <td>5</td>\n",
       "      <td>Ocean1185</td>\n",
       "      <td>4643</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(4643, ['5'])</td>\n",
       "      <td>(4643, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Best podcast ever!”</td>\n",
       "      <td>5</td>\n",
       "      <td>lja114</td>\n",
       "      <td>8164</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(8164, ['5'])</td>\n",
       "      <td>(8164, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“So glad I found this podcast!  I just wish al...</td>\n",
       "      <td>5</td>\n",
       "      <td>wildcat919</td>\n",
       "      <td>9449</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(9449, ['5'])</td>\n",
       "      <td>(9449, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Definitely a must listen for anyone who loves...</td>\n",
       "      <td>5</td>\n",
       "      <td>winje82</td>\n",
       "      <td>9456</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(9456, ['5'])</td>\n",
       "      <td>(9456, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Fascinating story about one of the most vulne...</td>\n",
       "      <td>5</td>\n",
       "      <td>Christina288</td>\n",
       "      <td>1305</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(1305, ['5'])</td>\n",
       "      <td>(1305, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Naive codependent morons get taken advantage ...</td>\n",
       "      <td>2</td>\n",
       "      <td>canyoumakethismoredifficult</td>\n",
       "      <td>6904</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(6904, ['2'])</td>\n",
       "      <td>(6904, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I’ve really enjoyed the wonder series. Listen...</td>\n",
       "      <td>5</td>\n",
       "      <td>estemaz</td>\n",
       "      <td>7333</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(7333, ['5'])</td>\n",
       "      <td>(7333, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I can’t believe that this guy was able to do ...</td>\n",
       "      <td>5</td>\n",
       "      <td>Nynyomi</td>\n",
       "      <td>4629</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(4629, ['5'])</td>\n",
       "      <td>(4629, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“What Ike has done to Marty and others is trul...</td>\n",
       "      <td>4</td>\n",
       "      <td>Elbybara</td>\n",
       "      <td>1898</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(1898, ['4'])</td>\n",
       "      <td>(1898, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“How can so many people watch this slow-motion...</td>\n",
       "      <td>5</td>\n",
       "      <td>Farleydog</td>\n",
       "      <td>2055</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(2055, ['5'])</td>\n",
       "      <td>(2055, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“Really enjoying the Shrink Next Door. Unlike ...</td>\n",
       "      <td>5</td>\n",
       "      <td>obidow</td>\n",
       "      <td>8616</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(8616, ['5'])</td>\n",
       "      <td>(8616, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I cannot get enough of this podcast!!! Fascin...</td>\n",
       "      <td>5</td>\n",
       "      <td>Lisonti</td>\n",
       "      <td>3650</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(3650, ['5'])</td>\n",
       "      <td>(3650, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I've listened to 2 and a half episodes.  Noth...</td>\n",
       "      <td>2</td>\n",
       "      <td>PodThaiNoodles</td>\n",
       "      <td>4862</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(4862, ['2'])</td>\n",
       "      <td>(4862, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>['Business', 'Society &amp; Culture']</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>“I’m tired of murder mystery podcast. Happy to...</td>\n",
       "      <td>4</td>\n",
       "      <td>cubesly</td>\n",
       "      <td>7109</td>\n",
       "      <td>172</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business,Society &amp; Culture</td>\n",
       "      <td>(172, ['Business', 'Society &amp; Culture'])</td>\n",
       "      <td>(7109, ['4'])</td>\n",
       "      <td>(7109, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9954</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“Dan’s passion for digging deep into topics is...</td>\n",
       "      <td>5</td>\n",
       "      <td>dorf_online</td>\n",
       "      <td>7215</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(7215, ['5'])</td>\n",
       "      <td>(7215, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9955</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“The show’s pretty funny, very interesting, al...</td>\n",
       "      <td>5</td>\n",
       "      <td>Travis Maynard (namestaken)</td>\n",
       "      <td>6058</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(6058, ['5'])</td>\n",
       "      <td>(6058, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9956</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“I never miss an episode of Timesuck. Hail, Lu...</td>\n",
       "      <td>5</td>\n",
       "      <td>gfviolaval</td>\n",
       "      <td>7449</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(7449, ['5'])</td>\n",
       "      <td>(7449, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9957</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“My words ain’t the goodest but to say it simp...</td>\n",
       "      <td>5</td>\n",
       "      <td>Jack attack87</td>\n",
       "      <td>2757</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(2757, ['5'])</td>\n",
       "      <td>(2757, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9958</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“Dudes the man. He finds a way to combine come...</td>\n",
       "      <td>5</td>\n",
       "      <td>Elpolloblanco</td>\n",
       "      <td>1925</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(1925, ['5'])</td>\n",
       "      <td>(1925, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9959</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“This is the best of the best. Eat your heart ...</td>\n",
       "      <td>5</td>\n",
       "      <td>Cardboard Kid</td>\n",
       "      <td>1150</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(1150, ['5'])</td>\n",
       "      <td>(1150, 188)</td>\n",
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       "    <tr>\n",
       "      <th>9960</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“Live Ant Hill Kids Timesuck in Spokane last n...</td>\n",
       "      <td>5</td>\n",
       "      <td>Hobo #323</td>\n",
       "      <td>2507</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(2507, ['5'])</td>\n",
       "      <td>(2507, 188)</td>\n",
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       "    <tr>\n",
       "      <th>9961</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“This is by far the best Podcast on iTunes rig...</td>\n",
       "      <td>5</td>\n",
       "      <td>Landon Stephenson</td>\n",
       "      <td>3509</td>\n",
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       "      <td>...</td>\n",
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       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(3509, ['5'])</td>\n",
       "      <td>(3509, 188)</td>\n",
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       "    <tr>\n",
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       "      <td>Timesuck with Dan Cummins</td>\n",
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       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“Please don’t change your humor to be “PC” 🤮 \\...</td>\n",
       "      <td>5</td>\n",
       "      <td>auntywu</td>\n",
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       "      <td>188</td>\n",
       "      <td>...</td>\n",
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       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(6687, ['5'])</td>\n",
       "      <td>(6687, 188)</td>\n",
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       "    <tr>\n",
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       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“The people who listen every week are like a l...</td>\n",
       "      <td>5</td>\n",
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       "      <td>...</td>\n",
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       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(5165, ['5'])</td>\n",
       "      <td>(5165, 188)</td>\n",
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       "    <tr>\n",
       "      <th>9964</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“Definitely the funniest of all my regular pod...</td>\n",
       "      <td>5</td>\n",
       "      <td>99tranzam</td>\n",
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       "      <td>188</td>\n",
       "      <td>...</td>\n",
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       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(166, ['5'])</td>\n",
       "      <td>(166, 188)</td>\n",
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       "    <tr>\n",
       "      <th>9965</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“Dan your podcast is awesome. Majored in histo...</td>\n",
       "      <td>5</td>\n",
       "      <td>sherm27904</td>\n",
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       "      <td>188</td>\n",
       "      <td>...</td>\n",
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       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(9031, ['5'])</td>\n",
       "      <td>(9031, 188)</td>\n",
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       "    <tr>\n",
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       "      <td>Timesuck with Dan Cummins</td>\n",
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       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
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       "      <td>5</td>\n",
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       "      <td>(6045, ['5'])</td>\n",
       "      <td>(6045, 188)</td>\n",
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       "    <tr>\n",
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       "      <td>Timesuck with Dan Cummins</td>\n",
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       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
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       "      <td>“5 Stars. Look forward to this every Monday wh...</td>\n",
       "      <td>5</td>\n",
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       "      <td>...</td>\n",
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       "      <td>(5670, 188)</td>\n",
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       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
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       "      <td>“I’ll listen to this podcast for hours on end....</td>\n",
       "      <td>5</td>\n",
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       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
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       "      <td>“I just started to listen to podcasts for the ...</td>\n",
       "      <td>5</td>\n",
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       "      <td>...</td>\n",
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       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
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       "      <td>“Keep on sucking”</td>\n",
       "      <td>5</td>\n",
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       "      <td>“I’m a True Crime junkie but after listening t...</td>\n",
       "      <td>5</td>\n",
       "      <td>TrueCrimeKas</td>\n",
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       "      <td>“I work in a restaurant and all the stupidity ...</td>\n",
       "      <td>5</td>\n",
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       "      <td>5</td>\n",
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       "      <td>“Bwak bwak playboy.”</td>\n",
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       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(2677, ['5'])</td>\n",
       "      <td>(2677, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9978</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“The best podcast on the market!!!!”</td>\n",
       "      <td>5</td>\n",
       "      <td>JDorriety</td>\n",
       "      <td>2689</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(2689, ['5'])</td>\n",
       "      <td>(2689, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9979</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“Love it, starting at episode one and grinding...</td>\n",
       "      <td>5</td>\n",
       "      <td>littlepalomino</td>\n",
       "      <td>8154</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(8154, ['5'])</td>\n",
       "      <td>(8154, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9980</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“I cant stop listening, very entertaining and ...</td>\n",
       "      <td>5</td>\n",
       "      <td>Bicephus</td>\n",
       "      <td>827</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(827, ['5'])</td>\n",
       "      <td>(827, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9981</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“I really love listening to Dan. He combined f...</td>\n",
       "      <td>5</td>\n",
       "      <td>xhznxjxjcdj</td>\n",
       "      <td>9488</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(9488, ['5'])</td>\n",
       "      <td>(9488, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9982</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“Found this podcast looking for Chernobyl topi...</td>\n",
       "      <td>1</td>\n",
       "      <td>Good content, horrible host</td>\n",
       "      <td>2278</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(2278, ['1'])</td>\n",
       "      <td>(2278, 188)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9983</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>['Comedy', 'Education', 'Society &amp; Culture']</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>“If you aren’t a Time Sucker yet, what are you...</td>\n",
       "      <td>5</td>\n",
       "      <td>Mr Caution</td>\n",
       "      <td>4293</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>(188, ['Comedy', 'Education', 'Society &amp; Cultu...</td>\n",
       "      <td>(4293, ['5'])</td>\n",
       "      <td>(4293, 188)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9984 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          title  \\\n",
       "0          The Shrink Next Door   \n",
       "1          The Shrink Next Door   \n",
       "2          The Shrink Next Door   \n",
       "3          The Shrink Next Door   \n",
       "4          The Shrink Next Door   \n",
       "5          The Shrink Next Door   \n",
       "6          The Shrink Next Door   \n",
       "7          The Shrink Next Door   \n",
       "8          The Shrink Next Door   \n",
       "9          The Shrink Next Door   \n",
       "10         The Shrink Next Door   \n",
       "11         The Shrink Next Door   \n",
       "12         The Shrink Next Door   \n",
       "13         The Shrink Next Door   \n",
       "14         The Shrink Next Door   \n",
       "15         The Shrink Next Door   \n",
       "16         The Shrink Next Door   \n",
       "17         The Shrink Next Door   \n",
       "18         The Shrink Next Door   \n",
       "19         The Shrink Next Door   \n",
       "20         The Shrink Next Door   \n",
       "21         The Shrink Next Door   \n",
       "22         The Shrink Next Door   \n",
       "23         The Shrink Next Door   \n",
       "24         The Shrink Next Door   \n",
       "25         The Shrink Next Door   \n",
       "26         The Shrink Next Door   \n",
       "27         The Shrink Next Door   \n",
       "28         The Shrink Next Door   \n",
       "29         The Shrink Next Door   \n",
       "...                         ...   \n",
       "9954  Timesuck with Dan Cummins   \n",
       "9955  Timesuck with Dan Cummins   \n",
       "9956  Timesuck with Dan Cummins   \n",
       "9957  Timesuck with Dan Cummins   \n",
       "9958  Timesuck with Dan Cummins   \n",
       "9959  Timesuck with Dan Cummins   \n",
       "9960  Timesuck with Dan Cummins   \n",
       "9961  Timesuck with Dan Cummins   \n",
       "9962  Timesuck with Dan Cummins   \n",
       "9963  Timesuck with Dan Cummins   \n",
       "9964  Timesuck with Dan Cummins   \n",
       "9965  Timesuck with Dan Cummins   \n",
       "9966  Timesuck with Dan Cummins   \n",
       "9967  Timesuck with Dan Cummins   \n",
       "9968  Timesuck with Dan Cummins   \n",
       "9969  Timesuck with Dan Cummins   \n",
       "9970  Timesuck with Dan Cummins   \n",
       "9971  Timesuck with Dan Cummins   \n",
       "9972  Timesuck with Dan Cummins   \n",
       "9973  Timesuck with Dan Cummins   \n",
       "9974  Timesuck with Dan Cummins   \n",
       "9975  Timesuck with Dan Cummins   \n",
       "9976  Timesuck with Dan Cummins   \n",
       "9977  Timesuck with Dan Cummins   \n",
       "9978  Timesuck with Dan Cummins   \n",
       "9979  Timesuck with Dan Cummins   \n",
       "9980  Timesuck with Dan Cummins   \n",
       "9981  Timesuck with Dan Cummins   \n",
       "9982  Timesuck with Dan Cummins   \n",
       "9983  Timesuck with Dan Cummins   \n",
       "\n",
       "                                                    url  \\\n",
       "0     https://chartable.com/podcasts/the-shrink-next...   \n",
       "1     https://chartable.com/podcasts/the-shrink-next...   \n",
       "2     https://chartable.com/podcasts/the-shrink-next...   \n",
       "3     https://chartable.com/podcasts/the-shrink-next...   \n",
       "4     https://chartable.com/podcasts/the-shrink-next...   \n",
       "5     https://chartable.com/podcasts/the-shrink-next...   \n",
       "6     https://chartable.com/podcasts/the-shrink-next...   \n",
       "7     https://chartable.com/podcasts/the-shrink-next...   \n",
       "8     https://chartable.com/podcasts/the-shrink-next...   \n",
       "9     https://chartable.com/podcasts/the-shrink-next...   \n",
       "10    https://chartable.com/podcasts/the-shrink-next...   \n",
       "11    https://chartable.com/podcasts/the-shrink-next...   \n",
       "12    https://chartable.com/podcasts/the-shrink-next...   \n",
       "13    https://chartable.com/podcasts/the-shrink-next...   \n",
       "14    https://chartable.com/podcasts/the-shrink-next...   \n",
       "15    https://chartable.com/podcasts/the-shrink-next...   \n",
       "16    https://chartable.com/podcasts/the-shrink-next...   \n",
       "17    https://chartable.com/podcasts/the-shrink-next...   \n",
       "18    https://chartable.com/podcasts/the-shrink-next...   \n",
       "19    https://chartable.com/podcasts/the-shrink-next...   \n",
       "20    https://chartable.com/podcasts/the-shrink-next...   \n",
       "21    https://chartable.com/podcasts/the-shrink-next...   \n",
       "22    https://chartable.com/podcasts/the-shrink-next...   \n",
       "23    https://chartable.com/podcasts/the-shrink-next...   \n",
       "24    https://chartable.com/podcasts/the-shrink-next...   \n",
       "25    https://chartable.com/podcasts/the-shrink-next...   \n",
       "26    https://chartable.com/podcasts/the-shrink-next...   \n",
       "27    https://chartable.com/podcasts/the-shrink-next...   \n",
       "28    https://chartable.com/podcasts/the-shrink-next...   \n",
       "29    https://chartable.com/podcasts/the-shrink-next...   \n",
       "...                                                 ...   \n",
       "9954  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9955  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9956  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9957  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9958  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9959  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9960  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9961  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9962  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9963  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9964  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9965  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9966  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9967  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9968  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9969  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9970  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9971  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9972  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9973  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9974  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9975  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9976  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9977  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9978  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9979  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9980  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9981  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9982  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "9983  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "\n",
       "                                             genre  \\\n",
       "0                ['Business', 'Society & Culture']   \n",
       "1                ['Business', 'Society & Culture']   \n",
       "2                ['Business', 'Society & Culture']   \n",
       "3                ['Business', 'Society & Culture']   \n",
       "4                ['Business', 'Society & Culture']   \n",
       "5                ['Business', 'Society & Culture']   \n",
       "6                ['Business', 'Society & Culture']   \n",
       "7                ['Business', 'Society & Culture']   \n",
       "8                ['Business', 'Society & Culture']   \n",
       "9                ['Business', 'Society & Culture']   \n",
       "10               ['Business', 'Society & Culture']   \n",
       "11               ['Business', 'Society & Culture']   \n",
       "12               ['Business', 'Society & Culture']   \n",
       "13               ['Business', 'Society & Culture']   \n",
       "14               ['Business', 'Society & Culture']   \n",
       "15               ['Business', 'Society & Culture']   \n",
       "16               ['Business', 'Society & Culture']   \n",
       "17               ['Business', 'Society & Culture']   \n",
       "18               ['Business', 'Society & Culture']   \n",
       "19               ['Business', 'Society & Culture']   \n",
       "20               ['Business', 'Society & Culture']   \n",
       "21               ['Business', 'Society & Culture']   \n",
       "22               ['Business', 'Society & Culture']   \n",
       "23               ['Business', 'Society & Culture']   \n",
       "24               ['Business', 'Society & Culture']   \n",
       "25               ['Business', 'Society & Culture']   \n",
       "26               ['Business', 'Society & Culture']   \n",
       "27               ['Business', 'Society & Culture']   \n",
       "28               ['Business', 'Society & Culture']   \n",
       "29               ['Business', 'Society & Culture']   \n",
       "...                                            ...   \n",
       "9954  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9955  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9956  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9957  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9958  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9959  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9960  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9961  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9962  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9963  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9964  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9965  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9966  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9967  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9968  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9969  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9970  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9971  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9972  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9973  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9974  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9975  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9976  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9977  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9978  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9979  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9980  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9981  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9982  ['Comedy', 'Education', 'Society & Culture']   \n",
       "9983  ['Comedy', 'Education', 'Society & Culture']   \n",
       "\n",
       "                                                   desc  \\\n",
       "0           Veteran journalist Joe Nocera’s neighbor...   \n",
       "1           Veteran journalist Joe Nocera’s neighbor...   \n",
       "2           Veteran journalist Joe Nocera’s neighbor...   \n",
       "3           Veteran journalist Joe Nocera’s neighbor...   \n",
       "4           Veteran journalist Joe Nocera’s neighbor...   \n",
       "5           Veteran journalist Joe Nocera’s neighbor...   \n",
       "6           Veteran journalist Joe Nocera’s neighbor...   \n",
       "7           Veteran journalist Joe Nocera’s neighbor...   \n",
       "8           Veteran journalist Joe Nocera’s neighbor...   \n",
       "9           Veteran journalist Joe Nocera’s neighbor...   \n",
       "10          Veteran journalist Joe Nocera’s neighbor...   \n",
       "11          Veteran journalist Joe Nocera’s neighbor...   \n",
       "12          Veteran journalist Joe Nocera’s neighbor...   \n",
       "13          Veteran journalist Joe Nocera’s neighbor...   \n",
       "14          Veteran journalist Joe Nocera’s neighbor...   \n",
       "15          Veteran journalist Joe Nocera’s neighbor...   \n",
       "16          Veteran journalist Joe Nocera’s neighbor...   \n",
       "17          Veteran journalist Joe Nocera’s neighbor...   \n",
       "18          Veteran journalist Joe Nocera’s neighbor...   \n",
       "19          Veteran journalist Joe Nocera’s neighbor...   \n",
       "20          Veteran journalist Joe Nocera’s neighbor...   \n",
       "21          Veteran journalist Joe Nocera’s neighbor...   \n",
       "22          Veteran journalist Joe Nocera’s neighbor...   \n",
       "23          Veteran journalist Joe Nocera’s neighbor...   \n",
       "24          Veteran journalist Joe Nocera’s neighbor...   \n",
       "25          Veteran journalist Joe Nocera’s neighbor...   \n",
       "26          Veteran journalist Joe Nocera’s neighbor...   \n",
       "27          Veteran journalist Joe Nocera’s neighbor...   \n",
       "28          Veteran journalist Joe Nocera’s neighbor...   \n",
       "29          Veteran journalist Joe Nocera’s neighbor...   \n",
       "...                                                 ...   \n",
       "9954        Each week, Dan Cummins takes fascinating...   \n",
       "9955        Each week, Dan Cummins takes fascinating...   \n",
       "9956        Each week, Dan Cummins takes fascinating...   \n",
       "9957        Each week, Dan Cummins takes fascinating...   \n",
       "9958        Each week, Dan Cummins takes fascinating...   \n",
       "9959        Each week, Dan Cummins takes fascinating...   \n",
       "9960        Each week, Dan Cummins takes fascinating...   \n",
       "9961        Each week, Dan Cummins takes fascinating...   \n",
       "9962        Each week, Dan Cummins takes fascinating...   \n",
       "9963        Each week, Dan Cummins takes fascinating...   \n",
       "9964        Each week, Dan Cummins takes fascinating...   \n",
       "9965        Each week, Dan Cummins takes fascinating...   \n",
       "9966        Each week, Dan Cummins takes fascinating...   \n",
       "9967        Each week, Dan Cummins takes fascinating...   \n",
       "9968        Each week, Dan Cummins takes fascinating...   \n",
       "9969        Each week, Dan Cummins takes fascinating...   \n",
       "9970        Each week, Dan Cummins takes fascinating...   \n",
       "9971        Each week, Dan Cummins takes fascinating...   \n",
       "9972        Each week, Dan Cummins takes fascinating...   \n",
       "9973        Each week, Dan Cummins takes fascinating...   \n",
       "9974        Each week, Dan Cummins takes fascinating...   \n",
       "9975        Each week, Dan Cummins takes fascinating...   \n",
       "9976        Each week, Dan Cummins takes fascinating...   \n",
       "9977        Each week, Dan Cummins takes fascinating...   \n",
       "9978        Each week, Dan Cummins takes fascinating...   \n",
       "9979        Each week, Dan Cummins takes fascinating...   \n",
       "9980        Each week, Dan Cummins takes fascinating...   \n",
       "9981        Each week, Dan Cummins takes fascinating...   \n",
       "9982        Each week, Dan Cummins takes fascinating...   \n",
       "9983        Each week, Dan Cummins takes fascinating...   \n",
       "\n",
       "                                                 tf-idf  \\\n",
       "0     bloomberg, celebrities, company, control, coun...   \n",
       "1     bloomberg, celebrities, company, control, coun...   \n",
       "2     bloomberg, celebrities, company, control, coun...   \n",
       "3     bloomberg, celebrities, company, control, coun...   \n",
       "4     bloomberg, celebrities, company, control, coun...   \n",
       "5     bloomberg, celebrities, company, control, coun...   \n",
       "6     bloomberg, celebrities, company, control, coun...   \n",
       "7     bloomberg, celebrities, company, control, coun...   \n",
       "8     bloomberg, celebrities, company, control, coun...   \n",
       "9     bloomberg, celebrities, company, control, coun...   \n",
       "10    bloomberg, celebrities, company, control, coun...   \n",
       "11    bloomberg, celebrities, company, control, coun...   \n",
       "12    bloomberg, celebrities, company, control, coun...   \n",
       "13    bloomberg, celebrities, company, control, coun...   \n",
       "14    bloomberg, celebrities, company, control, coun...   \n",
       "15    bloomberg, celebrities, company, control, coun...   \n",
       "16    bloomberg, celebrities, company, control, coun...   \n",
       "17    bloomberg, celebrities, company, control, coun...   \n",
       "18    bloomberg, celebrities, company, control, coun...   \n",
       "19    bloomberg, celebrities, company, control, coun...   \n",
       "20    bloomberg, celebrities, company, control, coun...   \n",
       "21    bloomberg, celebrities, company, control, coun...   \n",
       "22    bloomberg, celebrities, company, control, coun...   \n",
       "23    bloomberg, celebrities, company, control, coun...   \n",
       "24    bloomberg, celebrities, company, control, coun...   \n",
       "25    bloomberg, celebrities, company, control, coun...   \n",
       "26    bloomberg, celebrities, company, control, coun...   \n",
       "27    bloomberg, celebrities, company, control, coun...   \n",
       "28    bloomberg, celebrities, company, control, coun...   \n",
       "29    bloomberg, celebrities, company, control, coun...   \n",
       "...                                                 ...   \n",
       "9954  absurdly, best, charles, cummins, curious, dan...   \n",
       "9955  absurdly, best, charles, cummins, curious, dan...   \n",
       "9956  absurdly, best, charles, cummins, curious, dan...   \n",
       "9957  absurdly, best, charles, cummins, curious, dan...   \n",
       "9958  absurdly, best, charles, cummins, curious, dan...   \n",
       "9959  absurdly, best, charles, cummins, curious, dan...   \n",
       "9960  absurdly, best, charles, cummins, curious, dan...   \n",
       "9961  absurdly, best, charles, cummins, curious, dan...   \n",
       "9962  absurdly, best, charles, cummins, curious, dan...   \n",
       "9963  absurdly, best, charles, cummins, curious, dan...   \n",
       "9964  absurdly, best, charles, cummins, curious, dan...   \n",
       "9965  absurdly, best, charles, cummins, curious, dan...   \n",
       "9966  absurdly, best, charles, cummins, curious, dan...   \n",
       "9967  absurdly, best, charles, cummins, curious, dan...   \n",
       "9968  absurdly, best, charles, cummins, curious, dan...   \n",
       "9969  absurdly, best, charles, cummins, curious, dan...   \n",
       "9970  absurdly, best, charles, cummins, curious, dan...   \n",
       "9971  absurdly, best, charles, cummins, curious, dan...   \n",
       "9972  absurdly, best, charles, cummins, curious, dan...   \n",
       "9973  absurdly, best, charles, cummins, curious, dan...   \n",
       "9974  absurdly, best, charles, cummins, curious, dan...   \n",
       "9975  absurdly, best, charles, cummins, curious, dan...   \n",
       "9976  absurdly, best, charles, cummins, curious, dan...   \n",
       "9977  absurdly, best, charles, cummins, curious, dan...   \n",
       "9978  absurdly, best, charles, cummins, curious, dan...   \n",
       "9979  absurdly, best, charles, cummins, curious, dan...   \n",
       "9980  absurdly, best, charles, cummins, curious, dan...   \n",
       "9981  absurdly, best, charles, cummins, curious, dan...   \n",
       "9982  absurdly, best, charles, cummins, curious, dan...   \n",
       "9983  absurdly, best, charles, cummins, curious, dan...   \n",
       "\n",
       "                                                reviews  stars  \\\n",
       "0     “Whilst there is a story here it doesn’t seem ...      3   \n",
       "1     “I can’t stop listening... both fascinated, ye...      4   \n",
       "2     “I half expected John B McElmore to wander out...      5   \n",
       "3     “This is awesome-best podcast I’ve listened to...      5   \n",
       "4                                 “Can’t wait for more”      5   \n",
       "5     “In 26 minutes of the first episode I heard mo...      1   \n",
       "6     “Loved it!  Very well done in every way. Hard ...      5   \n",
       "7     “So what the hell happened!?!? Left me hanging...      5   \n",
       "8     “I want to listen to a podcast not ad after ad...      1   \n",
       "9     “Super interesting. I can’t wait for the next ...      5   \n",
       "10    “I was hooked from the first episode and can’t...      5   \n",
       "11    “So well done. A few decades of life imitating...      5   \n",
       "12    “Unbelievable story. Cant wait for next episod...      5   \n",
       "13    “This podcast is well produced and interesting...      4   \n",
       "14    “This was probably the most boring podcast I’v...      1   \n",
       "15    “I’ve listened to episode 1-5 this afternoon, ...      5   \n",
       "16                  “This story is nuts. Great listen.”      5   \n",
       "17                                 “Best podcast ever!”      5   \n",
       "18    “So glad I found this podcast!  I just wish al...      5   \n",
       "19    “Definitely a must listen for anyone who loves...      5   \n",
       "20    “Fascinating story about one of the most vulne...      5   \n",
       "21    “Naive codependent morons get taken advantage ...      2   \n",
       "22    “I’ve really enjoyed the wonder series. Listen...      5   \n",
       "23    “I can’t believe that this guy was able to do ...      5   \n",
       "24    “What Ike has done to Marty and others is trul...      4   \n",
       "25    “How can so many people watch this slow-motion...      5   \n",
       "26    “Really enjoying the Shrink Next Door. Unlike ...      5   \n",
       "27    “I cannot get enough of this podcast!!! Fascin...      5   \n",
       "28    “I've listened to 2 and a half episodes.  Noth...      2   \n",
       "29    “I’m tired of murder mystery podcast. Happy to...      4   \n",
       "...                                                 ...    ...   \n",
       "9954  “Dan’s passion for digging deep into topics is...      5   \n",
       "9955  “The show’s pretty funny, very interesting, al...      5   \n",
       "9956  “I never miss an episode of Timesuck. Hail, Lu...      5   \n",
       "9957  “My words ain’t the goodest but to say it simp...      5   \n",
       "9958  “Dudes the man. He finds a way to combine come...      5   \n",
       "9959  “This is the best of the best. Eat your heart ...      5   \n",
       "9960  “Live Ant Hill Kids Timesuck in Spokane last n...      5   \n",
       "9961  “This is by far the best Podcast on iTunes rig...      5   \n",
       "9962  “Please don’t change your humor to be “PC” 🤮 \\...      5   \n",
       "9963  “The people who listen every week are like a l...      5   \n",
       "9964  “Definitely the funniest of all my regular pod...      5   \n",
       "9965  “Dan your podcast is awesome. Majored in histo...      5   \n",
       "9966  “Dan is awesome and now I’m on a constant miss...      5   \n",
       "9967  “5 Stars. Look forward to this every Monday wh...      5   \n",
       "9968  “I’ll listen to this podcast for hours on end....      5   \n",
       "9969  “I just started to listen to podcasts for the ...      5   \n",
       "9970                                  “Keep on sucking”      5   \n",
       "9971  “I’m a True Crime junkie but after listening t...      5   \n",
       "9972  “I work in a restaurant and all the stupidity ...      5   \n",
       "9973  “Best and funniest podcast out there! Great to...      5   \n",
       "9974                   “Funny and smart. I enjoy this.”      5   \n",
       "9975  “Been binge listening for a couple of weeks no...      5   \n",
       "9976                               “Bwak bwak playboy.”      5   \n",
       "9977                        “Hilarious and informative”      5   \n",
       "9978               “The best podcast on the market!!!!”      5   \n",
       "9979  “Love it, starting at episode one and grinding...      5   \n",
       "9980  “I cant stop listening, very entertaining and ...      5   \n",
       "9981  “I really love listening to Dan. He combined f...      5   \n",
       "9982  “Found this podcast looking for Chernobyl topi...      1   \n",
       "9983  “If you aren’t a Time Sucker yet, what are you...      5   \n",
       "\n",
       "                             user  user_id  podcast_id  ...  \\\n",
       "0                  whatdidiexpect     9436         172  ...   \n",
       "1                    Ardentspirit      584         172  ...   \n",
       "2                        emaywwew     7295         172  ...   \n",
       "3                     Debster2024     1644         172  ...   \n",
       "4                       ladyogirl     8073         172  ...   \n",
       "5                 UnclaimedOrb932     6143         172  ...   \n",
       "6                    oldusedcarrs     8640         172  ...   \n",
       "7                      smitterbee     9082         172  ...   \n",
       "8                   StevenGrace10     5680         172  ...   \n",
       "9                       podster50     8756         172  ...   \n",
       "10        Blah blah blah 12234678      877         172  ...   \n",
       "11                       DeluxX52     1658         172  ...   \n",
       "12                       JulianNG     3090         172  ...   \n",
       "13                       HeidiMid     2447         172  ...   \n",
       "14                       Nsupanda     4613         172  ...   \n",
       "15                       Breeze01      962         172  ...   \n",
       "16                      Ocean1185     4643         172  ...   \n",
       "17                         lja114     8164         172  ...   \n",
       "18                     wildcat919     9449         172  ...   \n",
       "19                        winje82     9456         172  ...   \n",
       "20                   Christina288     1305         172  ...   \n",
       "21    canyoumakethismoredifficult     6904         172  ...   \n",
       "22                        estemaz     7333         172  ...   \n",
       "23                        Nynyomi     4629         172  ...   \n",
       "24                       Elbybara     1898         172  ...   \n",
       "25                      Farleydog     2055         172  ...   \n",
       "26                         obidow     8616         172  ...   \n",
       "27                        Lisonti     3650         172  ...   \n",
       "28                 PodThaiNoodles     4862         172  ...   \n",
       "29                        cubesly     7109         172  ...   \n",
       "...                           ...      ...         ...  ...   \n",
       "9954                  dorf_online     7215         188  ...   \n",
       "9955  Travis Maynard (namestaken)     6058         188  ...   \n",
       "9956                   gfviolaval     7449         188  ...   \n",
       "9957                Jack attack87     2757         188  ...   \n",
       "9958                Elpolloblanco     1925         188  ...   \n",
       "9959                Cardboard Kid     1150         188  ...   \n",
       "9960                    Hobo #323     2507         188  ...   \n",
       "9961            Landon Stephenson     3509         188  ...   \n",
       "9962                      auntywu     6687         188  ...   \n",
       "9963                     Romaksar     5165         188  ...   \n",
       "9964                    99tranzam      166         188  ...   \n",
       "9965                   sherm27904     9031         188  ...   \n",
       "9966                    Towman352     6045         188  ...   \n",
       "9967         Stephen William Ruiz     5670         188  ...   \n",
       "9968               Terminator1276     5865         188  ...   \n",
       "9969                    J. Bee NJ     2663         188  ...   \n",
       "9970                 FrankZappa69     2137         188  ...   \n",
       "9971                 TrueCrimeKas     6096         188  ...   \n",
       "9972                   montey3407     8456         188  ...   \n",
       "9973                     Galkster     2194         188  ...   \n",
       "9974                  Sayheykid12     5337         188  ...   \n",
       "9975                      Ksjshag     3422         188  ...   \n",
       "9976                      Rory OC     5175         188  ...   \n",
       "9977                      JAg4888     2677         188  ...   \n",
       "9978                    JDorriety     2689         188  ...   \n",
       "9979               littlepalomino     8154         188  ...   \n",
       "9980                     Bicephus      827         188  ...   \n",
       "9981                  xhznxjxjcdj     9488         188  ...   \n",
       "9982  Good content, horrible host     2278         188  ...   \n",
       "9983                   Mr Caution     4293         188  ...   \n",
       "\n",
       "      Society & Culture  Sports & Recreation  TV & Film  Tech News  \\\n",
       "0                     1                    0          0          0   \n",
       "1                     1                    0          0          0   \n",
       "2                     1                    0          0          0   \n",
       "3                     1                    0          0          0   \n",
       "4                     1                    0          0          0   \n",
       "5                     1                    0          0          0   \n",
       "6                     1                    0          0          0   \n",
       "7                     1                    0          0          0   \n",
       "8                     1                    0          0          0   \n",
       "9                     1                    0          0          0   \n",
       "10                    1                    0          0          0   \n",
       "11                    1                    0          0          0   \n",
       "12                    1                    0          0          0   \n",
       "13                    1                    0          0          0   \n",
       "14                    1                    0          0          0   \n",
       "15                    1                    0          0          0   \n",
       "16                    1                    0          0          0   \n",
       "17                    1                    0          0          0   \n",
       "18                    1                    0          0          0   \n",
       "19                    1                    0          0          0   \n",
       "20                    1                    0          0          0   \n",
       "21                    1                    0          0          0   \n",
       "22                    1                    0          0          0   \n",
       "23                    1                    0          0          0   \n",
       "24                    1                    0          0          0   \n",
       "25                    1                    0          0          0   \n",
       "26                    1                    0          0          0   \n",
       "27                    1                    0          0          0   \n",
       "28                    1                    0          0          0   \n",
       "29                    1                    0          0          0   \n",
       "...                 ...                  ...        ...        ...   \n",
       "9954                  1                    0          0          0   \n",
       "9955                  1                    0          0          0   \n",
       "9956                  1                    0          0          0   \n",
       "9957                  1                    0          0          0   \n",
       "9958                  1                    0          0          0   \n",
       "9959                  1                    0          0          0   \n",
       "9960                  1                    0          0          0   \n",
       "9961                  1                    0          0          0   \n",
       "9962                  1                    0          0          0   \n",
       "9963                  1                    0          0          0   \n",
       "9964                  1                    0          0          0   \n",
       "9965                  1                    0          0          0   \n",
       "9966                  1                    0          0          0   \n",
       "9967                  1                    0          0          0   \n",
       "9968                  1                    0          0          0   \n",
       "9969                  1                    0          0          0   \n",
       "9970                  1                    0          0          0   \n",
       "9971                  1                    0          0          0   \n",
       "9972                  1                    0          0          0   \n",
       "9973                  1                    0          0          0   \n",
       "9974                  1                    0          0          0   \n",
       "9975                  1                    0          0          0   \n",
       "9976                  1                    0          0          0   \n",
       "9977                  1                    0          0          0   \n",
       "9978                  1                    0          0          0   \n",
       "9979                  1                    0          0          0   \n",
       "9980                  1                    0          0          0   \n",
       "9981                  1                    0          0          0   \n",
       "9982                  1                    0          0          0   \n",
       "9983                  1                    0          0          0   \n",
       "\n",
       "      Technology  Training                          genre_tags  \\\n",
       "0              0         0          Business,Society & Culture   \n",
       "1              0         0          Business,Society & Culture   \n",
       "2              0         0          Business,Society & Culture   \n",
       "3              0         0          Business,Society & Culture   \n",
       "4              0         0          Business,Society & Culture   \n",
       "5              0         0          Business,Society & Culture   \n",
       "6              0         0          Business,Society & Culture   \n",
       "7              0         0          Business,Society & Culture   \n",
       "8              0         0          Business,Society & Culture   \n",
       "9              0         0          Business,Society & Culture   \n",
       "10             0         0          Business,Society & Culture   \n",
       "11             0         0          Business,Society & Culture   \n",
       "12             0         0          Business,Society & Culture   \n",
       "13             0         0          Business,Society & Culture   \n",
       "14             0         0          Business,Society & Culture   \n",
       "15             0         0          Business,Society & Culture   \n",
       "16             0         0          Business,Society & Culture   \n",
       "17             0         0          Business,Society & Culture   \n",
       "18             0         0          Business,Society & Culture   \n",
       "19             0         0          Business,Society & Culture   \n",
       "20             0         0          Business,Society & Culture   \n",
       "21             0         0          Business,Society & Culture   \n",
       "22             0         0          Business,Society & Culture   \n",
       "23             0         0          Business,Society & Culture   \n",
       "24             0         0          Business,Society & Culture   \n",
       "25             0         0          Business,Society & Culture   \n",
       "26             0         0          Business,Society & Culture   \n",
       "27             0         0          Business,Society & Culture   \n",
       "28             0         0          Business,Society & Culture   \n",
       "29             0         0          Business,Society & Culture   \n",
       "...          ...       ...                                 ...   \n",
       "9954           0         0  Comedy,Education,Society & Culture   \n",
       "9955           0         0  Comedy,Education,Society & Culture   \n",
       "9956           0         0  Comedy,Education,Society & Culture   \n",
       "9957           0         0  Comedy,Education,Society & Culture   \n",
       "9958           0         0  Comedy,Education,Society & Culture   \n",
       "9959           0         0  Comedy,Education,Society & Culture   \n",
       "9960           0         0  Comedy,Education,Society & Culture   \n",
       "9961           0         0  Comedy,Education,Society & Culture   \n",
       "9962           0         0  Comedy,Education,Society & Culture   \n",
       "9963           0         0  Comedy,Education,Society & Culture   \n",
       "9964           0         0  Comedy,Education,Society & Culture   \n",
       "9965           0         0  Comedy,Education,Society & Culture   \n",
       "9966           0         0  Comedy,Education,Society & Culture   \n",
       "9967           0         0  Comedy,Education,Society & Culture   \n",
       "9968           0         0  Comedy,Education,Society & Culture   \n",
       "9969           0         0  Comedy,Education,Society & Culture   \n",
       "9970           0         0  Comedy,Education,Society & Culture   \n",
       "9971           0         0  Comedy,Education,Society & Culture   \n",
       "9972           0         0  Comedy,Education,Society & Culture   \n",
       "9973           0         0  Comedy,Education,Society & Culture   \n",
       "9974           0         0  Comedy,Education,Society & Culture   \n",
       "9975           0         0  Comedy,Education,Society & Culture   \n",
       "9976           0         0  Comedy,Education,Society & Culture   \n",
       "9977           0         0  Comedy,Education,Society & Culture   \n",
       "9978           0         0  Comedy,Education,Society & Culture   \n",
       "9979           0         0  Comedy,Education,Society & Culture   \n",
       "9980           0         0  Comedy,Education,Society & Culture   \n",
       "9981           0         0  Comedy,Education,Society & Culture   \n",
       "9982           0         0  Comedy,Education,Society & Culture   \n",
       "9983           0         0  Comedy,Education,Society & Culture   \n",
       "\n",
       "                                         genre_features  user_features  \\\n",
       "0              (172, ['Business', 'Society & Culture'])  (9436, ['3'])   \n",
       "1              (172, ['Business', 'Society & Culture'])   (584, ['4'])   \n",
       "2              (172, ['Business', 'Society & Culture'])  (7295, ['5'])   \n",
       "3              (172, ['Business', 'Society & Culture'])  (1644, ['5'])   \n",
       "4              (172, ['Business', 'Society & Culture'])  (8073, ['5'])   \n",
       "5              (172, ['Business', 'Society & Culture'])  (6143, ['1'])   \n",
       "6              (172, ['Business', 'Society & Culture'])  (8640, ['5'])   \n",
       "7              (172, ['Business', 'Society & Culture'])  (9082, ['5'])   \n",
       "8              (172, ['Business', 'Society & Culture'])  (5680, ['1'])   \n",
       "9              (172, ['Business', 'Society & Culture'])  (8756, ['5'])   \n",
       "10             (172, ['Business', 'Society & Culture'])   (877, ['5'])   \n",
       "11             (172, ['Business', 'Society & Culture'])  (1658, ['5'])   \n",
       "12             (172, ['Business', 'Society & Culture'])  (3090, ['5'])   \n",
       "13             (172, ['Business', 'Society & Culture'])  (2447, ['4'])   \n",
       "14             (172, ['Business', 'Society & Culture'])  (4613, ['1'])   \n",
       "15             (172, ['Business', 'Society & Culture'])   (962, ['5'])   \n",
       "16             (172, ['Business', 'Society & Culture'])  (4643, ['5'])   \n",
       "17             (172, ['Business', 'Society & Culture'])  (8164, ['5'])   \n",
       "18             (172, ['Business', 'Society & Culture'])  (9449, ['5'])   \n",
       "19             (172, ['Business', 'Society & Culture'])  (9456, ['5'])   \n",
       "20             (172, ['Business', 'Society & Culture'])  (1305, ['5'])   \n",
       "21             (172, ['Business', 'Society & Culture'])  (6904, ['2'])   \n",
       "22             (172, ['Business', 'Society & Culture'])  (7333, ['5'])   \n",
       "23             (172, ['Business', 'Society & Culture'])  (4629, ['5'])   \n",
       "24             (172, ['Business', 'Society & Culture'])  (1898, ['4'])   \n",
       "25             (172, ['Business', 'Society & Culture'])  (2055, ['5'])   \n",
       "26             (172, ['Business', 'Society & Culture'])  (8616, ['5'])   \n",
       "27             (172, ['Business', 'Society & Culture'])  (3650, ['5'])   \n",
       "28             (172, ['Business', 'Society & Culture'])  (4862, ['2'])   \n",
       "29             (172, ['Business', 'Society & Culture'])  (7109, ['4'])   \n",
       "...                                                 ...            ...   \n",
       "9954  (188, ['Comedy', 'Education', 'Society & Cultu...  (7215, ['5'])   \n",
       "9955  (188, ['Comedy', 'Education', 'Society & Cultu...  (6058, ['5'])   \n",
       "9956  (188, ['Comedy', 'Education', 'Society & Cultu...  (7449, ['5'])   \n",
       "9957  (188, ['Comedy', 'Education', 'Society & Cultu...  (2757, ['5'])   \n",
       "9958  (188, ['Comedy', 'Education', 'Society & Cultu...  (1925, ['5'])   \n",
       "9959  (188, ['Comedy', 'Education', 'Society & Cultu...  (1150, ['5'])   \n",
       "9960  (188, ['Comedy', 'Education', 'Society & Cultu...  (2507, ['5'])   \n",
       "9961  (188, ['Comedy', 'Education', 'Society & Cultu...  (3509, ['5'])   \n",
       "9962  (188, ['Comedy', 'Education', 'Society & Cultu...  (6687, ['5'])   \n",
       "9963  (188, ['Comedy', 'Education', 'Society & Cultu...  (5165, ['5'])   \n",
       "9964  (188, ['Comedy', 'Education', 'Society & Cultu...   (166, ['5'])   \n",
       "9965  (188, ['Comedy', 'Education', 'Society & Cultu...  (9031, ['5'])   \n",
       "9966  (188, ['Comedy', 'Education', 'Society & Cultu...  (6045, ['5'])   \n",
       "9967  (188, ['Comedy', 'Education', 'Society & Cultu...  (5670, ['5'])   \n",
       "9968  (188, ['Comedy', 'Education', 'Society & Cultu...  (5865, ['5'])   \n",
       "9969  (188, ['Comedy', 'Education', 'Society & Cultu...  (2663, ['5'])   \n",
       "9970  (188, ['Comedy', 'Education', 'Society & Cultu...  (2137, ['5'])   \n",
       "9971  (188, ['Comedy', 'Education', 'Society & Cultu...  (6096, ['5'])   \n",
       "9972  (188, ['Comedy', 'Education', 'Society & Cultu...  (8456, ['5'])   \n",
       "9973  (188, ['Comedy', 'Education', 'Society & Cultu...  (2194, ['5'])   \n",
       "9974  (188, ['Comedy', 'Education', 'Society & Cultu...  (5337, ['5'])   \n",
       "9975  (188, ['Comedy', 'Education', 'Society & Cultu...  (3422, ['5'])   \n",
       "9976  (188, ['Comedy', 'Education', 'Society & Cultu...  (5175, ['5'])   \n",
       "9977  (188, ['Comedy', 'Education', 'Society & Cultu...  (2677, ['5'])   \n",
       "9978  (188, ['Comedy', 'Education', 'Society & Cultu...  (2689, ['5'])   \n",
       "9979  (188, ['Comedy', 'Education', 'Society & Cultu...  (8154, ['5'])   \n",
       "9980  (188, ['Comedy', 'Education', 'Society & Cultu...   (827, ['5'])   \n",
       "9981  (188, ['Comedy', 'Education', 'Society & Cultu...  (9488, ['5'])   \n",
       "9982  (188, ['Comedy', 'Education', 'Society & Cultu...  (2278, ['1'])   \n",
       "9983  (188, ['Comedy', 'Education', 'Society & Cultu...  (4293, ['5'])   \n",
       "\n",
       "      user_podcast_id_tuple  \n",
       "0               (9436, 172)  \n",
       "1                (584, 172)  \n",
       "2               (7295, 172)  \n",
       "3               (1644, 172)  \n",
       "4               (8073, 172)  \n",
       "5               (6143, 172)  \n",
       "6               (8640, 172)  \n",
       "7               (9082, 172)  \n",
       "8               (5680, 172)  \n",
       "9               (8756, 172)  \n",
       "10               (877, 172)  \n",
       "11              (1658, 172)  \n",
       "12              (3090, 172)  \n",
       "13              (2447, 172)  \n",
       "14              (4613, 172)  \n",
       "15               (962, 172)  \n",
       "16              (4643, 172)  \n",
       "17              (8164, 172)  \n",
       "18              (9449, 172)  \n",
       "19              (9456, 172)  \n",
       "20              (1305, 172)  \n",
       "21              (6904, 172)  \n",
       "22              (7333, 172)  \n",
       "23              (4629, 172)  \n",
       "24              (1898, 172)  \n",
       "25              (2055, 172)  \n",
       "26              (8616, 172)  \n",
       "27              (3650, 172)  \n",
       "28              (4862, 172)  \n",
       "29              (7109, 172)  \n",
       "...                     ...  \n",
       "9954            (7215, 188)  \n",
       "9955            (6058, 188)  \n",
       "9956            (7449, 188)  \n",
       "9957            (2757, 188)  \n",
       "9958            (1925, 188)  \n",
       "9959            (1150, 188)  \n",
       "9960            (2507, 188)  \n",
       "9961            (3509, 188)  \n",
       "9962            (6687, 188)  \n",
       "9963            (5165, 188)  \n",
       "9964             (166, 188)  \n",
       "9965            (9031, 188)  \n",
       "9966            (6045, 188)  \n",
       "9967            (5670, 188)  \n",
       "9968            (5865, 188)  \n",
       "9969            (2663, 188)  \n",
       "9970            (2137, 188)  \n",
       "9971            (6096, 188)  \n",
       "9972            (8456, 188)  \n",
       "9973            (2194, 188)  \n",
       "9974            (5337, 188)  \n",
       "9975            (3422, 188)  \n",
       "9976            (5175, 188)  \n",
       "9977            (2677, 188)  \n",
       "9978            (2689, 188)  \n",
       "9979            (8154, 188)  \n",
       "9980             (827, 188)  \n",
       "9981            (9488, 188)  \n",
       "9982            (2278, 188)  \n",
       "9983            (4293, 188)  \n",
       "\n",
       "[9984 rows x 58 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('ds.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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    "df.loc[df['user']=='ladyogirl']"
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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    "df.loc[df['user']=='Debster2024']"
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  {
   "cell_type": "code",
   "execution_count": 6,
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       "                                title  \\\n",
       "596                            Serial   \n",
       "1708                Over My Dead Body   \n",
       "2265                      In the Dark   \n",
       "5465                 American Scandal   \n",
       "7705  The Indicator from Planet Money   \n",
       "\n",
       "                                                    url  \\\n",
       "596               https://chartable.com/podcasts/serial   \n",
       "1708   https://chartable.com/podcasts/over-my-dead-body   \n",
       "2265  https://chartable.com/podcasts/in-the-dark-314933   \n",
       "5465    https://chartable.com/podcasts/american-scandal   \n",
       "7705  https://chartable.com/podcasts/the-indicator-f...   \n",
       "\n",
       "                                 genre  \\\n",
       "596                ['News & Politics']   \n",
       "1708             ['Society & Culture']   \n",
       "2265               ['News & Politics']   \n",
       "5465  ['Society & Culture', 'History']   \n",
       "7705                      ['Business']   \n",
       "\n",
       "                                                   desc  \\\n",
       "596   Serial is a podcast from the creators of This ...   \n",
       "1708        We all have limits. And some people who ...   \n",
       "2265  Reporter Madeleine Baran examines the case of ...   \n",
       "5465        Every scandal begins with a lie. But the...   \n",
       "7705  A little show about big ideas. From the people...   \n",
       "\n",
       "                                                 tf-idf  \\\n",
       "596   american, bring, chapter, characters, course, ...   \n",
       "1708  apart, attorneys, bad, body, breakup, brought,...   \n",
       "2265  21, abduction, apm, appeal, baran, case, crime...   \n",
       "5465  aghast, ambition, america, american, begins, b...   \n",
       "7705  afternoons, big, business, economy, happening,...   \n",
       "\n",
       "                                                reviews  stars        user  \\\n",
       "596   “Every season is a homerun. I hope Sara never ...      5  poolejosh1   \n",
       "1708  “Loving the not as mainstream stories that rea...      5  poolejosh1   \n",
       "2265  “For being an amateur journalist/podcaster thi...      5  poolejosh1   \n",
       "5465  “Love most of the topics. My only critique is ...      5  poolejosh1   \n",
       "7705  “This is the best format ever. If NPR were sma...      5  poolejosh1   \n",
       "\n",
       "      user_id  podcast_id  ...  Society & Culture  Sports & Recreation  \\\n",
       "596      8759         112  ...                  0                    0   \n",
       "1708     8759          98  ...                  1                    0   \n",
       "2265     8759          59  ...                  0                    0   \n",
       "5465     8759           9  ...                  1                    0   \n",
       "7705     8759         155  ...                  0                    0   \n",
       "\n",
       "      TV & Film  Tech News  Technology  Training                 genre_tags  \\\n",
       "596           0          0           0         0            News & Politics   \n",
       "1708          0          0           0         0          Society & Culture   \n",
       "2265          0          0           0         0            News & Politics   \n",
       "5465          0          0           0         0  Society & Culture,History   \n",
       "7705          0          0           0         0                   Business   \n",
       "\n",
       "                             genre_features  user_features  \\\n",
       "596              (112, ['News & Politics'])  (8759, ['5'])   \n",
       "1708            (98, ['Society & Culture'])  (8759, ['5'])   \n",
       "2265              (59, ['News & Politics'])  (8759, ['5'])   \n",
       "5465  (9, ['Society & Culture', 'History'])  (8759, ['5'])   \n",
       "7705                    (155, ['Business'])  (8759, ['5'])   \n",
       "\n",
       "      user_podcast_id_tuple  \n",
       "596             (8759, 112)  \n",
       "1708             (8759, 98)  \n",
       "2265             (8759, 59)  \n",
       "5465              (8759, 9)  \n",
       "7705            (8759, 155)  \n",
       "\n",
       "[5 rows x 58 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['user']=='poolejosh1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Rashi\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
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    {
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       "      <td>News &amp; Politics,Society &amp; Culture,Personal Jou...</td>\n",
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       "      <td>News &amp; Politics</td>\n",
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       "      <td>145</td>\n",
       "      <td>Business,Investing</td>\n",
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       "      <td>Oprah’s SuperSoul Conversations</td>\n",
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       "      <td>178</td>\n",
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       "      <td>https://chartable.com/podcasts/the-tiny-meat-g...</td>\n",
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       "      <td>132</td>\n",
       "      <td>Science &amp; Medicine</td>\n",
       "      <td>Some of the world's greatest scientists, docto...</td>\n",
       "      <td>https://chartable.com/podcasts/tedtalks-scienc...</td>\n",
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       "      <th>8574</th>\n",
       "      <td>Forensic Files</td>\n",
       "      <td>51</td>\n",
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       "      <td>NBC's \"Sunday TODAY with Willie Geist\" provide...</td>\n",
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       "      <td>The mindbodygreen Podcast</td>\n",
       "      <td>162</td>\n",
       "      <td>Health,Self-Help</td>\n",
       "      <td>The mindbodygreen Podcast is a continuation of...</td>\n",
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       "      <td>119</td>\n",
       "      <td>Arts,Literature,Performing Arts</td>\n",
       "      <td>Do you wanna hear something scary? Join Sapphi...</td>\n",
       "      <td>https://chartable.com/podcasts/something-scary</td>\n",
       "      <td>brings, creepiest, folktales, ghost, hear, joi...</td>\n",
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       "      <th>8874</th>\n",
       "      <td>Mile Higher Podcast</td>\n",
       "      <td>73</td>\n",
       "      <td>News &amp; Politics,Society &amp; Culture,History,Phil...</td>\n",
       "      <td>Welcome to the Mile Higher Podcast hosted by h...</td>\n",
       "      <td>https://chartable.com/podcasts/mile-higher-pod...</td>\n",
       "      <td>ancient, changed, chill, civilizations, come, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8924</th>\n",
       "      <td>For The Love With Jen Hatmaker Podcast</td>\n",
       "      <td>50</td>\n",
       "      <td>Religion &amp; Spirituality,Christianity,Society &amp;...</td>\n",
       "      <td>\"For the love\" of...People. Home. Stories. Sho...</td>\n",
       "      <td>https://chartable.com/podcasts/for-the-love-wi...</td>\n",
       "      <td>author, best, big, catch, chat, community, cul...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8974</th>\n",
       "      <td>The Health Code</td>\n",
       "      <td>153</td>\n",
       "      <td>Business,Management &amp; Marketing,Health,Fitness...</td>\n",
       "      <td>Welcome to The Health Code! A fun, informative...</td>\n",
       "      <td>https://chartable.com/podcasts/the-health-code</td>\n",
       "      <td>boyfriend, building, career, code, content, cr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9024</th>\n",
       "      <td>30 For 30 Podcasts</td>\n",
       "      <td>2</td>\n",
       "      <td>Sports &amp; Recreation</td>\n",
       "      <td>Original audio documentaries from the makers o...</td>\n",
       "      <td>https://chartable.com/podcasts/30-for-30-podcasts</td>\n",
       "      <td>30, acclaimed, adventure, affect, alike, athle...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9074</th>\n",
       "      <td>Risen Motherhood</td>\n",
       "      <td>106</td>\n",
       "      <td>Kids &amp; Family,Religion &amp; Spirituality,Christia...</td>\n",
       "      <td>A weekly podcast for moms that comes out on We...</td>\n",
       "      <td>https://chartable.com/podcasts/risen-motherhood</td>\n",
       "      <td>base, challenged, chaos, comes, covers, cross,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9124</th>\n",
       "      <td>Behind the Bastards</td>\n",
       "      <td>18</td>\n",
       "      <td>Comedy,Society &amp; Culture</td>\n",
       "      <td>There’s a reason the History Channel has produ...</td>\n",
       "      <td>https://chartable.com/podcasts/behind-the-bast...</td>\n",
       "      <td>adult, air, bad, bastards, bizarre, blackwater...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9174</th>\n",
       "      <td>Martinis &amp; Murder</td>\n",
       "      <td>71</td>\n",
       "      <td>News &amp; Politics</td>\n",
       "      <td>Hosts Daryn Carp and John Thrasher chat ...</td>\n",
       "      <td>https://chartable.com/podcasts/martinis-murder</td>\n",
       "      <td>carp, chat, course, crazy, creepy, crime, crim...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9224</th>\n",
       "      <td>Swindled</td>\n",
       "      <td>126</td>\n",
       "      <td>Business,Society &amp; Culture,History</td>\n",
       "      <td>Utilizes narrative storytelling, archival audi...</td>\n",
       "      <td>https://chartable.com/podcasts/swindled</td>\n",
       "      <td>archival, artists, audio, collar, corporate, c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>Dear Sugars</td>\n",
       "      <td>37</td>\n",
       "      <td>Society &amp; Culture</td>\n",
       "      <td>Radically empathic advice</td>\n",
       "      <td>https://chartable.com/podcasts/dear-sugars</td>\n",
       "      <td>advice, empathic, radically</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9324</th>\n",
       "      <td>Whine Down with Jana Kramer and Michael Caussin</td>\n",
       "      <td>202</td>\n",
       "      <td>TV &amp; Film</td>\n",
       "      <td>At the end of a long day, nothing is better th...</td>\n",
       "      <td>https://chartable.com/podcasts/whine-down-with...</td>\n",
       "      <td>acting, advice, better, chest, come, crazy, da...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9374</th>\n",
       "      <td>Wine &amp; Crime</td>\n",
       "      <td>205</td>\n",
       "      <td>Comedy,Society &amp; Culture</td>\n",
       "      <td>Wine &amp; Crime is a true crime / comedy podcast....</td>\n",
       "      <td>https://chartable.com/podcasts/wine-crime</td>\n",
       "      <td>accents, chat, chug, comedy, crime, friends, j...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9424</th>\n",
       "      <td>Christy Wright's Business Boutique</td>\n",
       "      <td>28</td>\n",
       "      <td>Business,Careers</td>\n",
       "      <td>The Business Boutique is a growing community o...</td>\n",
       "      <td>https://chartable.com/podcasts/christy-wrights...</td>\n",
       "      <td>areas, boutique, business, christy, coach, com...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9474</th>\n",
       "      <td>Mythology</td>\n",
       "      <td>88</td>\n",
       "      <td>Arts</td>\n",
       "      <td>Myths endure for a reason. This episodic audio...</td>\n",
       "      <td>https://chartable.com/podcasts/mythology-14429...</td>\n",
       "      <td>analysis, ancestors, ancient, audience, audio,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9524</th>\n",
       "      <td>True Crime Bullsh**</td>\n",
       "      <td>193</td>\n",
       "      <td>Society &amp; Culture</td>\n",
       "      <td>True Crime Bullsh** is a serialized, investiga...</td>\n",
       "      <td>https://chartable.com/podcasts/true-crime-bullsh</td>\n",
       "      <td>attempt, bullsh, crime, emotional, enigmatic, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9574</th>\n",
       "      <td>PowerBanking</td>\n",
       "      <td>100</td>\n",
       "      <td>Business,Careers</td>\n",
       "      <td>PowerBanking is The Podcasts for women leaders...</td>\n",
       "      <td>https://chartable.com/podcasts/powerbanking</td>\n",
       "      <td>anchor, author, best, blueprint, dominated, ef...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9584</th>\n",
       "      <td>Learn Spanish - Survival Guide</td>\n",
       "      <td>65</td>\n",
       "      <td>Education,Language Courses</td>\n",
       "      <td>This podcast is about learning to speak Spanis...</td>\n",
       "      <td>https://chartable.com/podcasts/learn-spanish-s...</td>\n",
       "      <td>activities, broken, certified, correct, day, d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9634</th>\n",
       "      <td>Revolutions</td>\n",
       "      <td>103</td>\n",
       "      <td>Education,News &amp; Politics,Society &amp; Culture,Hi...</td>\n",
       "      <td>A weekly podcasting exploring great political ...</td>\n",
       "      <td>https://chartable.com/podcasts/revolutions</td>\n",
       "      <td>exploring, great, mexican, podcasting, politic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9684</th>\n",
       "      <td>Team Never Quit</td>\n",
       "      <td>128</td>\n",
       "      <td>Health,Self-Help,Society &amp; Culture,Personal Jo...</td>\n",
       "      <td>Two Navy SEALs who’ve known each other for yea...</td>\n",
       "      <td>https://chartable.com/podcasts/team-never-quit...</td>\n",
       "      <td>ability, amazing, anchor, authentic, available...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9734</th>\n",
       "      <td>Black Girl Podcast</td>\n",
       "      <td>21</td>\n",
       "      <td>Society &amp; Culture</td>\n",
       "      <td>The Black Girl Podcast is a new audio series c...</td>\n",
       "      <td>https://chartable.com/podcasts/black-girl-podcast</td>\n",
       "      <td>97, alysha, alyshap, alyshap819, audio, beam, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9784</th>\n",
       "      <td>Snap Judgment</td>\n",
       "      <td>117</td>\n",
       "      <td>Arts,Performing Arts,Society &amp; Culture,Persona...</td>\n",
       "      <td>Mixes real stories with killer beats to produc...</td>\n",
       "      <td>https://chartable.com/podcasts/snap-judgment</td>\n",
       "      <td>beats, cinematic, dramatic, glynn, hosted, kil...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9834</th>\n",
       "      <td>We Study Billionaires</td>\n",
       "      <td>199</td>\n",
       "      <td>Business,Investing,Education</td>\n",
       "      <td>We study self-made financial billionaire...</td>\n",
       "      <td>https://chartable.com/podcasts/we-study-billio...</td>\n",
       "      <td>apply, billionaires, buffett, dalio, financial...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9884</th>\n",
       "      <td>Crime Stories with Nancy Grace</td>\n",
       "      <td>34</td>\n",
       "      <td>News &amp; Politics</td>\n",
       "      <td>Nancy Grace dives deep into the day’s mo...</td>\n",
       "      <td>https://chartable.com/podcasts/crime-stories-w...</td>\n",
       "      <td>asks, bombshells, clues, conviction, crime, cr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9934</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>188</td>\n",
       "      <td>Comedy,Education,Society &amp; Culture</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>212 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  title  podcast_id  \\\n",
       "0                                  The Shrink Next Door         172   \n",
       "50                             The Joe Rogan Experience         157   \n",
       "100   Life Will Be the Death of Me with Chelsea Handler          67   \n",
       "150                                 Gangster Capitalism          52   \n",
       "159                        Conan O’Brien Needs A Friend          32   \n",
       "209                                           The Daily         142   \n",
       "259                            The Ron Burgundy Podcast         171   \n",
       "309                               To Live and Die in LA         189   \n",
       "359   My Favorite Murder with Karen Kilgariff and Ge...          87   \n",
       "409                                      Call Her Daddy          25   \n",
       "459                    Armchair Expert with Dax Shepard          16   \n",
       "509                                           Dr. Death          40   \n",
       "559                                              Serial         112   \n",
       "609                                                Lore          68   \n",
       "659                                        Root of Evil         107   \n",
       "709                                   The TED Interview         177   \n",
       "759                        Science Rules! with Bill Nye         110   \n",
       "809                                            Up First         197   \n",
       "859                                            Adulting           5   \n",
       "860                                    Inside Star Wars          60   \n",
       "863                                    Dumb People Town          42   \n",
       "913                                  This American Life         185   \n",
       "963                                The Dave Ramsey Show         145   \n",
       "1013                           Duolingo Spanish Podcast          43   \n",
       "1063                                  The MFCEO Project         160   \n",
       "1113                                        The Dropout         149   \n",
       "1163                      How I Built This with Guy Raz          58   \n",
       "1213                    Oprah’s SuperSoul Conversations          96   \n",
       "1263                         The Tiny Meat Gang Podcast         178   \n",
       "1313                              Stuff You Should Know         124   \n",
       "...                                                 ...         ...   \n",
       "8565                     TED Talks Science and Medicine         132   \n",
       "8574                                     Forensic Files          51   \n",
       "8624                   Sunday Sitdown with Willie Geist         125   \n",
       "8674                                          Almost 30           6   \n",
       "8724                             Curious with Josh Peck          35   \n",
       "8774                          The mindbodygreen Podcast         162   \n",
       "8824                                    Something Scary         119   \n",
       "8874                                Mile Higher Podcast          73   \n",
       "8924             For The Love With Jen Hatmaker Podcast          50   \n",
       "8974                                    The Health Code         153   \n",
       "9024                                 30 For 30 Podcasts           2   \n",
       "9074                                   Risen Motherhood         106   \n",
       "9124                                Behind the Bastards          18   \n",
       "9174                                  Martinis & Murder          71   \n",
       "9224                                           Swindled         126   \n",
       "9274                                        Dear Sugars          37   \n",
       "9324    Whine Down with Jana Kramer and Michael Caussin         202   \n",
       "9374                                       Wine & Crime         205   \n",
       "9424                 Christy Wright's Business Boutique          28   \n",
       "9474                                          Mythology          88   \n",
       "9524                                True Crime Bullsh**         193   \n",
       "9574                                       PowerBanking         100   \n",
       "9584                     Learn Spanish - Survival Guide          65   \n",
       "9634                                        Revolutions         103   \n",
       "9684                                    Team Never Quit         128   \n",
       "9734                                 Black Girl Podcast          21   \n",
       "9784                                      Snap Judgment         117   \n",
       "9834                              We Study Billionaires         199   \n",
       "9884                     Crime Stories with Nancy Grace          34   \n",
       "9934                          Timesuck with Dan Cummins         188   \n",
       "\n",
       "                                             genre_tags  \\\n",
       "0                            Business,Society & Culture   \n",
       "50       Comedy,Society & Culture,Technology,Podcasting   \n",
       "100                            Comedy,Society & Culture   \n",
       "150                                   Society & Culture   \n",
       "159                                              Comedy   \n",
       "209                                     News & Politics   \n",
       "259                  Comedy,Society & Culture,TV & Film   \n",
       "309   News & Politics,Society & Culture,Personal Jou...   \n",
       "359                              Comedy,News & Politics   \n",
       "409                                              Comedy   \n",
       "459                              Comedy,Music,TV & Film   \n",
       "509                           Health,Science & Medicine   \n",
       "559                                     News & Politics   \n",
       "609           Arts,Literature,Society & Culture,History   \n",
       "659                                   Society & Culture   \n",
       "709                                   Society & Culture   \n",
       "759                                  Science & Medicine   \n",
       "809                                     News & Politics   \n",
       "859                                              Comedy   \n",
       "860                         Society & Culture,TV & Film   \n",
       "863                                              Comedy   \n",
       "913   Arts,News & Politics,Society & Culture,Persona...   \n",
       "963                                  Business,Investing   \n",
       "1013  Education,Language Courses,Society & Culture,P...   \n",
       "1063                    Business,Management & Marketing   \n",
       "1113                                    News & Politics   \n",
       "1163                                           Business   \n",
       "1213   Health,Religion & Spirituality,Society & Culture   \n",
       "1263                                             Comedy   \n",
       "1313                                  Society & Culture   \n",
       "...                                                 ...   \n",
       "8565                                 Science & Medicine   \n",
       "8574                                  Society & Culture   \n",
       "8624        News & Politics,Society & Culture,TV & Film   \n",
       "8674          Comedy,Health,Self-Help,Society & Culture   \n",
       "8724                                   Comedy,TV & Film   \n",
       "8774                                   Health,Self-Help   \n",
       "8824                    Arts,Literature,Performing Arts   \n",
       "8874  News & Politics,Society & Culture,History,Phil...   \n",
       "8924  Religion & Spirituality,Christianity,Society &...   \n",
       "8974  Business,Management & Marketing,Health,Fitness...   \n",
       "9024                                Sports & Recreation   \n",
       "9074  Kids & Family,Religion & Spirituality,Christia...   \n",
       "9124                           Comedy,Society & Culture   \n",
       "9174                                    News & Politics   \n",
       "9224                 Business,Society & Culture,History   \n",
       "9274                                  Society & Culture   \n",
       "9324                                          TV & Film   \n",
       "9374                           Comedy,Society & Culture   \n",
       "9424                                   Business,Careers   \n",
       "9474                                               Arts   \n",
       "9524                                  Society & Culture   \n",
       "9574                                   Business,Careers   \n",
       "9584                         Education,Language Courses   \n",
       "9634  Education,News & Politics,Society & Culture,Hi...   \n",
       "9684  Health,Self-Help,Society & Culture,Personal Jo...   \n",
       "9734                                  Society & Culture   \n",
       "9784  Arts,Performing Arts,Society & Culture,Persona...   \n",
       "9834                       Business,Investing,Education   \n",
       "9884                                    News & Politics   \n",
       "9934                 Comedy,Education,Society & Culture   \n",
       "\n",
       "                                                   desc  \\\n",
       "0           Veteran journalist Joe Nocera’s neighbor...   \n",
       "50                            Conduit to the Gaian Mind   \n",
       "100   Starting May 23rd, 2019: Listen to Chelsea Han...   \n",
       "150   There’s a dark side to the American dream. Fro...   \n",
       "159         After 25 years at the Late Night desk, C...   \n",
       "209         This is what the news should sound like....   \n",
       "259   Will Ferrell reprises his role as Ron Burgundy...   \n",
       "309   In Feb 2018, an aspiring actress vanished from...   \n",
       "359         Lifelong fans of true crime stories Kare...   \n",
       "409   Follow along vlogger Alexandra Cooper and best...   \n",
       "459   Hi, I’m Dax Shepard, and I love talking to peo...   \n",
       "509         We’re at our most vulnerable when we go ...   \n",
       "559   Serial is a podcast from the creators of This ...   \n",
       "609   Lore is a bi-weekly podcast (as well as a TV s...   \n",
       "659   New episodes post every Wednesday. When Elizab...   \n",
       "709         Head of TED Chris Anderson speaks with s...   \n",
       "759         Bill Nye is on a mission to change the w...   \n",
       "809   NPR's Up First is the news you need to start y...   \n",
       "859   Join hosts Michelle Buteau and Jordan Carlos a...   \n",
       "860         From the creators of Inside Psycho, Insi...   \n",
       "863   It’s as much an exploration as it is a celebra...   \n",
       "913   This American Life is a weekly public radio sh...   \n",
       "963   Get motivated and stay on track with your goal...   \n",
       "1013  True stories for English speakers learning Spa...   \n",
       "1063  Do you really want to fulfill your own true po...   \n",
       "1113  Money. Romance. Tragedy. Deception. The story ...   \n",
       "1163  Guy Raz dives into the stories behind some of ...   \n",
       "1213        Awaken, discover and connect to the deep...   \n",
       "1263  Comedians Cody Ko and Noel Miller make you lau...   \n",
       "1313  If you've ever wanted to know about champagne,...   \n",
       "...                                                 ...   \n",
       "8565  Some of the world's greatest scientists, docto...   \n",
       "8574  Forensic Files is a pioneer in the field of fa...   \n",
       "8624  NBC's \"Sunday TODAY with Willie Geist\" provide...   \n",
       "8674  Tune in for a new episode every Tuesday and Th...   \n",
       "8724  Curious is what I am, about people, places, an...   \n",
       "8774  The mindbodygreen Podcast is a continuation of...   \n",
       "8824  Do you wanna hear something scary? Join Sapphi...   \n",
       "8874  Welcome to the Mile Higher Podcast hosted by h...   \n",
       "8924  \"For the love\" of...People. Home. Stories. Sho...   \n",
       "8974  Welcome to The Health Code! A fun, informative...   \n",
       "9024  Original audio documentaries from the makers o...   \n",
       "9074  A weekly podcast for moms that comes out on We...   \n",
       "9124  There’s a reason the History Channel has produ...   \n",
       "9174        Hosts Daryn Carp and John Thrasher chat ...   \n",
       "9224  Utilizes narrative storytelling, archival audi...   \n",
       "9274                         Radically empathic advice    \n",
       "9324  At the end of a long day, nothing is better th...   \n",
       "9374  Wine & Crime is a true crime / comedy podcast....   \n",
       "9424  The Business Boutique is a growing community o...   \n",
       "9474  Myths endure for a reason. This episodic audio...   \n",
       "9524  True Crime Bullsh** is a serialized, investiga...   \n",
       "9574  PowerBanking is The Podcasts for women leaders...   \n",
       "9584  This podcast is about learning to speak Spanis...   \n",
       "9634  A weekly podcasting exploring great political ...   \n",
       "9684  Two Navy SEALs who’ve known each other for yea...   \n",
       "9734  The Black Girl Podcast is a new audio series c...   \n",
       "9784  Mixes real stories with killer beats to produc...   \n",
       "9834        We study self-made financial billionaire...   \n",
       "9884        Nancy Grace dives deep into the day’s mo...   \n",
       "9934        Each week, Dan Cummins takes fascinating...   \n",
       "\n",
       "                                                    url  \\\n",
       "0     https://chartable.com/podcasts/the-shrink-next...   \n",
       "50    https://chartable.com/podcasts/the-joe-rogan-e...   \n",
       "100   https://chartable.com/podcasts/life-will-be-th...   \n",
       "150   https://chartable.com/podcasts/gangster-capita...   \n",
       "159   https://chartable.com/podcasts/conan-obrien-ne...   \n",
       "209            https://chartable.com/podcasts/the-daily   \n",
       "259   https://chartable.com/podcasts/the-ron-burgund...   \n",
       "309   https://chartable.com/podcasts/to-live-and-die...   \n",
       "359   https://chartable.com/podcasts/my-favorite-mur...   \n",
       "409       https://chartable.com/podcasts/call-her-daddy   \n",
       "459   https://chartable.com/podcasts/armchair-expert...   \n",
       "509             https://chartable.com/podcasts/dr-death   \n",
       "559               https://chartable.com/podcasts/serial   \n",
       "609                 https://chartable.com/podcasts/lore   \n",
       "659   https://chartable.com/podcasts/root-of-evil-th...   \n",
       "709    https://chartable.com/podcasts/the-ted-interview   \n",
       "759   https://chartable.com/podcasts/science-rules-w...   \n",
       "809             https://chartable.com/podcasts/up-first   \n",
       "859   https://chartable.com/podcasts/adulting-146340...   \n",
       "860     https://chartable.com/podcasts/inside-star-wars   \n",
       "863     https://chartable.com/podcasts/dumb-people-town   \n",
       "913   https://chartable.com/podcasts/this-american-life   \n",
       "963   https://chartable.com/podcasts/the-dave-ramsey...   \n",
       "1013  https://chartable.com/podcasts/duolingo-spanis...   \n",
       "1063   https://chartable.com/podcasts/the-mfceo-project   \n",
       "1113         https://chartable.com/podcasts/the-dropout   \n",
       "1163  https://chartable.com/podcasts/how-i-built-thi...   \n",
       "1213  https://chartable.com/podcasts/oprahs-supersou...   \n",
       "1263  https://chartable.com/podcasts/the-tiny-meat-g...   \n",
       "1313  https://chartable.com/podcasts/stuff-you-shoul...   \n",
       "...                                                 ...   \n",
       "8565  https://chartable.com/podcasts/tedtalks-scienc...   \n",
       "8574      https://chartable.com/podcasts/forensic-files   \n",
       "8624  https://chartable.com/podcasts/sunday-sitdown-...   \n",
       "8674  https://chartable.com/podcasts/almost-30-real-...   \n",
       "8724  https://chartable.com/podcasts/curious-with-jo...   \n",
       "8774  https://chartable.com/podcasts/the-mindbodygre...   \n",
       "8824     https://chartable.com/podcasts/something-scary   \n",
       "8874  https://chartable.com/podcasts/mile-higher-pod...   \n",
       "8924  https://chartable.com/podcasts/for-the-love-wi...   \n",
       "8974     https://chartable.com/podcasts/the-health-code   \n",
       "9024  https://chartable.com/podcasts/30-for-30-podcasts   \n",
       "9074    https://chartable.com/podcasts/risen-motherhood   \n",
       "9124  https://chartable.com/podcasts/behind-the-bast...   \n",
       "9174     https://chartable.com/podcasts/martinis-murder   \n",
       "9224            https://chartable.com/podcasts/swindled   \n",
       "9274         https://chartable.com/podcasts/dear-sugars   \n",
       "9324  https://chartable.com/podcasts/whine-down-with...   \n",
       "9374          https://chartable.com/podcasts/wine-crime   \n",
       "9424  https://chartable.com/podcasts/christy-wrights...   \n",
       "9474  https://chartable.com/podcasts/mythology-14429...   \n",
       "9524   https://chartable.com/podcasts/true-crime-bullsh   \n",
       "9574        https://chartable.com/podcasts/powerbanking   \n",
       "9584  https://chartable.com/podcasts/learn-spanish-s...   \n",
       "9634         https://chartable.com/podcasts/revolutions   \n",
       "9684  https://chartable.com/podcasts/team-never-quit...   \n",
       "9734  https://chartable.com/podcasts/black-girl-podcast   \n",
       "9784       https://chartable.com/podcasts/snap-judgment   \n",
       "9834  https://chartable.com/podcasts/we-study-billio...   \n",
       "9884  https://chartable.com/podcasts/crime-stories-w...   \n",
       "9934  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "\n",
       "                                                 tf-idf  \n",
       "0     bloomberg, celebrities, company, control, coun...  \n",
       "50                                 conduit, gaian, mind  \n",
       "100   2019, 23rd, britton, candid, celebrities, chan...  \n",
       "150   2019, admissions, american, andrew, award, bro...  \n",
       "159   25, brien, celebrity, conan, deeper, desk, des...  \n",
       "209   barbaro, best, biggest, day, days, hosted, jou...  \n",
       "259   addresses, answer, attempts, brand, bullying, ...  \n",
       "309   2018, actress, answers, apartment, asked, aspi...  \n",
       "359   crime, fans, favorite, friends, georgia, hards...  \n",
       "409   20s, addressed, alexandra, best, better, ck, c...  \n",
       "459   anthropology, attempt, betterment, celebrate, ...  \n",
       "509   away, begs, best, christopher, claimed, compli...  \n",
       "559   american, bring, chapter, characters, course, ...  \n",
       "609   bi, book, creatures, dark, episode, events, ex...  \n",
       "659   1947, 70, america, archival, audio, believe, b...  \n",
       "709   anderson, chris, dig, head, ideas, interesting...  \n",
       "759   answer, celebrity, change, cheeseburgers, clim...  \n",
       "809   10, analysis, available, biggest, culture, dav...  \n",
       "859   adult, adulthood, adulting, alec, answers, ask...  \n",
       "860   1977, audio, best, biopic, changed, classic, c...  \n",
       "863   celebration, com, daniel, doing, dumb, dumbpeo...  \n",
       "913   500, american, awards, broadcasting, chicago, ...  \n",
       "963   10, 2017, answers, author, best, books, com, d...  \n",
       "1013  ambulante, app, castro, comes, delivers, duoli...  \n",
       "1063  100, andy, author, basics, build, built, busin...  \n",
       "1113  20, abc, ambition, billionaire, blink, busines...  \n",
       "1163  best, built, companies, dives, entrepreneurs, ...  \n",
       "1213  authors, awaken, best, big, bring, closer, con...  \n",
       "1263  bonus, cody, comedians, eps, hopefully, ko, la...  \n",
       "1313  champagne, chaos, chuck, covered, crime, el, j...  \n",
       "...                                                 ...  \n",
       "8565  80, com, conference, devoted, discoveries, doc...  \n",
       "8574  accidents, based, crimes, delves, disease, dra...  \n",
       "8624  actors, airs, biggest, ceos, chats, check, con...  \n",
       "8674  30, beautiful, community, connect, conversatio...  \n",
       "8724  characters, constantly, curious, deep, earth, ...  \n",
       "8774  biggest, ceo, changing, continuation, conversa...  \n",
       "8824  brings, creepiest, folktales, ghost, hear, joi...  \n",
       "8874  ancient, changed, chill, civilizations, come, ...  \n",
       "8924  author, best, big, catch, chat, community, cul...  \n",
       "8974  boyfriend, building, career, code, content, cr...  \n",
       "9024  30, acclaimed, adventure, affect, alike, athle...  \n",
       "9074  base, challenged, chaos, comes, covers, cross,...  \n",
       "9124  adult, air, bad, bastards, bizarre, blackwater...  \n",
       "9174  carp, chat, course, crazy, creepy, crime, crim...  \n",
       "9224  archival, artists, audio, collar, corporate, c...  \n",
       "9274                        advice, empathic, radically  \n",
       "9324  acting, advice, better, chest, come, crazy, da...  \n",
       "9374  accents, chat, chug, comedy, crime, friends, j...  \n",
       "9424  areas, boutique, business, christy, coach, com...  \n",
       "9474  analysis, ancestors, ancient, audience, audio,...  \n",
       "9524  attempt, bullsh, crime, emotional, enigmatic, ...  \n",
       "9574  anchor, author, best, blueprint, dominated, ef...  \n",
       "9584  activities, broken, certified, correct, day, d...  \n",
       "9634  exploring, great, mexican, podcasting, politic...  \n",
       "9684  ability, amazing, anchor, authentic, available...  \n",
       "9734  97, alysha, alyshap, alyshap819, audio, beam, ...  \n",
       "9784  beats, cinematic, dramatic, glynn, hosted, kil...  \n",
       "9834  apply, billionaires, buffett, dalio, financial...  \n",
       "9884  asks, bombshells, clues, conviction, crime, cr...  \n",
       "9934  absurdly, best, charles, cummins, curious, dan...  \n",
       "\n",
       "[212 rows x 6 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dup = df[['title', 'podcast_id','genre_tags', 'desc', 'url', 'tf-idf']]\n",
    "df_dup.drop_duplicates(inplace=True)\n",
    "df_dup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stars</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>podcast_id</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.00</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>4.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>1.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>4.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>4.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>4.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>4.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>4.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>4.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>4.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>4.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>4.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>4.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>4.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>4.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>3.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>3.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>4.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>4.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>4.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>4.72</td>\n",
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       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>3.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>4.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>4.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>4.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>4.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>4.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>2.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>4.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>3.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>3.86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>212 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            stars\n",
       "podcast_id       \n",
       "0            4.58\n",
       "1            4.88\n",
       "2            4.64\n",
       "3            4.86\n",
       "4            3.52\n",
       "5            5.00\n",
       "6            5.00\n",
       "7            4.66\n",
       "8            4.24\n",
       "9            4.70\n",
       "10           4.04\n",
       "11           3.26\n",
       "12           5.00\n",
       "13           3.88\n",
       "14           4.16\n",
       "15           4.12\n",
       "16           4.16\n",
       "17           3.12\n",
       "18           3.52\n",
       "19           5.00\n",
       "20           5.00\n",
       "21           4.36\n",
       "22           4.30\n",
       "23           4.48\n",
       "24           3.16\n",
       "25           4.90\n",
       "26           3.80\n",
       "27           4.06\n",
       "28           4.84\n",
       "29           4.14\n",
       "...           ...\n",
       "182          1.94\n",
       "183          5.00\n",
       "184          4.78\n",
       "185          4.04\n",
       "186          4.78\n",
       "187          4.88\n",
       "188          4.84\n",
       "189          4.30\n",
       "190          4.36\n",
       "191          4.88\n",
       "192          4.26\n",
       "193          4.38\n",
       "194          4.68\n",
       "195          4.26\n",
       "196          3.64\n",
       "197          3.02\n",
       "198          4.62\n",
       "199          4.94\n",
       "200          4.76\n",
       "201          4.72\n",
       "202          3.76\n",
       "203          4.08\n",
       "204          4.76\n",
       "205          4.26\n",
       "206          4.72\n",
       "207          4.40\n",
       "208          2.10\n",
       "209          4.30\n",
       "210          3.88\n",
       "211          3.86\n",
       "\n",
       "[212 rows x 1 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_star = pd.DataFrame(df.groupby('podcast_id')['stars'].mean())\n",
    "df_star"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "merge = df_dup.merge(df_star, left_on='podcast_id', right_on='podcast_id')\n",
    "merge['genre_tags'] = merge['genre_tags'].map(lambda i: i.split(','))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>The Joe Rogan Experience</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>podcast_id</th>\n",
       "      <td>172</td>\n",
       "      <td>172</td>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>desc</th>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>Conduit to the Gaian Mind</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>url</th>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>https://chartable.com/podcasts/the-joe-rogan-e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tf-idf</th>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>conduit, gaian, mind</td>\n",
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       "    <tr>\n",
       "      <th>stars</th>\n",
       "      <td>4.24</td>\n",
       "      <td>4.24</td>\n",
       "      <td>4.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre</th>\n",
       "      <td>Business</td>\n",
       "      <td>Society &amp; Culture</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                            0  \\\n",
       "title                                    The Shrink Next Door   \n",
       "podcast_id                                                172   \n",
       "desc              Veteran journalist Joe Nocera’s neighbor...   \n",
       "url         https://chartable.com/podcasts/the-shrink-next...   \n",
       "tf-idf      bloomberg, celebrities, company, control, coun...   \n",
       "stars                                                    4.24   \n",
       "genre                                                Business   \n",
       "\n",
       "                                                            0  \\\n",
       "title                                    The Shrink Next Door   \n",
       "podcast_id                                                172   \n",
       "desc              Veteran journalist Joe Nocera’s neighbor...   \n",
       "url         https://chartable.com/podcasts/the-shrink-next...   \n",
       "tf-idf      bloomberg, celebrities, company, control, coun...   \n",
       "stars                                                    4.24   \n",
       "genre                                       Society & Culture   \n",
       "\n",
       "                                                            1  \n",
       "title                                The Joe Rogan Experience  \n",
       "podcast_id                                                157  \n",
       "desc                                Conduit to the Gaian Mind  \n",
       "url         https://chartable.com/podcasts/the-joe-rogan-e...  \n",
       "tf-idf                                   conduit, gaian, mind  \n",
       "stars                                                    4.44  \n",
       "genre                                                  Comedy  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = merge.apply(lambda x: pd.Series(x['genre_tags']),axis=1).stack().reset_index(level=1, drop=True)\n",
    "s.name = 'genre'\n",
    "new_merge = merge.drop('genre_tags', axis=1).join(s)\n",
    "new_merge.head(3).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#getting comedy podcasts\n",
    "#Sorted by stars\n",
    "df_temp = new_merge[new_merge['genre'] == \"Comedy\"]\n",
    "\n",
    "incl = df_temp[(df_temp['stars'].notnull())][['title', 'desc', 'url','stars','genre']]\n",
    "incl = incl.sort_values('stars', ascending=False).head(250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>title</th>\n",
       "      <th>desc</th>\n",
       "      <th>url</th>\n",
       "      <th>stars</th>\n",
       "      <th>genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>The TryPod</td>\n",
       "      <td>The Try Guys have swam with sharks, survived i...</td>\n",
       "      <td>https://chartable.com/podcasts/the-trypod</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Congratulations with Chris D'Elia</td>\n",
       "      <td>Comedian Chris D'Elia (Incorrigible, Man on Fi...</td>\n",
       "      <td>https://chartable.com/podcasts/congratulations...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Almost 30</td>\n",
       "      <td>Tune in for a new episode every Tuesday and Th...</td>\n",
       "      <td>https://chartable.com/podcasts/almost-30-real-...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Adulting</td>\n",
       "      <td>Join hosts Michelle Buteau and Jordan Carlos a...</td>\n",
       "      <td>https://chartable.com/podcasts/adulting-146340...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Tiny Meat Gang Podcast</td>\n",
       "      <td>Comedians Cody Ko and Noel Miller make you lau...</td>\n",
       "      <td>https://chartable.com/podcasts/the-tiny-meat-g...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>The Shvitz</td>\n",
       "      <td>Welcome to The Shvitz! Your new favorite sport...</td>\n",
       "      <td>https://chartable.com/podcasts/the-shvitz</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>H3 Podcast</td>\n",
       "      <td>The official podcast of comedians Ethan &amp; Hila...</td>\n",
       "      <td>https://chartable.com/podcasts/h3-podcast</td>\n",
       "      <td>4.96</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Jenna &amp; Julien Podcast</td>\n",
       "      <td>Welcome to the Jenna &amp; Julien Podcast where we...</td>\n",
       "      <td>https://chartable.com/podcasts/jenna-julien-po...</td>\n",
       "      <td>4.94</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>The 85 South Show with Karlous Miller, DC Youn...</td>\n",
       "      <td>Welcome to the 85 South Show - a podcast for p...</td>\n",
       "      <td>https://chartable.com/podcasts/the-85-south-sh...</td>\n",
       "      <td>4.92</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Call Her Daddy</td>\n",
       "      <td>Follow along vlogger Alexandra Cooper and best...</td>\n",
       "      <td>https://chartable.com/podcasts/call-her-daddy</td>\n",
       "      <td>4.90</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>My Dad Wrote A Porno</td>\n",
       "      <td>Imagine if your Dad wrote a dirty book. Most p...</td>\n",
       "      <td>https://chartable.com/podcasts/my-dad-wrote-a-...</td>\n",
       "      <td>4.90</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>TigerBelly</td>\n",
       "      <td>TigerBelly is a weekly podcast featuring comed...</td>\n",
       "      <td>https://chartable.com/podcasts/tigerbelly</td>\n",
       "      <td>4.88</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>The Misfits Podcast</td>\n",
       "      <td>The most scuffed podcast on the internet.</td>\n",
       "      <td>https://chartable.com/podcasts/the-misfits-pod...</td>\n",
       "      <td>4.88</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Story Pirates</td>\n",
       "      <td>Story Pirates is a group of world-class actors...</td>\n",
       "      <td>https://chartable.com/podcasts/story-pirates</td>\n",
       "      <td>4.86</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>My Brother, My Brother And Me</td>\n",
       "      <td>Free advice, from three of the world's most qu...</td>\n",
       "      <td>https://chartable.com/podcasts/my-brother-my-b...</td>\n",
       "      <td>4.84</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 title  \\\n",
       "84                                          The TryPod   \n",
       "61                   Congratulations with Chris D'Elia   \n",
       "185                                          Almost 30   \n",
       "18                                            Adulting   \n",
       "28                          The Tiny Meat Gang Podcast   \n",
       "47                                          The Shvitz   \n",
       "88                                          H3 Podcast   \n",
       "119                             Jenna & Julien Podcast   \n",
       "120  The 85 South Show with Karlous Miller, DC Youn...   \n",
       "9                                       Call Her Daddy   \n",
       "38                                My Dad Wrote A Porno   \n",
       "114                                         TigerBelly   \n",
       "68                                 The Misfits Podcast   \n",
       "166                                      Story Pirates   \n",
       "147                      My Brother, My Brother And Me   \n",
       "\n",
       "                                                  desc  \\\n",
       "84   The Try Guys have swam with sharks, survived i...   \n",
       "61   Comedian Chris D'Elia (Incorrigible, Man on Fi...   \n",
       "185  Tune in for a new episode every Tuesday and Th...   \n",
       "18   Join hosts Michelle Buteau and Jordan Carlos a...   \n",
       "28   Comedians Cody Ko and Noel Miller make you lau...   \n",
       "47   Welcome to The Shvitz! Your new favorite sport...   \n",
       "88   The official podcast of comedians Ethan & Hila...   \n",
       "119  Welcome to the Jenna & Julien Podcast where we...   \n",
       "120  Welcome to the 85 South Show - a podcast for p...   \n",
       "9    Follow along vlogger Alexandra Cooper and best...   \n",
       "38   Imagine if your Dad wrote a dirty book. Most p...   \n",
       "114  TigerBelly is a weekly podcast featuring comed...   \n",
       "68           The most scuffed podcast on the internet.   \n",
       "166  Story Pirates is a group of world-class actors...   \n",
       "147  Free advice, from three of the world's most qu...   \n",
       "\n",
       "                                                   url  stars   genre  \n",
       "84           https://chartable.com/podcasts/the-trypod   5.00  Comedy  \n",
       "61   https://chartable.com/podcasts/congratulations...   5.00  Comedy  \n",
       "185  https://chartable.com/podcasts/almost-30-real-...   5.00  Comedy  \n",
       "18   https://chartable.com/podcasts/adulting-146340...   5.00  Comedy  \n",
       "28   https://chartable.com/podcasts/the-tiny-meat-g...   5.00  Comedy  \n",
       "47           https://chartable.com/podcasts/the-shvitz   5.00  Comedy  \n",
       "88           https://chartable.com/podcasts/h3-podcast   4.96  Comedy  \n",
       "119  https://chartable.com/podcasts/jenna-julien-po...   4.94  Comedy  \n",
       "120  https://chartable.com/podcasts/the-85-south-sh...   4.92  Comedy  \n",
       "9        https://chartable.com/podcasts/call-her-daddy   4.90  Comedy  \n",
       "38   https://chartable.com/podcasts/my-dad-wrote-a-...   4.90  Comedy  \n",
       "114          https://chartable.com/podcasts/tigerbelly   4.88  Comedy  \n",
       "68   https://chartable.com/podcasts/the-misfits-pod...   4.88  Comedy  \n",
       "166       https://chartable.com/podcasts/story-pirates   4.86  Comedy  \n",
       "147  https://chartable.com/podcasts/my-brother-my-b...   4.84  Comedy  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incl.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp2 = new_merge[new_merge['genre'] == \"Education\"]\n",
    "\n",
    "incl2 = df_temp2[(df_temp2['stars'].notnull())][['title', 'desc', 'url','stars','genre']]\n",
    "incl2 = incl2.sort_values('stars', ascending=False).head(250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>title</th>\n",
       "      <th>desc</th>\n",
       "      <th>url</th>\n",
       "      <th>stars</th>\n",
       "      <th>genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Mortgage Success Blueprint's Podcast</td>\n",
       "      <td>This podcast will go through actual training a...</td>\n",
       "      <td>https://chartable.com/podcasts/mortgage-succes...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>BiggerPockets Real Estate Podcast</td>\n",
       "      <td>Imagine you are friends with hundreds of real ...</td>\n",
       "      <td>https://chartable.com/podcasts/biggerpockets-p...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>The Wild</td>\n",
       "      <td>Chris Morgan takes listeners around the ...</td>\n",
       "      <td>https://chartable.com/podcasts/the-wild</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>The Mindset &amp; Motivation Podcast</td>\n",
       "      <td>The Mindset &amp; Motivation Podcast is iTunes' To...</td>\n",
       "      <td>https://chartable.com/podcasts/mwf-motivation-...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Myths and Legends</td>\n",
       "      <td>Jason Weiser tells stories from myths, legends...</td>\n",
       "      <td>https://chartable.com/podcasts/myths-and-legends</td>\n",
       "      <td>4.98</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    title  \\\n",
       "139  Mortgage Success Blueprint's Podcast   \n",
       "56      BiggerPockets Real Estate Podcast   \n",
       "67                               The Wild   \n",
       "112      The Mindset & Motivation Podcast   \n",
       "94                      Myths and Legends   \n",
       "\n",
       "                                                  desc  \\\n",
       "139  This podcast will go through actual training a...   \n",
       "56   Imagine you are friends with hundreds of real ...   \n",
       "67         Chris Morgan takes listeners around the ...   \n",
       "112  The Mindset & Motivation Podcast is iTunes' To...   \n",
       "94   Jason Weiser tells stories from myths, legends...   \n",
       "\n",
       "                                                   url  stars      genre  \n",
       "139  https://chartable.com/podcasts/mortgage-succes...   5.00  Education  \n",
       "56   https://chartable.com/podcasts/biggerpockets-p...   5.00  Education  \n",
       "67             https://chartable.com/podcasts/the-wild   5.00  Education  \n",
       "112  https://chartable.com/podcasts/mwf-motivation-...   5.00  Education  \n",
       "94    https://chartable.com/podcasts/myths-and-legends   4.98  Education  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incl2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Understanding Podcasts transcripts and descriptions\n",
    "tf = TfidfVectorizer(analyzer='word',ngram_range=(1, 2),min_df=0, stop_words='english')\n",
    "tfid_matrix = tf.fit_transform(merge['desc'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<212x9259 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 12760 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfid_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Cosine Similarity\n",
    "cossim = linear_kernel(tfid_matrix, tfid_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.        , 0.0120539 , ..., 0.        , 0.00502281,\n",
       "        0.        ],\n",
       "       [0.        , 1.        , 0.        , ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.0120539 , 0.        , 1.        , ..., 0.00976415, 0.0024928 ,\n",
       "        0.        ],\n",
       "       ...,\n",
       "       [0.        , 0.        , 0.00976415, ..., 1.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.00502281, 0.        , 0.0024928 , ..., 0.        , 1.        ,\n",
       "        0.00861358],\n",
       "       [0.        , 0.        , 0.        , ..., 0.        , 0.00861358,\n",
       "        1.        ]])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cossim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "title\n",
       "The Shrink Next Door                                 0\n",
       "The Joe Rogan Experience                             1\n",
       "Life Will Be the Death of Me with Chelsea Handler    2\n",
       "Gangster Capitalism                                  3\n",
       "Conan O’Brien Needs A Friend                         4\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge = merge.reset_index(drop=True)\n",
    "titles = merge[['title', 'genre_tags', 'stars']]\n",
    "indices = pd.Series(merge.index, index=merge['title'])\n",
    "indices.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>title</th>\n",
       "      <th>genre_tags</th>\n",
       "      <th>stars</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>[Business, Society &amp; Culture]</td>\n",
       "      <td>4.240000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>The Dan Bongino Show</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture]</td>\n",
       "      <td>4.520000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>13 Alibis</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture, TV &amp; Film]</td>\n",
       "      <td>4.880000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>American History Tellers</td>\n",
       "      <td>[Society &amp; Culture, History, Personal Journals]</td>\n",
       "      <td>4.660000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Murder Book</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>The Killer Thorn of Gypsy Rose</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture]</td>\n",
       "      <td>3.260000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>The Teacher's Pet</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture]</td>\n",
       "      <td>3.360000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Side Hustle School</td>\n",
       "      <td>[Business, Careers, Health, Self-Help]</td>\n",
       "      <td>4.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>RISE podcast</td>\n",
       "      <td>[Business, Careers, Health, Self-Help]</td>\n",
       "      <td>4.560000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>RISE Together Podcast</td>\n",
       "      <td>[Health, Self-Help]</td>\n",
       "      <td>4.540000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Dirty John</td>\n",
       "      <td>[Society &amp; Culture, Personal Journals]</td>\n",
       "      <td>3.760000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Running from COPS</td>\n",
       "      <td>[Society &amp; Culture, TV &amp; Film]</td>\n",
       "      <td>4.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>In the Dark</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>4.360000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>10% Happier with Dan Harris</td>\n",
       "      <td>[Health]</td>\n",
       "      <td>4.580000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Root of Evil</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Slow Burn</td>\n",
       "      <td>[Government &amp; Organizations, News &amp; Politics, ...</td>\n",
       "      <td>4.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Accused</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture]</td>\n",
       "      <td>3.520000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>The Chalene Show</td>\n",
       "      <td>[Business, Education, Health]</td>\n",
       "      <td>4.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>For The Love With Jen Hatmaker Podcast</td>\n",
       "      <td>[Religion &amp; Spirituality, Christianity, Societ...</td>\n",
       "      <td>4.780000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>THE BRENDON SHOW</td>\n",
       "      <td>[Business, Health, Self-Help]</td>\n",
       "      <td>4.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Inside Star Wars</td>\n",
       "      <td>[Society &amp; Culture, TV &amp; Film]</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>WHOA That's Good Podcast</td>\n",
       "      <td>[Business, Religion &amp; Spirituality, Christiani...</td>\n",
       "      <td>4.760000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Making Sense with Sam Harris</td>\n",
       "      <td>[Religion &amp; Spirituality, Science &amp; Medicine, ...</td>\n",
       "      <td>4.620000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Team Never Quit</td>\n",
       "      <td>[Health, Self-Help, Society &amp; Culture, Persona...</td>\n",
       "      <td>4.920000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>DISGRACELAND</td>\n",
       "      <td>[Arts, Music, Society &amp; Culture]</td>\n",
       "      <td>4.360000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Whine Down with Jana Kramer and Michael Caussin</td>\n",
       "      <td>[TV &amp; Film]</td>\n",
       "      <td>3.760000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>The Ballad of Billy Balls / The RFK Tapes</td>\n",
       "      <td>[Society &amp; Culture, History]</td>\n",
       "      <td>3.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Serial</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>3.920000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gangster Capitalism</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>To Live and Die in LA</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture, Personal ...</td>\n",
       "      <td>4.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Moms and Murder</td>\n",
       "      <td>[Society &amp; Culture, Technology, Podcasting]</td>\n",
       "      <td>4.180000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Martinis &amp; Murder</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>2.860000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Jenna &amp; Julien Podcast</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>4.940000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Murderville</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture]</td>\n",
       "      <td>3.080000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Curious with Josh Peck</td>\n",
       "      <td>[Comedy, TV &amp; Film]</td>\n",
       "      <td>4.740000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>The Band Played On</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Ride the Lightning</td>\n",
       "      <td>[Business, Business News, Games &amp; Hobbies, Aut...</td>\n",
       "      <td>4.820000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Believed</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>The Moth</td>\n",
       "      <td>[Arts, Performing Arts, Comedy]</td>\n",
       "      <td>4.720000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Christy Wright's Business Boutique</td>\n",
       "      <td>[Business, Careers]</td>\n",
       "      <td>4.840000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               title  \\\n",
       "0                               The Shrink Next Door   \n",
       "144                             The Dan Bongino Show   \n",
       "63                                         13 Alibis   \n",
       "106                         American History Tellers   \n",
       "132                                      Murder Book   \n",
       "103                   The Killer Thorn of Gypsy Rose   \n",
       "54                                 The Teacher's Pet   \n",
       "135                               Side Hustle School   \n",
       "34                                      RISE podcast   \n",
       "57                             RISE Together Podcast   \n",
       "30                                        Dirty John   \n",
       "59                                 Running from COPS   \n",
       "48                                       In the Dark   \n",
       "87                       10% Happier with Dan Harris   \n",
       "14                                      Root of Evil   \n",
       "104                                        Slow Burn   \n",
       "153                                          Accused   \n",
       "168                                The Chalene Show    \n",
       "190           For The Love With Jen Hatmaker Podcast   \n",
       "131                                 THE BRENDON SHOW   \n",
       "19                                  Inside Star Wars   \n",
       "156                         WHOA That's Good Podcast   \n",
       "46                      Making Sense with Sam Harris   \n",
       "206                                  Team Never Quit   \n",
       "76                                      DISGRACELAND   \n",
       "198  Whine Down with Jana Kramer and Michael Caussin   \n",
       "71         The Ballad of Billy Balls / The RFK Tapes   \n",
       "12                                            Serial   \n",
       "3                                Gangster Capitalism   \n",
       "7                              To Live and Die in LA   \n",
       "167                                  Moms and Murder   \n",
       "195                                Martinis & Murder   \n",
       "119                           Jenna & Julien Podcast   \n",
       "116                                      Murderville   \n",
       "186                           Curious with Josh Peck   \n",
       "146                               The Band Played On   \n",
       "99                                Ride the Lightning   \n",
       "175                                         Believed   \n",
       "53                                          The Moth   \n",
       "200               Christy Wright's Business Boutique   \n",
       "\n",
       "                                            genre_tags     stars  \n",
       "0                        [Business, Society & Culture]  4.240000  \n",
       "144               [News & Politics, Society & Culture]  4.520000  \n",
       "63     [News & Politics, Society & Culture, TV & Film]  4.880000  \n",
       "106    [Society & Culture, History, Personal Journals]  4.660000  \n",
       "132                                [Society & Culture]  4.340000  \n",
       "103               [News & Politics, Society & Culture]  3.260000  \n",
       "54                [News & Politics, Society & Culture]  3.360000  \n",
       "135             [Business, Careers, Health, Self-Help]  4.700000  \n",
       "34              [Business, Careers, Health, Self-Help]  4.560000  \n",
       "57                                 [Health, Self-Help]  4.540000  \n",
       "30              [Society & Culture, Personal Journals]  3.760000  \n",
       "59                      [Society & Culture, TV & Film]  4.500000  \n",
       "48                                   [News & Politics]  4.360000  \n",
       "87                                            [Health]  4.580000  \n",
       "14                                 [Society & Culture]  4.600000  \n",
       "104  [Government & Organizations, News & Politics, ...  4.160000  \n",
       "153               [News & Politics, Society & Culture]  3.520000  \n",
       "168                      [Business, Education, Health]  4.800000  \n",
       "190  [Religion & Spirituality, Christianity, Societ...  4.780000  \n",
       "131                      [Business, Health, Self-Help]  4.600000  \n",
       "19                      [Society & Culture, TV & Film]  5.000000  \n",
       "156  [Business, Religion & Spirituality, Christiani...  4.760000  \n",
       "46   [Religion & Spirituality, Science & Medicine, ...  4.620000  \n",
       "206  [Health, Self-Help, Society & Culture, Persona...  4.920000  \n",
       "76                    [Arts, Music, Society & Culture]  4.360000  \n",
       "198                                        [TV & Film]  3.760000  \n",
       "71                        [Society & Culture, History]  3.040000  \n",
       "12                                   [News & Politics]  3.920000  \n",
       "3                                  [Society & Culture]  4.444444  \n",
       "7    [News & Politics, Society & Culture, Personal ...  4.300000  \n",
       "167        [Society & Culture, Technology, Podcasting]  4.180000  \n",
       "195                                  [News & Politics]  2.860000  \n",
       "119                                           [Comedy]  4.940000  \n",
       "116               [News & Politics, Society & Culture]  3.080000  \n",
       "186                                [Comedy, TV & Film]  4.740000  \n",
       "146                                  [News & Politics]  5.000000  \n",
       "99   [Business, Business News, Games & Hobbies, Aut...  4.820000  \n",
       "175                                [Society & Culture]  5.000000  \n",
       "53                     [Arts, Performing Arts, Comedy]  4.720000  \n",
       "200                                [Business, Careers]  4.840000  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Finding Similar Recommendations\n",
    "def find_recom(title):\n",
    "    idx = indices[title]\n",
    "    sim_scores = list(enumerate(cossim[idx]))\n",
    "    sim_scores = sorted(sim_scores, key=lambda x: x[1], reverse=True)\n",
    "    #Adjust this\n",
    "    sim_scores = sim_scores[1:41]\n",
    "    podcast_indices = [i[0] for i in sim_scores]\n",
    "    return titles.iloc[podcast_indices]\n",
    "find_recom('Over My Dead Body')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Finding recommendations with Content Based Recommender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>title</th>\n",
       "      <th>podcast_id</th>\n",
       "      <th>genre_tags</th>\n",
       "      <th>desc</th>\n",
       "      <th>url</th>\n",
       "      <th>tf-idf</th>\n",
       "      <th>stars</th>\n",
       "      <th>desc_keywords</th>\n",
       "      <th>genre_tags_new</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>172</td>\n",
       "      <td>[Business, Society &amp; Culture]</td>\n",
       "      <td>Veteran journalist Joe Nocera’s neighbor...</td>\n",
       "      <td>https://chartable.com/podcasts/the-shrink-next...</td>\n",
       "      <td>bloomberg, celebrities, company, control, coun...</td>\n",
       "      <td>4.240000</td>\n",
       "      <td>[, , , , , , Veteran, journalist, Joe, Nocera’...</td>\n",
       "      <td>[Business, Society &amp; Culture, Business, Societ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Joe Rogan Experience</td>\n",
       "      <td>157</td>\n",
       "      <td>[Comedy, Society &amp; Culture, Technology, Podcas...</td>\n",
       "      <td>Conduit to the Gaian Mind</td>\n",
       "      <td>https://chartable.com/podcasts/the-joe-rogan-e...</td>\n",
       "      <td>conduit, gaian, mind</td>\n",
       "      <td>4.440000</td>\n",
       "      <td>[Conduit, to, the, Gaian, Mind]</td>\n",
       "      <td>[Comedy, Society &amp; Culture, Technology, Podcas...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Life Will Be the Death of Me with Chelsea Handler</td>\n",
       "      <td>67</td>\n",
       "      <td>[Comedy, Society &amp; Culture]</td>\n",
       "      <td>Starting May 23rd, 2019: Listen to Chelsea Han...</td>\n",
       "      <td>https://chartable.com/podcasts/life-will-be-th...</td>\n",
       "      <td>2019, 23rd, britton, candid, celebrities, chan...</td>\n",
       "      <td>4.080000</td>\n",
       "      <td>[Starting, May, 23rd,, 2019:, Listen, to, Chel...</td>\n",
       "      <td>[Comedy, Society &amp; Culture, Comedy, Society &amp; ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gangster Capitalism</td>\n",
       "      <td>52</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>There’s a dark side to the American dream. Fro...</td>\n",
       "      <td>https://chartable.com/podcasts/gangster-capita...</td>\n",
       "      <td>2019, admissions, american, andrew, award, bro...</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>[There’s, a, dark, side, to, the, American, dr...</td>\n",
       "      <td>[Society &amp; Culture, Society &amp; Culture, Society...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Conan O’Brien Needs A Friend</td>\n",
       "      <td>32</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>After 25 years at the Late Night desk, C...</td>\n",
       "      <td>https://chartable.com/podcasts/conan-obrien-ne...</td>\n",
       "      <td>25, brien, celebrity, conan, deeper, desk, des...</td>\n",
       "      <td>4.780000</td>\n",
       "      <td>[, , , , , , After, 25, years, at, the, Late, ...</td>\n",
       "      <td>[Comedy, Comedy, Comedy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>The Daily</td>\n",
       "      <td>142</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>This is what the news should sound like....</td>\n",
       "      <td>https://chartable.com/podcasts/the-daily</td>\n",
       "      <td>barbaro, best, biggest, day, days, hosted, jou...</td>\n",
       "      <td>4.260000</td>\n",
       "      <td>[, , , , , , This, is, what, the, news, should...</td>\n",
       "      <td>[News &amp; Politics, News &amp; Politics, News &amp; Poli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>The Ron Burgundy Podcast</td>\n",
       "      <td>171</td>\n",
       "      <td>[Comedy, Society &amp; Culture, TV &amp; Film]</td>\n",
       "      <td>Will Ferrell reprises his role as Ron Burgundy...</td>\n",
       "      <td>https://chartable.com/podcasts/the-ron-burgund...</td>\n",
       "      <td>addresses, answer, attempts, brand, bullying, ...</td>\n",
       "      <td>4.540000</td>\n",
       "      <td>[Will, Ferrell, reprises, his, role, as, Ron, ...</td>\n",
       "      <td>[Comedy, Society &amp; Culture, TV &amp; Film, Comedy,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>To Live and Die in LA</td>\n",
       "      <td>189</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture, Personal ...</td>\n",
       "      <td>In Feb 2018, an aspiring actress vanished from...</td>\n",
       "      <td>https://chartable.com/podcasts/to-live-and-die...</td>\n",
       "      <td>2018, actress, answers, apartment, asked, aspi...</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>[In, Feb, 2018,, an, aspiring, actress, vanish...</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture, Personal ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>My Favorite Murder with Karen Kilgariff and Ge...</td>\n",
       "      <td>87</td>\n",
       "      <td>[Comedy, News &amp; Politics]</td>\n",
       "      <td>Lifelong fans of true crime stories Kare...</td>\n",
       "      <td>https://chartable.com/podcasts/my-favorite-mur...</td>\n",
       "      <td>crime, fans, favorite, friends, georgia, hards...</td>\n",
       "      <td>3.980000</td>\n",
       "      <td>[, , , , , , Lifelong, fans, of, true, crime, ...</td>\n",
       "      <td>[Comedy, News &amp; Politics, Comedy, News &amp; Polit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Call Her Daddy</td>\n",
       "      <td>25</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>Follow along vlogger Alexandra Cooper and best...</td>\n",
       "      <td>https://chartable.com/podcasts/call-her-daddy</td>\n",
       "      <td>20s, addressed, alexandra, best, better, ck, c...</td>\n",
       "      <td>4.900000</td>\n",
       "      <td>[Follow, along, vlogger, Alexandra, Cooper, an...</td>\n",
       "      <td>[Comedy, Comedy, Comedy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Armchair Expert with Dax Shepard</td>\n",
       "      <td>16</td>\n",
       "      <td>[Comedy, Music, TV &amp; Film]</td>\n",
       "      <td>Hi, I’m Dax Shepard, and I love talking to peo...</td>\n",
       "      <td>https://chartable.com/podcasts/armchair-expert...</td>\n",
       "      <td>anthropology, attempt, betterment, celebrate, ...</td>\n",
       "      <td>4.160000</td>\n",
       "      <td>[Hi,, I’m, Dax, Shepard,, and, I, love, talkin...</td>\n",
       "      <td>[Comedy, Music, TV &amp; Film, Comedy, Music, TV &amp;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Dr. Death</td>\n",
       "      <td>40</td>\n",
       "      <td>[Health, Science &amp; Medicine]</td>\n",
       "      <td>We’re at our most vulnerable when we go ...</td>\n",
       "      <td>https://chartable.com/podcasts/dr-death</td>\n",
       "      <td>away, begs, best, christopher, claimed, compli...</td>\n",
       "      <td>4.520000</td>\n",
       "      <td>[, , , , , , We’re, at, our, most, vulnerable,...</td>\n",
       "      <td>[Health, Science &amp; Medicine, Health, Science &amp;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Serial</td>\n",
       "      <td>112</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>Serial is a podcast from the creators of This ...</td>\n",
       "      <td>https://chartable.com/podcasts/serial</td>\n",
       "      <td>american, bring, chapter, characters, course, ...</td>\n",
       "      <td>3.920000</td>\n",
       "      <td>[Serial, is, a, podcast, from, the, creators, ...</td>\n",
       "      <td>[News &amp; Politics, News &amp; Politics, News &amp; Poli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Lore</td>\n",
       "      <td>68</td>\n",
       "      <td>[Arts, Literature, Society &amp; Culture, History]</td>\n",
       "      <td>Lore is a bi-weekly podcast (as well as a TV s...</td>\n",
       "      <td>https://chartable.com/podcasts/lore</td>\n",
       "      <td>bi, book, creatures, dark, episode, events, ex...</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>[Lore, is, a, bi-weekly, podcast, (as, well, a...</td>\n",
       "      <td>[Arts, Literature, Society &amp; Culture, History,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Root of Evil</td>\n",
       "      <td>107</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>New episodes post every Wednesday. When Elizab...</td>\n",
       "      <td>https://chartable.com/podcasts/root-of-evil-th...</td>\n",
       "      <td>1947, 70, america, archival, audio, believe, b...</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>[New, episodes, post, every, Wednesday., When,...</td>\n",
       "      <td>[Society &amp; Culture, Society &amp; Culture, Society...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>The TED Interview</td>\n",
       "      <td>177</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>Head of TED Chris Anderson speaks with s...</td>\n",
       "      <td>https://chartable.com/podcasts/the-ted-interview</td>\n",
       "      <td>anderson, chris, dig, head, ideas, interesting...</td>\n",
       "      <td>4.960000</td>\n",
       "      <td>[, , , , , , Head, of, TED, Chris, Anderson, s...</td>\n",
       "      <td>[Society &amp; Culture, Society &amp; Culture, Society...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Science Rules! with Bill Nye</td>\n",
       "      <td>110</td>\n",
       "      <td>[Science &amp; Medicine]</td>\n",
       "      <td>Bill Nye is on a mission to change the w...</td>\n",
       "      <td>https://chartable.com/podcasts/science-rules-w...</td>\n",
       "      <td>answer, celebrity, change, cheeseburgers, clim...</td>\n",
       "      <td>4.120000</td>\n",
       "      <td>[, , , , , , Bill, Nye, is, on, a, mission, to...</td>\n",
       "      <td>[Science &amp; Medicine, Science &amp; Medicine, Scien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Up First</td>\n",
       "      <td>197</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>NPR's Up First is the news you need to start y...</td>\n",
       "      <td>https://chartable.com/podcasts/up-first</td>\n",
       "      <td>10, analysis, available, biggest, culture, dav...</td>\n",
       "      <td>3.020000</td>\n",
       "      <td>[NPR's, Up, First, is, the, news, you, need, t...</td>\n",
       "      <td>[News &amp; Politics, News &amp; Politics, News &amp; Poli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Adulting</td>\n",
       "      <td>5</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>Join hosts Michelle Buteau and Jordan Carlos a...</td>\n",
       "      <td>https://chartable.com/podcasts/adulting-146340...</td>\n",
       "      <td>adult, adulthood, adulting, alec, answers, ask...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>[Join, hosts, Michelle, Buteau, and, Jordan, C...</td>\n",
       "      <td>[Comedy, Comedy, Comedy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Inside Star Wars</td>\n",
       "      <td>60</td>\n",
       "      <td>[Society &amp; Culture, TV &amp; Film]</td>\n",
       "      <td>From the creators of Inside Psycho, Insi...</td>\n",
       "      <td>https://chartable.com/podcasts/inside-star-wars</td>\n",
       "      <td>1977, audio, best, biopic, changed, classic, c...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>[, , , , , , From, the, creators, of, Inside, ...</td>\n",
       "      <td>[Society &amp; Culture, TV &amp; Film, Society &amp; Cultu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Dumb People Town</td>\n",
       "      <td>42</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>It’s as much an exploration as it is a celebra...</td>\n",
       "      <td>https://chartable.com/podcasts/dumb-people-town</td>\n",
       "      <td>celebration, com, daniel, doing, dumb, dumbpeo...</td>\n",
       "      <td>4.360000</td>\n",
       "      <td>[It’s, as, much, an, exploration, as, it, is, ...</td>\n",
       "      <td>[Comedy, Comedy, Comedy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>This American Life</td>\n",
       "      <td>185</td>\n",
       "      <td>[Arts, News &amp; Politics, Society &amp; Culture, Per...</td>\n",
       "      <td>This American Life is a weekly public radio sh...</td>\n",
       "      <td>https://chartable.com/podcasts/this-american-life</td>\n",
       "      <td>500, american, awards, broadcasting, chicago, ...</td>\n",
       "      <td>4.040000</td>\n",
       "      <td>[This, American, Life, is, a, weekly, public, ...</td>\n",
       "      <td>[Arts, News &amp; Politics, Society &amp; Culture, Per...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>The Dave Ramsey Show</td>\n",
       "      <td>145</td>\n",
       "      <td>[Business, Investing]</td>\n",
       "      <td>Get motivated and stay on track with your goal...</td>\n",
       "      <td>https://chartable.com/podcasts/the-dave-ramsey...</td>\n",
       "      <td>10, 2017, answers, author, best, books, com, d...</td>\n",
       "      <td>4.460000</td>\n",
       "      <td>[Get, motivated, and, stay, on, track, with, y...</td>\n",
       "      <td>[Business, Investing, Business, Investing, Bus...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Duolingo Spanish Podcast</td>\n",
       "      <td>43</td>\n",
       "      <td>[Education, Language Courses, Society &amp; Cultur...</td>\n",
       "      <td>True stories for English speakers learning Spa...</td>\n",
       "      <td>https://chartable.com/podcasts/duolingo-spanis...</td>\n",
       "      <td>ambulante, app, castro, comes, delivers, duoli...</td>\n",
       "      <td>4.660000</td>\n",
       "      <td>[True, stories, for, English, speakers, learni...</td>\n",
       "      <td>[Education, Language Courses, Society &amp; Cultur...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>The MFCEO Project</td>\n",
       "      <td>160</td>\n",
       "      <td>[Business, Management &amp; Marketing]</td>\n",
       "      <td>Do you really want to fulfill your own true po...</td>\n",
       "      <td>https://chartable.com/podcasts/the-mfceo-project</td>\n",
       "      <td>100, andy, author, basics, build, built, busin...</td>\n",
       "      <td>4.920000</td>\n",
       "      <td>[Do, you, really, want, to, fulfill, your, own...</td>\n",
       "      <td>[Business, Management &amp; Marketing, Business, M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>The Dropout</td>\n",
       "      <td>149</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>Money. Romance. Tragedy. Deception. The story ...</td>\n",
       "      <td>https://chartable.com/podcasts/the-dropout</td>\n",
       "      <td>20, abc, ambition, billionaire, blink, busines...</td>\n",
       "      <td>4.640000</td>\n",
       "      <td>[Money., Romance., Tragedy., Deception., The, ...</td>\n",
       "      <td>[News &amp; Politics, News &amp; Politics, News &amp; Poli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>How I Built This with Guy Raz</td>\n",
       "      <td>58</td>\n",
       "      <td>[Business]</td>\n",
       "      <td>Guy Raz dives into the stories behind some of ...</td>\n",
       "      <td>https://chartable.com/podcasts/how-i-built-thi...</td>\n",
       "      <td>best, built, companies, dives, entrepreneurs, ...</td>\n",
       "      <td>4.260000</td>\n",
       "      <td>[Guy, Raz, dives, into, the, stories, behind, ...</td>\n",
       "      <td>[Business, Business, Business]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Oprah’s SuperSoul Conversations</td>\n",
       "      <td>96</td>\n",
       "      <td>[Health, Religion &amp; Spirituality, Society &amp; Cu...</td>\n",
       "      <td>Awaken, discover and connect to the deep...</td>\n",
       "      <td>https://chartable.com/podcasts/oprahs-supersou...</td>\n",
       "      <td>authors, awaken, best, big, bring, closer, con...</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>[, , , , , , Awaken,, discover, and, connect, ...</td>\n",
       "      <td>[Health, Religion &amp; Spirituality, Society &amp; Cu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Tiny Meat Gang Podcast</td>\n",
       "      <td>178</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>Comedians Cody Ko and Noel Miller make you lau...</td>\n",
       "      <td>https://chartable.com/podcasts/the-tiny-meat-g...</td>\n",
       "      <td>bonus, cody, comedians, eps, hopefully, ko, la...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>[Comedians, Cody, Ko, and, Noel, Miller, make,...</td>\n",
       "      <td>[Comedy, Comedy, Comedy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Stuff You Should Know</td>\n",
       "      <td>124</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>If you've ever wanted to know about champagne,...</td>\n",
       "      <td>https://chartable.com/podcasts/stuff-you-shoul...</td>\n",
       "      <td>champagne, chaos, chuck, covered, crime, el, j...</td>\n",
       "      <td>4.320000</td>\n",
       "      <td>[If, you've, ever, wanted, to, know, about, ch...</td>\n",
       "      <td>[Society &amp; Culture, Society &amp; Culture, Society...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>TED Talks Science and Medicine</td>\n",
       "      <td>132</td>\n",
       "      <td>[Science &amp; Medicine]</td>\n",
       "      <td>Some of the world's greatest scientists, docto...</td>\n",
       "      <td>https://chartable.com/podcasts/tedtalks-scienc...</td>\n",
       "      <td>80, com, conference, devoted, discoveries, doc...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>[Some, of, the, world's, greatest, scientists,...</td>\n",
       "      <td>[Science &amp; Medicine, Science &amp; Medicine, Scien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Forensic Files</td>\n",
       "      <td>51</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>Forensic Files is a pioneer in the field of fa...</td>\n",
       "      <td>https://chartable.com/podcasts/forensic-files</td>\n",
       "      <td>accidents, based, crimes, delves, disease, dra...</td>\n",
       "      <td>3.460000</td>\n",
       "      <td>[Forensic, Files, is, a, pioneer, in, the, fie...</td>\n",
       "      <td>[Society &amp; Culture, Society &amp; Culture, Society...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Sunday Sitdown with Willie Geist</td>\n",
       "      <td>125</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture, TV &amp; Film]</td>\n",
       "      <td>NBC's \"Sunday TODAY with Willie Geist\" provide...</td>\n",
       "      <td>https://chartable.com/podcasts/sunday-sitdown-...</td>\n",
       "      <td>actors, airs, biggest, ceos, chats, check, con...</td>\n",
       "      <td>4.560000</td>\n",
       "      <td>[NBC's, \"Sunday, TODAY, with, Willie, Geist\", ...</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture, TV &amp; Film...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Almost 30</td>\n",
       "      <td>6</td>\n",
       "      <td>[Comedy, Health, Self-Help, Society &amp; Culture]</td>\n",
       "      <td>Tune in for a new episode every Tuesday and Th...</td>\n",
       "      <td>https://chartable.com/podcasts/almost-30-real-...</td>\n",
       "      <td>30, beautiful, community, connect, conversatio...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>[Tune, in, for, a, new, episode, every, Tuesda...</td>\n",
       "      <td>[Comedy, Health, Self-Help, Society &amp; Culture,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Curious with Josh Peck</td>\n",
       "      <td>35</td>\n",
       "      <td>[Comedy, TV &amp; Film]</td>\n",
       "      <td>Curious is what I am, about people, places, an...</td>\n",
       "      <td>https://chartable.com/podcasts/curious-with-jo...</td>\n",
       "      <td>characters, constantly, curious, deep, earth, ...</td>\n",
       "      <td>4.740000</td>\n",
       "      <td>[Curious, is, what, I, am,, about, people,, pl...</td>\n",
       "      <td>[Comedy, TV &amp; Film, Comedy, TV &amp; Film, Comedy,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>The mindbodygreen Podcast</td>\n",
       "      <td>162</td>\n",
       "      <td>[Health, Self-Help]</td>\n",
       "      <td>The mindbodygreen Podcast is a continuation of...</td>\n",
       "      <td>https://chartable.com/podcasts/the-mindbodygre...</td>\n",
       "      <td>biggest, ceo, changing, continuation, conversa...</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>[The, mindbodygreen, Podcast, is, a, continuat...</td>\n",
       "      <td>[Health, Self-Help, Health, Self-Help, Health,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Something Scary</td>\n",
       "      <td>119</td>\n",
       "      <td>[Arts, Literature, Performing Arts]</td>\n",
       "      <td>Do you wanna hear something scary? Join Sapphi...</td>\n",
       "      <td>https://chartable.com/podcasts/something-scary</td>\n",
       "      <td>brings, creepiest, folktales, ghost, hear, joi...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>[Do, you, wanna, hear, something, scary?, Join...</td>\n",
       "      <td>[Arts, Literature, Performing Arts, Arts, Lite...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Mile Higher Podcast</td>\n",
       "      <td>73</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture, History, ...</td>\n",
       "      <td>Welcome to the Mile Higher Podcast hosted by h...</td>\n",
       "      <td>https://chartable.com/podcasts/mile-higher-pod...</td>\n",
       "      <td>ancient, changed, chill, civilizations, come, ...</td>\n",
       "      <td>4.160000</td>\n",
       "      <td>[Welcome, to, the, Mile, Higher, Podcast, host...</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture, History, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>For The Love With Jen Hatmaker Podcast</td>\n",
       "      <td>50</td>\n",
       "      <td>[Religion &amp; Spirituality, Christianity, Societ...</td>\n",
       "      <td>\"For the love\" of...People. Home. Stories. Sho...</td>\n",
       "      <td>https://chartable.com/podcasts/for-the-love-wi...</td>\n",
       "      <td>author, best, big, catch, chat, community, cul...</td>\n",
       "      <td>4.780000</td>\n",
       "      <td>[\"For, the, love\", of...People., Home., Storie...</td>\n",
       "      <td>[Religion &amp; Spirituality, Christianity, Societ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>The Health Code</td>\n",
       "      <td>153</td>\n",
       "      <td>[Business, Management &amp; Marketing, Health, Fit...</td>\n",
       "      <td>Welcome to The Health Code! A fun, informative...</td>\n",
       "      <td>https://chartable.com/podcasts/the-health-code</td>\n",
       "      <td>boyfriend, building, career, code, content, cr...</td>\n",
       "      <td>4.160000</td>\n",
       "      <td>[Welcome, to, The, Health, Code!, A, fun,, inf...</td>\n",
       "      <td>[Business, Management &amp; Marketing, Health, Fit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>30 For 30 Podcasts</td>\n",
       "      <td>2</td>\n",
       "      <td>[Sports &amp; Recreation]</td>\n",
       "      <td>Original audio documentaries from the makers o...</td>\n",
       "      <td>https://chartable.com/podcasts/30-for-30-podcasts</td>\n",
       "      <td>30, acclaimed, adventure, affect, alike, athle...</td>\n",
       "      <td>4.640000</td>\n",
       "      <td>[Original, audio, documentaries, from, the, ma...</td>\n",
       "      <td>[Sports &amp; Recreation, Sports &amp; Recreation, Spo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Risen Motherhood</td>\n",
       "      <td>106</td>\n",
       "      <td>[Kids &amp; Family, Religion &amp; Spirituality, Chris...</td>\n",
       "      <td>A weekly podcast for moms that comes out on We...</td>\n",
       "      <td>https://chartable.com/podcasts/risen-motherhood</td>\n",
       "      <td>base, challenged, chaos, comes, covers, cross,...</td>\n",
       "      <td>4.920000</td>\n",
       "      <td>[A, weekly, podcast, for, moms, that, comes, o...</td>\n",
       "      <td>[Kids &amp; Family, Religion &amp; Spirituality, Chris...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Behind the Bastards</td>\n",
       "      <td>18</td>\n",
       "      <td>[Comedy, Society &amp; Culture]</td>\n",
       "      <td>There’s a reason the History Channel has produ...</td>\n",
       "      <td>https://chartable.com/podcasts/behind-the-bast...</td>\n",
       "      <td>adult, air, bad, bastards, bizarre, blackwater...</td>\n",
       "      <td>3.520000</td>\n",
       "      <td>[There’s, a, reason, the, History, Channel, ha...</td>\n",
       "      <td>[Comedy, Society &amp; Culture, Comedy, Society &amp; ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Martinis &amp; Murder</td>\n",
       "      <td>71</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>Hosts Daryn Carp and John Thrasher chat ...</td>\n",
       "      <td>https://chartable.com/podcasts/martinis-murder</td>\n",
       "      <td>carp, chat, course, crazy, creepy, crime, crim...</td>\n",
       "      <td>2.860000</td>\n",
       "      <td>[, , , , , , Hosts, Daryn, Carp, and, John, Th...</td>\n",
       "      <td>[News &amp; Politics, News &amp; Politics, News &amp; Poli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Swindled</td>\n",
       "      <td>126</td>\n",
       "      <td>[Business, Society &amp; Culture, History]</td>\n",
       "      <td>Utilizes narrative storytelling, archival audi...</td>\n",
       "      <td>https://chartable.com/podcasts/swindled</td>\n",
       "      <td>archival, artists, audio, collar, corporate, c...</td>\n",
       "      <td>4.180000</td>\n",
       "      <td>[Utilizes, narrative, storytelling,, archival,...</td>\n",
       "      <td>[Business, Society &amp; Culture, History, Busines...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Dear Sugars</td>\n",
       "      <td>37</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>Radically empathic advice</td>\n",
       "      <td>https://chartable.com/podcasts/dear-sugars</td>\n",
       "      <td>advice, empathic, radically</td>\n",
       "      <td>4.460000</td>\n",
       "      <td>[Radically, empathic, advice, ]</td>\n",
       "      <td>[Society &amp; Culture, Society &amp; Culture, Society...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Whine Down with Jana Kramer and Michael Caussin</td>\n",
       "      <td>202</td>\n",
       "      <td>[TV &amp; Film]</td>\n",
       "      <td>At the end of a long day, nothing is better th...</td>\n",
       "      <td>https://chartable.com/podcasts/whine-down-with...</td>\n",
       "      <td>acting, advice, better, chest, come, crazy, da...</td>\n",
       "      <td>3.760000</td>\n",
       "      <td>[At, the, end, of, a, long, day,, nothing, is,...</td>\n",
       "      <td>[TV &amp; Film, TV &amp; Film, TV &amp; Film]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Wine &amp; Crime</td>\n",
       "      <td>205</td>\n",
       "      <td>[Comedy, Society &amp; Culture]</td>\n",
       "      <td>Wine &amp; Crime is a true crime / comedy podcast....</td>\n",
       "      <td>https://chartable.com/podcasts/wine-crime</td>\n",
       "      <td>accents, chat, chug, comedy, crime, friends, j...</td>\n",
       "      <td>4.260000</td>\n",
       "      <td>[Wine, &amp;, Crime, is, a, true, crime, /, comedy...</td>\n",
       "      <td>[Comedy, Society &amp; Culture, Comedy, Society &amp; ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Christy Wright's Business Boutique</td>\n",
       "      <td>28</td>\n",
       "      <td>[Business, Careers]</td>\n",
       "      <td>The Business Boutique is a growing community o...</td>\n",
       "      <td>https://chartable.com/podcasts/christy-wrights...</td>\n",
       "      <td>areas, boutique, business, christy, coach, com...</td>\n",
       "      <td>4.840000</td>\n",
       "      <td>[The, Business, Boutique, is, a, growing, comm...</td>\n",
       "      <td>[Business, Careers, Business, Careers, Busines...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Mythology</td>\n",
       "      <td>88</td>\n",
       "      <td>[Arts]</td>\n",
       "      <td>Myths endure for a reason. This episodic audio...</td>\n",
       "      <td>https://chartable.com/podcasts/mythology-14429...</td>\n",
       "      <td>analysis, ancestors, ancient, audience, audio,...</td>\n",
       "      <td>4.740000</td>\n",
       "      <td>[Myths, endure, for, a, reason., This, episodi...</td>\n",
       "      <td>[Arts, Arts, Arts]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>True Crime Bullsh**</td>\n",
       "      <td>193</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>True Crime Bullsh** is a serialized, investiga...</td>\n",
       "      <td>https://chartable.com/podcasts/true-crime-bullsh</td>\n",
       "      <td>attempt, bullsh, crime, emotional, enigmatic, ...</td>\n",
       "      <td>4.380000</td>\n",
       "      <td>[True, Crime, Bullsh**, is, a, serialized,, in...</td>\n",
       "      <td>[Society &amp; Culture, Society &amp; Culture, Society...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>PowerBanking</td>\n",
       "      <td>100</td>\n",
       "      <td>[Business, Careers]</td>\n",
       "      <td>PowerBanking is The Podcasts for women leaders...</td>\n",
       "      <td>https://chartable.com/podcasts/powerbanking</td>\n",
       "      <td>anchor, author, best, blueprint, dominated, ef...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>[PowerBanking, is, The, Podcasts, for, women, ...</td>\n",
       "      <td>[Business, Careers, Business, Careers, Busines...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Learn Spanish - Survival Guide</td>\n",
       "      <td>65</td>\n",
       "      <td>[Education, Language Courses]</td>\n",
       "      <td>This podcast is about learning to speak Spanis...</td>\n",
       "      <td>https://chartable.com/podcasts/learn-spanish-s...</td>\n",
       "      <td>activities, broken, certified, correct, day, d...</td>\n",
       "      <td>3.640000</td>\n",
       "      <td>[This, podcast, is, about, learning, to, speak...</td>\n",
       "      <td>[Education, Language Courses, Education, Langu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Revolutions</td>\n",
       "      <td>103</td>\n",
       "      <td>[Education, News &amp; Politics, Society &amp; Culture...</td>\n",
       "      <td>A weekly podcasting exploring great political ...</td>\n",
       "      <td>https://chartable.com/podcasts/revolutions</td>\n",
       "      <td>exploring, great, mexican, podcasting, politic...</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>[A, weekly, podcasting, exploring, great, poli...</td>\n",
       "      <td>[Education, News &amp; Politics, Society &amp; Culture...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Team Never Quit</td>\n",
       "      <td>128</td>\n",
       "      <td>[Health, Self-Help, Society &amp; Culture, Persona...</td>\n",
       "      <td>Two Navy SEALs who’ve known each other for yea...</td>\n",
       "      <td>https://chartable.com/podcasts/team-never-quit...</td>\n",
       "      <td>ability, amazing, anchor, authentic, available...</td>\n",
       "      <td>4.920000</td>\n",
       "      <td>[Two, Navy, SEALs, who’ve, known, each, other,...</td>\n",
       "      <td>[Health, Self-Help, Society &amp; Culture, Persona...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Black Girl Podcast</td>\n",
       "      <td>21</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>The Black Girl Podcast is a new audio series c...</td>\n",
       "      <td>https://chartable.com/podcasts/black-girl-podcast</td>\n",
       "      <td>97, alysha, alyshap, alyshap819, audio, beam, ...</td>\n",
       "      <td>4.360000</td>\n",
       "      <td>[The, Black, Girl, Podcast, is, a, new, audio,...</td>\n",
       "      <td>[Society &amp; Culture, Society &amp; Culture, Society...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Snap Judgment</td>\n",
       "      <td>117</td>\n",
       "      <td>[Arts, Performing Arts, Society &amp; Culture, Per...</td>\n",
       "      <td>Mixes real stories with killer beats to produc...</td>\n",
       "      <td>https://chartable.com/podcasts/snap-judgment</td>\n",
       "      <td>beats, cinematic, dramatic, glynn, hosted, kil...</td>\n",
       "      <td>4.420000</td>\n",
       "      <td>[Mixes, real, stories, with, killer, beats, to...</td>\n",
       "      <td>[Arts, Performing Arts, Society &amp; Culture, Per...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>We Study Billionaires</td>\n",
       "      <td>199</td>\n",
       "      <td>[Business, Investing, Education]</td>\n",
       "      <td>We study self-made financial billionaire...</td>\n",
       "      <td>https://chartable.com/podcasts/we-study-billio...</td>\n",
       "      <td>apply, billionaires, buffett, dalio, financial...</td>\n",
       "      <td>4.940000</td>\n",
       "      <td>[, , , , , , We, study, self-made, financial, ...</td>\n",
       "      <td>[Business, Investing, Education, Business, Inv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Crime Stories with Nancy Grace</td>\n",
       "      <td>34</td>\n",
       "      <td>[News &amp; Politics]</td>\n",
       "      <td>Nancy Grace dives deep into the day’s mo...</td>\n",
       "      <td>https://chartable.com/podcasts/crime-stories-w...</td>\n",
       "      <td>asks, bombshells, clues, conviction, crime, cr...</td>\n",
       "      <td>4.020000</td>\n",
       "      <td>[, , , , , , Nancy, Grace, dives, deep, into, ...</td>\n",
       "      <td>[News &amp; Politics, News &amp; Politics, News &amp; Poli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>188</td>\n",
       "      <td>[Comedy, Education, Society &amp; Culture]</td>\n",
       "      <td>Each week, Dan Cummins takes fascinating...</td>\n",
       "      <td>https://chartable.com/podcasts/timesuck-with-d...</td>\n",
       "      <td>absurdly, best, charles, cummins, curious, dan...</td>\n",
       "      <td>4.840000</td>\n",
       "      <td>[, , , , , , Each, week,, Dan, Cummins, takes,...</td>\n",
       "      <td>[Comedy, Education, Society &amp; Culture, Comedy,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>212 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 title  podcast_id  \\\n",
       "0                                 The Shrink Next Door         172   \n",
       "1                             The Joe Rogan Experience         157   \n",
       "2    Life Will Be the Death of Me with Chelsea Handler          67   \n",
       "3                                  Gangster Capitalism          52   \n",
       "4                         Conan O’Brien Needs A Friend          32   \n",
       "5                                            The Daily         142   \n",
       "6                             The Ron Burgundy Podcast         171   \n",
       "7                                To Live and Die in LA         189   \n",
       "8    My Favorite Murder with Karen Kilgariff and Ge...          87   \n",
       "9                                       Call Her Daddy          25   \n",
       "10                    Armchair Expert with Dax Shepard          16   \n",
       "11                                           Dr. Death          40   \n",
       "12                                              Serial         112   \n",
       "13                                                Lore          68   \n",
       "14                                        Root of Evil         107   \n",
       "15                                   The TED Interview         177   \n",
       "16                        Science Rules! with Bill Nye         110   \n",
       "17                                            Up First         197   \n",
       "18                                            Adulting           5   \n",
       "19                                    Inside Star Wars          60   \n",
       "20                                    Dumb People Town          42   \n",
       "21                                  This American Life         185   \n",
       "22                                The Dave Ramsey Show         145   \n",
       "23                            Duolingo Spanish Podcast          43   \n",
       "24                                   The MFCEO Project         160   \n",
       "25                                         The Dropout         149   \n",
       "26                       How I Built This with Guy Raz          58   \n",
       "27                     Oprah’s SuperSoul Conversations          96   \n",
       "28                          The Tiny Meat Gang Podcast         178   \n",
       "29                               Stuff You Should Know         124   \n",
       "..                                                 ...         ...   \n",
       "182                     TED Talks Science and Medicine         132   \n",
       "183                                     Forensic Files          51   \n",
       "184                   Sunday Sitdown with Willie Geist         125   \n",
       "185                                          Almost 30           6   \n",
       "186                             Curious with Josh Peck          35   \n",
       "187                          The mindbodygreen Podcast         162   \n",
       "188                                    Something Scary         119   \n",
       "189                                Mile Higher Podcast          73   \n",
       "190             For The Love With Jen Hatmaker Podcast          50   \n",
       "191                                    The Health Code         153   \n",
       "192                                 30 For 30 Podcasts           2   \n",
       "193                                   Risen Motherhood         106   \n",
       "194                                Behind the Bastards          18   \n",
       "195                                  Martinis & Murder          71   \n",
       "196                                           Swindled         126   \n",
       "197                                        Dear Sugars          37   \n",
       "198    Whine Down with Jana Kramer and Michael Caussin         202   \n",
       "199                                       Wine & Crime         205   \n",
       "200                 Christy Wright's Business Boutique          28   \n",
       "201                                          Mythology          88   \n",
       "202                                True Crime Bullsh**         193   \n",
       "203                                       PowerBanking         100   \n",
       "204                     Learn Spanish - Survival Guide          65   \n",
       "205                                        Revolutions         103   \n",
       "206                                    Team Never Quit         128   \n",
       "207                                 Black Girl Podcast          21   \n",
       "208                                      Snap Judgment         117   \n",
       "209                              We Study Billionaires         199   \n",
       "210                     Crime Stories with Nancy Grace          34   \n",
       "211                          Timesuck with Dan Cummins         188   \n",
       "\n",
       "                                            genre_tags  \\\n",
       "0                        [Business, Society & Culture]   \n",
       "1    [Comedy, Society & Culture, Technology, Podcas...   \n",
       "2                          [Comedy, Society & Culture]   \n",
       "3                                  [Society & Culture]   \n",
       "4                                             [Comedy]   \n",
       "5                                    [News & Politics]   \n",
       "6               [Comedy, Society & Culture, TV & Film]   \n",
       "7    [News & Politics, Society & Culture, Personal ...   \n",
       "8                            [Comedy, News & Politics]   \n",
       "9                                             [Comedy]   \n",
       "10                          [Comedy, Music, TV & Film]   \n",
       "11                        [Health, Science & Medicine]   \n",
       "12                                   [News & Politics]   \n",
       "13      [Arts, Literature, Society & Culture, History]   \n",
       "14                                 [Society & Culture]   \n",
       "15                                 [Society & Culture]   \n",
       "16                                [Science & Medicine]   \n",
       "17                                   [News & Politics]   \n",
       "18                                            [Comedy]   \n",
       "19                      [Society & Culture, TV & Film]   \n",
       "20                                            [Comedy]   \n",
       "21   [Arts, News & Politics, Society & Culture, Per...   \n",
       "22                               [Business, Investing]   \n",
       "23   [Education, Language Courses, Society & Cultur...   \n",
       "24                  [Business, Management & Marketing]   \n",
       "25                                   [News & Politics]   \n",
       "26                                          [Business]   \n",
       "27   [Health, Religion & Spirituality, Society & Cu...   \n",
       "28                                            [Comedy]   \n",
       "29                                 [Society & Culture]   \n",
       "..                                                 ...   \n",
       "182                               [Science & Medicine]   \n",
       "183                                [Society & Culture]   \n",
       "184    [News & Politics, Society & Culture, TV & Film]   \n",
       "185     [Comedy, Health, Self-Help, Society & Culture]   \n",
       "186                                [Comedy, TV & Film]   \n",
       "187                                [Health, Self-Help]   \n",
       "188                [Arts, Literature, Performing Arts]   \n",
       "189  [News & Politics, Society & Culture, History, ...   \n",
       "190  [Religion & Spirituality, Christianity, Societ...   \n",
       "191  [Business, Management & Marketing, Health, Fit...   \n",
       "192                              [Sports & Recreation]   \n",
       "193  [Kids & Family, Religion & Spirituality, Chris...   \n",
       "194                        [Comedy, Society & Culture]   \n",
       "195                                  [News & Politics]   \n",
       "196             [Business, Society & Culture, History]   \n",
       "197                                [Society & Culture]   \n",
       "198                                        [TV & Film]   \n",
       "199                        [Comedy, Society & Culture]   \n",
       "200                                [Business, Careers]   \n",
       "201                                             [Arts]   \n",
       "202                                [Society & Culture]   \n",
       "203                                [Business, Careers]   \n",
       "204                      [Education, Language Courses]   \n",
       "205  [Education, News & Politics, Society & Culture...   \n",
       "206  [Health, Self-Help, Society & Culture, Persona...   \n",
       "207                                [Society & Culture]   \n",
       "208  [Arts, Performing Arts, Society & Culture, Per...   \n",
       "209                   [Business, Investing, Education]   \n",
       "210                                  [News & Politics]   \n",
       "211             [Comedy, Education, Society & Culture]   \n",
       "\n",
       "                                                  desc  \\\n",
       "0          Veteran journalist Joe Nocera’s neighbor...   \n",
       "1                            Conduit to the Gaian Mind   \n",
       "2    Starting May 23rd, 2019: Listen to Chelsea Han...   \n",
       "3    There’s a dark side to the American dream. Fro...   \n",
       "4          After 25 years at the Late Night desk, C...   \n",
       "5          This is what the news should sound like....   \n",
       "6    Will Ferrell reprises his role as Ron Burgundy...   \n",
       "7    In Feb 2018, an aspiring actress vanished from...   \n",
       "8          Lifelong fans of true crime stories Kare...   \n",
       "9    Follow along vlogger Alexandra Cooper and best...   \n",
       "10   Hi, I’m Dax Shepard, and I love talking to peo...   \n",
       "11         We’re at our most vulnerable when we go ...   \n",
       "12   Serial is a podcast from the creators of This ...   \n",
       "13   Lore is a bi-weekly podcast (as well as a TV s...   \n",
       "14   New episodes post every Wednesday. When Elizab...   \n",
       "15         Head of TED Chris Anderson speaks with s...   \n",
       "16         Bill Nye is on a mission to change the w...   \n",
       "17   NPR's Up First is the news you need to start y...   \n",
       "18   Join hosts Michelle Buteau and Jordan Carlos a...   \n",
       "19         From the creators of Inside Psycho, Insi...   \n",
       "20   It’s as much an exploration as it is a celebra...   \n",
       "21   This American Life is a weekly public radio sh...   \n",
       "22   Get motivated and stay on track with your goal...   \n",
       "23   True stories for English speakers learning Spa...   \n",
       "24   Do you really want to fulfill your own true po...   \n",
       "25   Money. Romance. Tragedy. Deception. The story ...   \n",
       "26   Guy Raz dives into the stories behind some of ...   \n",
       "27         Awaken, discover and connect to the deep...   \n",
       "28   Comedians Cody Ko and Noel Miller make you lau...   \n",
       "29   If you've ever wanted to know about champagne,...   \n",
       "..                                                 ...   \n",
       "182  Some of the world's greatest scientists, docto...   \n",
       "183  Forensic Files is a pioneer in the field of fa...   \n",
       "184  NBC's \"Sunday TODAY with Willie Geist\" provide...   \n",
       "185  Tune in for a new episode every Tuesday and Th...   \n",
       "186  Curious is what I am, about people, places, an...   \n",
       "187  The mindbodygreen Podcast is a continuation of...   \n",
       "188  Do you wanna hear something scary? Join Sapphi...   \n",
       "189  Welcome to the Mile Higher Podcast hosted by h...   \n",
       "190  \"For the love\" of...People. Home. Stories. Sho...   \n",
       "191  Welcome to The Health Code! A fun, informative...   \n",
       "192  Original audio documentaries from the makers o...   \n",
       "193  A weekly podcast for moms that comes out on We...   \n",
       "194  There’s a reason the History Channel has produ...   \n",
       "195        Hosts Daryn Carp and John Thrasher chat ...   \n",
       "196  Utilizes narrative storytelling, archival audi...   \n",
       "197                         Radically empathic advice    \n",
       "198  At the end of a long day, nothing is better th...   \n",
       "199  Wine & Crime is a true crime / comedy podcast....   \n",
       "200  The Business Boutique is a growing community o...   \n",
       "201  Myths endure for a reason. This episodic audio...   \n",
       "202  True Crime Bullsh** is a serialized, investiga...   \n",
       "203  PowerBanking is The Podcasts for women leaders...   \n",
       "204  This podcast is about learning to speak Spanis...   \n",
       "205  A weekly podcasting exploring great political ...   \n",
       "206  Two Navy SEALs who’ve known each other for yea...   \n",
       "207  The Black Girl Podcast is a new audio series c...   \n",
       "208  Mixes real stories with killer beats to produc...   \n",
       "209        We study self-made financial billionaire...   \n",
       "210        Nancy Grace dives deep into the day’s mo...   \n",
       "211        Each week, Dan Cummins takes fascinating...   \n",
       "\n",
       "                                                   url  \\\n",
       "0    https://chartable.com/podcasts/the-shrink-next...   \n",
       "1    https://chartable.com/podcasts/the-joe-rogan-e...   \n",
       "2    https://chartable.com/podcasts/life-will-be-th...   \n",
       "3    https://chartable.com/podcasts/gangster-capita...   \n",
       "4    https://chartable.com/podcasts/conan-obrien-ne...   \n",
       "5             https://chartable.com/podcasts/the-daily   \n",
       "6    https://chartable.com/podcasts/the-ron-burgund...   \n",
       "7    https://chartable.com/podcasts/to-live-and-die...   \n",
       "8    https://chartable.com/podcasts/my-favorite-mur...   \n",
       "9        https://chartable.com/podcasts/call-her-daddy   \n",
       "10   https://chartable.com/podcasts/armchair-expert...   \n",
       "11             https://chartable.com/podcasts/dr-death   \n",
       "12               https://chartable.com/podcasts/serial   \n",
       "13                 https://chartable.com/podcasts/lore   \n",
       "14   https://chartable.com/podcasts/root-of-evil-th...   \n",
       "15    https://chartable.com/podcasts/the-ted-interview   \n",
       "16   https://chartable.com/podcasts/science-rules-w...   \n",
       "17             https://chartable.com/podcasts/up-first   \n",
       "18   https://chartable.com/podcasts/adulting-146340...   \n",
       "19     https://chartable.com/podcasts/inside-star-wars   \n",
       "20     https://chartable.com/podcasts/dumb-people-town   \n",
       "21   https://chartable.com/podcasts/this-american-life   \n",
       "22   https://chartable.com/podcasts/the-dave-ramsey...   \n",
       "23   https://chartable.com/podcasts/duolingo-spanis...   \n",
       "24    https://chartable.com/podcasts/the-mfceo-project   \n",
       "25          https://chartable.com/podcasts/the-dropout   \n",
       "26   https://chartable.com/podcasts/how-i-built-thi...   \n",
       "27   https://chartable.com/podcasts/oprahs-supersou...   \n",
       "28   https://chartable.com/podcasts/the-tiny-meat-g...   \n",
       "29   https://chartable.com/podcasts/stuff-you-shoul...   \n",
       "..                                                 ...   \n",
       "182  https://chartable.com/podcasts/tedtalks-scienc...   \n",
       "183      https://chartable.com/podcasts/forensic-files   \n",
       "184  https://chartable.com/podcasts/sunday-sitdown-...   \n",
       "185  https://chartable.com/podcasts/almost-30-real-...   \n",
       "186  https://chartable.com/podcasts/curious-with-jo...   \n",
       "187  https://chartable.com/podcasts/the-mindbodygre...   \n",
       "188     https://chartable.com/podcasts/something-scary   \n",
       "189  https://chartable.com/podcasts/mile-higher-pod...   \n",
       "190  https://chartable.com/podcasts/for-the-love-wi...   \n",
       "191     https://chartable.com/podcasts/the-health-code   \n",
       "192  https://chartable.com/podcasts/30-for-30-podcasts   \n",
       "193    https://chartable.com/podcasts/risen-motherhood   \n",
       "194  https://chartable.com/podcasts/behind-the-bast...   \n",
       "195     https://chartable.com/podcasts/martinis-murder   \n",
       "196            https://chartable.com/podcasts/swindled   \n",
       "197         https://chartable.com/podcasts/dear-sugars   \n",
       "198  https://chartable.com/podcasts/whine-down-with...   \n",
       "199          https://chartable.com/podcasts/wine-crime   \n",
       "200  https://chartable.com/podcasts/christy-wrights...   \n",
       "201  https://chartable.com/podcasts/mythology-14429...   \n",
       "202   https://chartable.com/podcasts/true-crime-bullsh   \n",
       "203        https://chartable.com/podcasts/powerbanking   \n",
       "204  https://chartable.com/podcasts/learn-spanish-s...   \n",
       "205         https://chartable.com/podcasts/revolutions   \n",
       "206  https://chartable.com/podcasts/team-never-quit...   \n",
       "207  https://chartable.com/podcasts/black-girl-podcast   \n",
       "208       https://chartable.com/podcasts/snap-judgment   \n",
       "209  https://chartable.com/podcasts/we-study-billio...   \n",
       "210  https://chartable.com/podcasts/crime-stories-w...   \n",
       "211  https://chartable.com/podcasts/timesuck-with-d...   \n",
       "\n",
       "                                                tf-idf     stars  \\\n",
       "0    bloomberg, celebrities, company, control, coun...  4.240000   \n",
       "1                                 conduit, gaian, mind  4.440000   \n",
       "2    2019, 23rd, britton, candid, celebrities, chan...  4.080000   \n",
       "3    2019, admissions, american, andrew, award, bro...  4.444444   \n",
       "4    25, brien, celebrity, conan, deeper, desk, des...  4.780000   \n",
       "5    barbaro, best, biggest, day, days, hosted, jou...  4.260000   \n",
       "6    addresses, answer, attempts, brand, bullying, ...  4.540000   \n",
       "7    2018, actress, answers, apartment, asked, aspi...  4.300000   \n",
       "8    crime, fans, favorite, friends, georgia, hards...  3.980000   \n",
       "9    20s, addressed, alexandra, best, better, ck, c...  4.900000   \n",
       "10   anthropology, attempt, betterment, celebrate, ...  4.160000   \n",
       "11   away, begs, best, christopher, claimed, compli...  4.520000   \n",
       "12   american, bring, chapter, characters, course, ...  3.920000   \n",
       "13   bi, book, creatures, dark, episode, events, ex...  4.300000   \n",
       "14   1947, 70, america, archival, audio, believe, b...  4.600000   \n",
       "15   anderson, chris, dig, head, ideas, interesting...  4.960000   \n",
       "16   answer, celebrity, change, cheeseburgers, clim...  4.120000   \n",
       "17   10, analysis, available, biggest, culture, dav...  3.020000   \n",
       "18   adult, adulthood, adulting, alec, answers, ask...  5.000000   \n",
       "19   1977, audio, best, biopic, changed, classic, c...  5.000000   \n",
       "20   celebration, com, daniel, doing, dumb, dumbpeo...  4.360000   \n",
       "21   500, american, awards, broadcasting, chicago, ...  4.040000   \n",
       "22   10, 2017, answers, author, best, books, com, d...  4.460000   \n",
       "23   ambulante, app, castro, comes, delivers, duoli...  4.660000   \n",
       "24   100, andy, author, basics, build, built, busin...  4.920000   \n",
       "25   20, abc, ambition, billionaire, blink, busines...  4.640000   \n",
       "26   best, built, companies, dives, entrepreneurs, ...  4.260000   \n",
       "27   authors, awaken, best, big, bring, closer, con...  4.600000   \n",
       "28   bonus, cody, comedians, eps, hopefully, ko, la...  5.000000   \n",
       "29   champagne, chaos, chuck, covered, crime, el, j...  4.320000   \n",
       "..                                                 ...       ...   \n",
       "182  80, com, conference, devoted, discoveries, doc...  5.000000   \n",
       "183  accidents, based, crimes, delves, disease, dra...  3.460000   \n",
       "184  actors, airs, biggest, ceos, chats, check, con...  4.560000   \n",
       "185  30, beautiful, community, connect, conversatio...  5.000000   \n",
       "186  characters, constantly, curious, deep, earth, ...  4.740000   \n",
       "187  biggest, ceo, changing, continuation, conversa...  3.700000   \n",
       "188  brings, creepiest, folktales, ghost, hear, joi...  5.000000   \n",
       "189  ancient, changed, chill, civilizations, come, ...  4.160000   \n",
       "190  author, best, big, catch, chat, community, cul...  4.780000   \n",
       "191  boyfriend, building, career, code, content, cr...  4.160000   \n",
       "192  30, acclaimed, adventure, affect, alike, athle...  4.640000   \n",
       "193  base, challenged, chaos, comes, covers, cross,...  4.920000   \n",
       "194  adult, air, bad, bastards, bizarre, blackwater...  3.520000   \n",
       "195  carp, chat, course, crazy, creepy, crime, crim...  2.860000   \n",
       "196  archival, artists, audio, collar, corporate, c...  4.180000   \n",
       "197                        advice, empathic, radically  4.460000   \n",
       "198  acting, advice, better, chest, come, crazy, da...  3.760000   \n",
       "199  accents, chat, chug, comedy, crime, friends, j...  4.260000   \n",
       "200  areas, boutique, business, christy, coach, com...  4.840000   \n",
       "201  analysis, ancestors, ancient, audience, audio,...  4.740000   \n",
       "202  attempt, bullsh, crime, emotional, enigmatic, ...  4.380000   \n",
       "203  anchor, author, best, blueprint, dominated, ef...  5.000000   \n",
       "204  activities, broken, certified, correct, day, d...  3.640000   \n",
       "205  exploring, great, mexican, podcasting, politic...  4.800000   \n",
       "206  ability, amazing, anchor, authentic, available...  4.920000   \n",
       "207  97, alysha, alyshap, alyshap819, audio, beam, ...  4.360000   \n",
       "208  beats, cinematic, dramatic, glynn, hosted, kil...  4.420000   \n",
       "209  apply, billionaires, buffett, dalio, financial...  4.940000   \n",
       "210  asks, bombshells, clues, conviction, crime, cr...  4.020000   \n",
       "211  absurdly, best, charles, cummins, curious, dan...  4.840000   \n",
       "\n",
       "                                         desc_keywords  \\\n",
       "0    [, , , , , , Veteran, journalist, Joe, Nocera’...   \n",
       "1                      [Conduit, to, the, Gaian, Mind]   \n",
       "2    [Starting, May, 23rd,, 2019:, Listen, to, Chel...   \n",
       "3    [There’s, a, dark, side, to, the, American, dr...   \n",
       "4    [, , , , , , After, 25, years, at, the, Late, ...   \n",
       "5    [, , , , , , This, is, what, the, news, should...   \n",
       "6    [Will, Ferrell, reprises, his, role, as, Ron, ...   \n",
       "7    [In, Feb, 2018,, an, aspiring, actress, vanish...   \n",
       "8    [, , , , , , Lifelong, fans, of, true, crime, ...   \n",
       "9    [Follow, along, vlogger, Alexandra, Cooper, an...   \n",
       "10   [Hi,, I’m, Dax, Shepard,, and, I, love, talkin...   \n",
       "11   [, , , , , , We’re, at, our, most, vulnerable,...   \n",
       "12   [Serial, is, a, podcast, from, the, creators, ...   \n",
       "13   [Lore, is, a, bi-weekly, podcast, (as, well, a...   \n",
       "14   [New, episodes, post, every, Wednesday., When,...   \n",
       "15   [, , , , , , Head, of, TED, Chris, Anderson, s...   \n",
       "16   [, , , , , , Bill, Nye, is, on, a, mission, to...   \n",
       "17   [NPR's, Up, First, is, the, news, you, need, t...   \n",
       "18   [Join, hosts, Michelle, Buteau, and, Jordan, C...   \n",
       "19   [, , , , , , From, the, creators, of, Inside, ...   \n",
       "20   [It’s, as, much, an, exploration, as, it, is, ...   \n",
       "21   [This, American, Life, is, a, weekly, public, ...   \n",
       "22   [Get, motivated, and, stay, on, track, with, y...   \n",
       "23   [True, stories, for, English, speakers, learni...   \n",
       "24   [Do, you, really, want, to, fulfill, your, own...   \n",
       "25   [Money., Romance., Tragedy., Deception., The, ...   \n",
       "26   [Guy, Raz, dives, into, the, stories, behind, ...   \n",
       "27   [, , , , , , Awaken,, discover, and, connect, ...   \n",
       "28   [Comedians, Cody, Ko, and, Noel, Miller, make,...   \n",
       "29   [If, you've, ever, wanted, to, know, about, ch...   \n",
       "..                                                 ...   \n",
       "182  [Some, of, the, world's, greatest, scientists,...   \n",
       "183  [Forensic, Files, is, a, pioneer, in, the, fie...   \n",
       "184  [NBC's, \"Sunday, TODAY, with, Willie, Geist\", ...   \n",
       "185  [Tune, in, for, a, new, episode, every, Tuesda...   \n",
       "186  [Curious, is, what, I, am,, about, people,, pl...   \n",
       "187  [The, mindbodygreen, Podcast, is, a, continuat...   \n",
       "188  [Do, you, wanna, hear, something, scary?, Join...   \n",
       "189  [Welcome, to, the, Mile, Higher, Podcast, host...   \n",
       "190  [\"For, the, love\", of...People., Home., Storie...   \n",
       "191  [Welcome, to, The, Health, Code!, A, fun,, inf...   \n",
       "192  [Original, audio, documentaries, from, the, ma...   \n",
       "193  [A, weekly, podcast, for, moms, that, comes, o...   \n",
       "194  [There’s, a, reason, the, History, Channel, ha...   \n",
       "195  [, , , , , , Hosts, Daryn, Carp, and, John, Th...   \n",
       "196  [Utilizes, narrative, storytelling,, archival,...   \n",
       "197                    [Radically, empathic, advice, ]   \n",
       "198  [At, the, end, of, a, long, day,, nothing, is,...   \n",
       "199  [Wine, &, Crime, is, a, true, crime, /, comedy...   \n",
       "200  [The, Business, Boutique, is, a, growing, comm...   \n",
       "201  [Myths, endure, for, a, reason., This, episodi...   \n",
       "202  [True, Crime, Bullsh**, is, a, serialized,, in...   \n",
       "203  [PowerBanking, is, The, Podcasts, for, women, ...   \n",
       "204  [This, podcast, is, about, learning, to, speak...   \n",
       "205  [A, weekly, podcasting, exploring, great, poli...   \n",
       "206  [Two, Navy, SEALs, who’ve, known, each, other,...   \n",
       "207  [The, Black, Girl, Podcast, is, a, new, audio,...   \n",
       "208  [Mixes, real, stories, with, killer, beats, to...   \n",
       "209  [, , , , , , We, study, self-made, financial, ...   \n",
       "210  [, , , , , , Nancy, Grace, dives, deep, into, ...   \n",
       "211  [, , , , , , Each, week,, Dan, Cummins, takes,...   \n",
       "\n",
       "                                        genre_tags_new  \n",
       "0    [Business, Society & Culture, Business, Societ...  \n",
       "1    [Comedy, Society & Culture, Technology, Podcas...  \n",
       "2    [Comedy, Society & Culture, Comedy, Society & ...  \n",
       "3    [Society & Culture, Society & Culture, Society...  \n",
       "4                             [Comedy, Comedy, Comedy]  \n",
       "5    [News & Politics, News & Politics, News & Poli...  \n",
       "6    [Comedy, Society & Culture, TV & Film, Comedy,...  \n",
       "7    [News & Politics, Society & Culture, Personal ...  \n",
       "8    [Comedy, News & Politics, Comedy, News & Polit...  \n",
       "9                             [Comedy, Comedy, Comedy]  \n",
       "10   [Comedy, Music, TV & Film, Comedy, Music, TV &...  \n",
       "11   [Health, Science & Medicine, Health, Science &...  \n",
       "12   [News & Politics, News & Politics, News & Poli...  \n",
       "13   [Arts, Literature, Society & Culture, History,...  \n",
       "14   [Society & Culture, Society & Culture, Society...  \n",
       "15   [Society & Culture, Society & Culture, Society...  \n",
       "16   [Science & Medicine, Science & Medicine, Scien...  \n",
       "17   [News & Politics, News & Politics, News & Poli...  \n",
       "18                            [Comedy, Comedy, Comedy]  \n",
       "19   [Society & Culture, TV & Film, Society & Cultu...  \n",
       "20                            [Comedy, Comedy, Comedy]  \n",
       "21   [Arts, News & Politics, Society & Culture, Per...  \n",
       "22   [Business, Investing, Business, Investing, Bus...  \n",
       "23   [Education, Language Courses, Society & Cultur...  \n",
       "24   [Business, Management & Marketing, Business, M...  \n",
       "25   [News & Politics, News & Politics, News & Poli...  \n",
       "26                      [Business, Business, Business]  \n",
       "27   [Health, Religion & Spirituality, Society & Cu...  \n",
       "28                            [Comedy, Comedy, Comedy]  \n",
       "29   [Society & Culture, Society & Culture, Society...  \n",
       "..                                                 ...  \n",
       "182  [Science & Medicine, Science & Medicine, Scien...  \n",
       "183  [Society & Culture, Society & Culture, Society...  \n",
       "184  [News & Politics, Society & Culture, TV & Film...  \n",
       "185  [Comedy, Health, Self-Help, Society & Culture,...  \n",
       "186  [Comedy, TV & Film, Comedy, TV & Film, Comedy,...  \n",
       "187  [Health, Self-Help, Health, Self-Help, Health,...  \n",
       "188  [Arts, Literature, Performing Arts, Arts, Lite...  \n",
       "189  [News & Politics, Society & Culture, History, ...  \n",
       "190  [Religion & Spirituality, Christianity, Societ...  \n",
       "191  [Business, Management & Marketing, Health, Fit...  \n",
       "192  [Sports & Recreation, Sports & Recreation, Spo...  \n",
       "193  [Kids & Family, Religion & Spirituality, Chris...  \n",
       "194  [Comedy, Society & Culture, Comedy, Society & ...  \n",
       "195  [News & Politics, News & Politics, News & Poli...  \n",
       "196  [Business, Society & Culture, History, Busines...  \n",
       "197  [Society & Culture, Society & Culture, Society...  \n",
       "198                  [TV & Film, TV & Film, TV & Film]  \n",
       "199  [Comedy, Society & Culture, Comedy, Society & ...  \n",
       "200  [Business, Careers, Business, Careers, Busines...  \n",
       "201                                 [Arts, Arts, Arts]  \n",
       "202  [Society & Culture, Society & Culture, Society...  \n",
       "203  [Business, Careers, Business, Careers, Busines...  \n",
       "204  [Education, Language Courses, Education, Langu...  \n",
       "205  [Education, News & Politics, Society & Culture...  \n",
       "206  [Health, Self-Help, Society & Culture, Persona...  \n",
       "207  [Society & Culture, Society & Culture, Society...  \n",
       "208  [Arts, Performing Arts, Society & Culture, Per...  \n",
       "209  [Business, Investing, Education, Business, Inv...  \n",
       "210  [News & Politics, News & Politics, News & Poli...  \n",
       "211  [Comedy, Education, Society & Culture, Comedy,...  \n",
       "\n",
       "[212 rows x 9 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge['desc_keywords'] = merge['desc'].apply(lambda x: x.split(' '))\n",
    "merge['genre_tags_new'] = merge['genre_tags'].apply(lambda x: x*3)\n",
    "merge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "merge['desc_genre'] = merge['desc_keywords'] + merge['genre_tags_new']\n",
    "merge['desc_genre'] = merge['desc_genre'].apply(lambda x: ' '.join(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = CountVectorizer(analyzer='word',ngram_range=(1, 2),min_df=0, stop_words='english')\n",
    "count_matrix = count.fit_transform(merge['desc_genre'])\n",
    "cossim = cosine_similarity(count_matrix, count_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "merge = merge.reset_index(drop=True)\n",
    "titles =  merge[['title', 'genre_tags', 'stars']]\n",
    "indices = pd.Series(merge.index, index=merge['title'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>genre_tags</th>\n",
       "      <th>stars</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Dear Sugars</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.460000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>The TED Interview</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.960000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Oprah and Eckhart Tolle</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.232558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Stuff You Should Know</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.320000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Forensic Files</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>3.460000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Chicks in the Office</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.060000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Murder Book</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>True Crime Bullsh**</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.380000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Believed</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>The Art of Manliness</td>\n",
       "      <td>[Education, Society &amp; Culture, Philosophy]</td>\n",
       "      <td>4.860000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Atlanta Monster / Monster</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>3.120000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gangster Capitalism</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>The Dan Bongino Show</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture]</td>\n",
       "      <td>4.520000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Stuff You Missed in History Class</td>\n",
       "      <td>[Society &amp; Culture, History]</td>\n",
       "      <td>4.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>The Dream</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.640000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Root of Evil</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Black Girl Podcast</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.360000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>This is Love</td>\n",
       "      <td>[Society &amp; Culture, Personal Journals]</td>\n",
       "      <td>4.780000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Joe Rogan Experience</td>\n",
       "      <td>[Comedy, Society &amp; Culture, Technology, Podcas...</td>\n",
       "      <td>4.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Serial Killers</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Family Secrets</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>The Rachel Cruze Show</td>\n",
       "      <td>[Business, Society &amp; Culture]</td>\n",
       "      <td>4.680000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Running from COPS</td>\n",
       "      <td>[Society &amp; Culture, TV &amp; Film]</td>\n",
       "      <td>4.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Reply All</td>\n",
       "      <td>[Arts, Society &amp; Culture, Technology]</td>\n",
       "      <td>4.580000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>The Knowledge Project with Shane Parrish</td>\n",
       "      <td>[Business, Investing, Society &amp; Culture]</td>\n",
       "      <td>4.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Wine &amp; Crime</td>\n",
       "      <td>[Comedy, Society &amp; Culture]</td>\n",
       "      <td>4.260000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shrink Next Door</td>\n",
       "      <td>[Business, Society &amp; Culture]</td>\n",
       "      <td>4.240000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Broken Harts</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>3.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Moms and Murder</td>\n",
       "      <td>[Society &amp; Culture, Technology, Podcasting]</td>\n",
       "      <td>4.180000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Invisibilia</td>\n",
       "      <td>[Science &amp; Medicine, Society &amp; Culture]</td>\n",
       "      <td>4.420000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>The Shvitz</td>\n",
       "      <td>[Comedy, Society &amp; Culture, Sports &amp; Recreation]</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>For The Love With Jen Hatmaker Podcast</td>\n",
       "      <td>[Religion &amp; Spirituality, Christianity, Societ...</td>\n",
       "      <td>4.780000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Congratulations with Chris D'Elia</td>\n",
       "      <td>[Comedy, Society &amp; Culture, TV &amp; Film]</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Dirty John</td>\n",
       "      <td>[Society &amp; Culture, Personal Journals]</td>\n",
       "      <td>3.760000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>The Teacher's Pet</td>\n",
       "      <td>[News &amp; Politics, Society &amp; Culture]</td>\n",
       "      <td>3.360000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>The Crossway Podcast</td>\n",
       "      <td>[Religion &amp; Spirituality, Christianity, Societ...</td>\n",
       "      <td>4.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Get Real -w- Caroline Hobby</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Timesuck with Dan Cummins</td>\n",
       "      <td>[Comedy, Education, Society &amp; Culture]</td>\n",
       "      <td>4.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Naval</td>\n",
       "      <td>[Business, Investing, Society &amp; Culture, Philo...</td>\n",
       "      <td>4.906977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Unsolved Murders</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "      <td>3.640000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        title  \\\n",
       "197                               Dear Sugars   \n",
       "15                          The TED Interview   \n",
       "179                   Oprah and Eckhart Tolle   \n",
       "29                      Stuff You Should Know   \n",
       "183                            Forensic Files   \n",
       "174                      Chicks in the Office   \n",
       "132                               Murder Book   \n",
       "202                       True Crime Bullsh**   \n",
       "175                                  Believed   \n",
       "171                      The Art of Manliness   \n",
       "42                  Atlanta Monster / Monster   \n",
       "3                         Gangster Capitalism   \n",
       "144                      The Dan Bongino Show   \n",
       "43          Stuff You Missed in History Class   \n",
       "108                                 The Dream   \n",
       "14                               Root of Evil   \n",
       "207                        Black Girl Podcast   \n",
       "69                               This is Love   \n",
       "1                    The Joe Rogan Experience   \n",
       "91                             Serial Killers   \n",
       "145                            Family Secrets   \n",
       "158                     The Rachel Cruze Show   \n",
       "59                          Running from COPS   \n",
       "70                                  Reply All   \n",
       "152  The Knowledge Project with Shane Parrish   \n",
       "199                              Wine & Crime   \n",
       "0                        The Shrink Next Door   \n",
       "80                               Broken Harts   \n",
       "167                           Moms and Murder   \n",
       "45                                Invisibilia   \n",
       "47                                 The Shvitz   \n",
       "190    For The Love With Jen Hatmaker Podcast   \n",
       "61          Congratulations with Chris D'Elia   \n",
       "30                                 Dirty John   \n",
       "54                          The Teacher's Pet   \n",
       "86                       The Crossway Podcast   \n",
       "150               Get Real -w- Caroline Hobby   \n",
       "211                 Timesuck with Dan Cummins   \n",
       "117                                     Naval   \n",
       "51                           Unsolved Murders   \n",
       "\n",
       "                                            genre_tags     stars  \n",
       "197                                [Society & Culture]  4.460000  \n",
       "15                                 [Society & Culture]  4.960000  \n",
       "179                                [Society & Culture]  4.232558  \n",
       "29                                 [Society & Culture]  4.320000  \n",
       "183                                [Society & Culture]  3.460000  \n",
       "174                                [Society & Culture]  4.060000  \n",
       "132                                [Society & Culture]  4.340000  \n",
       "202                                [Society & Culture]  4.380000  \n",
       "175                                [Society & Culture]  5.000000  \n",
       "171         [Education, Society & Culture, Philosophy]  4.860000  \n",
       "42                                 [Society & Culture]  3.120000  \n",
       "3                                  [Society & Culture]  4.444444  \n",
       "144               [News & Politics, Society & Culture]  4.520000  \n",
       "43                        [Society & Culture, History]  4.160000  \n",
       "108                                [Society & Culture]  4.640000  \n",
       "14                                 [Society & Culture]  4.600000  \n",
       "207                                [Society & Culture]  4.360000  \n",
       "69              [Society & Culture, Personal Journals]  4.780000  \n",
       "1    [Comedy, Society & Culture, Technology, Podcas...  4.440000  \n",
       "91                                 [Society & Culture]  4.440000  \n",
       "145                                [Society & Culture]  4.000000  \n",
       "158                      [Business, Society & Culture]  4.680000  \n",
       "59                      [Society & Culture, TV & Film]  4.500000  \n",
       "70               [Arts, Society & Culture, Technology]  4.580000  \n",
       "152           [Business, Investing, Society & Culture]  4.840000  \n",
       "199                        [Comedy, Society & Culture]  4.260000  \n",
       "0                        [Business, Society & Culture]  4.240000  \n",
       "80                                 [Society & Culture]  3.160000  \n",
       "167        [Society & Culture, Technology, Podcasting]  4.180000  \n",
       "45             [Science & Medicine, Society & Culture]  4.420000  \n",
       "47    [Comedy, Society & Culture, Sports & Recreation]  5.000000  \n",
       "190  [Religion & Spirituality, Christianity, Societ...  4.780000  \n",
       "61              [Comedy, Society & Culture, TV & Film]  5.000000  \n",
       "30              [Society & Culture, Personal Journals]  3.760000  \n",
       "54                [News & Politics, Society & Culture]  3.360000  \n",
       "86   [Religion & Spirituality, Christianity, Societ...  4.937500  \n",
       "150                                [Society & Culture]  5.000000  \n",
       "211             [Comedy, Education, Society & Culture]  4.840000  \n",
       "117  [Business, Investing, Society & Culture, Philo...  4.906977  \n",
       "51                                 [Society & Culture]  3.640000  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_recom('Over My Dead Body')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>title</th>\n",
       "      <th>desc</th>\n",
       "      <th>url</th>\n",
       "      <th>stars</th>\n",
       "      <th>genre_tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Believed</td>\n",
       "      <td>How did Larry Nassar, an Olympic gymnastics do...</td>\n",
       "      <td>https://chartable.com/podcasts/believed</td>\n",
       "      <td>5.00</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>The TED Interview</td>\n",
       "      <td>Head of TED Chris Anderson speaks with s...</td>\n",
       "      <td>https://chartable.com/podcasts/the-ted-interview</td>\n",
       "      <td>4.96</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>The Art of Manliness</td>\n",
       "      <td>Podcast by The Art of Manliness</td>\n",
       "      <td>https://chartable.com/podcasts/the-art-of-manl...</td>\n",
       "      <td>4.86</td>\n",
       "      <td>[Education, Society &amp; Culture, Philosophy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>This is Love</td>\n",
       "      <td>From the makers of the award-winning pod...</td>\n",
       "      <td>https://chartable.com/podcasts/this-is-love</td>\n",
       "      <td>4.78</td>\n",
       "      <td>[Society &amp; Culture, Personal Journals]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>True Crime Obsessed</td>\n",
       "      <td>The true crime / comedy podcast YOU NEED IN YO...</td>\n",
       "      <td>https://chartable.com/podcasts/true-crime-obse...</td>\n",
       "      <td>4.68</td>\n",
       "      <td>[Comedy, News &amp; Politics, Society &amp; Culture]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>The Dream</td>\n",
       "      <td>What if we told you that with zero experience ...</td>\n",
       "      <td>https://chartable.com/podcasts/the-dream</td>\n",
       "      <td>4.64</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Root of Evil</td>\n",
       "      <td>New episodes post every Wednesday. When Elizab...</td>\n",
       "      <td>https://chartable.com/podcasts/root-of-evil-th...</td>\n",
       "      <td>4.60</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Dear Sugars</td>\n",
       "      <td>Radically empathic advice</td>\n",
       "      <td>https://chartable.com/podcasts/dear-sugars</td>\n",
       "      <td>4.46</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Serial Killers</td>\n",
       "      <td>Every Monday, Serial Killers takes a psycholog...</td>\n",
       "      <td>https://chartable.com/podcasts/serial-killers-...</td>\n",
       "      <td>4.44</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>True Crime Bullsh**</td>\n",
       "      <td>True Crime Bullsh** is a serialized, investiga...</td>\n",
       "      <td>https://chartable.com/podcasts/true-crime-bullsh</td>\n",
       "      <td>4.38</td>\n",
       "      <td>[Society &amp; Culture]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    title                                               desc  \\\n",
       "175              Believed  How did Larry Nassar, an Olympic gymnastics do...   \n",
       "15      The TED Interview        Head of TED Chris Anderson speaks with s...   \n",
       "171  The Art of Manliness                Podcast by The Art of Manliness       \n",
       "69           This is Love        From the makers of the award-winning pod...   \n",
       "72    True Crime Obsessed  The true crime / comedy podcast YOU NEED IN YO...   \n",
       "108             The Dream  What if we told you that with zero experience ...   \n",
       "14           Root of Evil  New episodes post every Wednesday. When Elizab...   \n",
       "197           Dear Sugars                         Radically empathic advice    \n",
       "91         Serial Killers  Every Monday, Serial Killers takes a psycholog...   \n",
       "202   True Crime Bullsh**  True Crime Bullsh** is a serialized, investiga...   \n",
       "\n",
       "                                                   url  stars  \\\n",
       "175            https://chartable.com/podcasts/believed   5.00   \n",
       "15    https://chartable.com/podcasts/the-ted-interview   4.96   \n",
       "171  https://chartable.com/podcasts/the-art-of-manl...   4.86   \n",
       "69         https://chartable.com/podcasts/this-is-love   4.78   \n",
       "72   https://chartable.com/podcasts/true-crime-obse...   4.68   \n",
       "108           https://chartable.com/podcasts/the-dream   4.64   \n",
       "14   https://chartable.com/podcasts/root-of-evil-th...   4.60   \n",
       "197         https://chartable.com/podcasts/dear-sugars   4.46   \n",
       "91   https://chartable.com/podcasts/serial-killers-...   4.44   \n",
       "202   https://chartable.com/podcasts/true-crime-bullsh   4.38   \n",
       "\n",
       "                                       genre_tags  \n",
       "175                           [Society & Culture]  \n",
       "15                            [Society & Culture]  \n",
       "171    [Education, Society & Culture, Philosophy]  \n",
       "69         [Society & Culture, Personal Journals]  \n",
       "72   [Comedy, News & Politics, Society & Culture]  \n",
       "108                           [Society & Culture]  \n",
       "14                            [Society & Culture]  \n",
       "197                           [Society & Culture]  \n",
       "91                            [Society & Culture]  \n",
       "202                           [Society & Culture]  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#recommendations by rating\n",
    "def recom_by_rating(title):\n",
    "    idx = indices[title]\n",
    "    sim_scores = list(enumerate(cossim[idx]))\n",
    "    sim_scores = sorted(sim_scores, key=lambda x: x[1], reverse=True)\n",
    "    sim_scores = sim_scores[1:26]\n",
    "    podcast_indices = [i[0] for i in sim_scores]\n",
    "    \n",
    "    podcast = merge.iloc[podcast_indices][['title', 'desc', 'url','stars','genre_tags']]\n",
    "    podcast = podcast.sort_values('stars', ascending=False).head(10)\n",
    "    return podcast\n",
    "recom_by_rating('Unsolved Murders')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Using SVD\n",
    "from surprise import Dataset, Reader\n",
    "from surprise import SVD\n",
    "from surprise import accuracy\n",
    "from surprise.model_selection import cross_validate, train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df[['user_id', 'podcast_id', 'stars']]\n",
    "reader = Reader(line_format='user item rating', sep=',')\n",
    "data = Dataset.load_from_df(data, reader=reader)\n",
    "\n",
    "train, test = train_test_split(data, test_size=.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<surprise.prediction_algorithms.matrix_factorization.SVD at 0x23ca9dd1710>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svd = SVD()\n",
    "svd.fit(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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