embedding_exploratory.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5c73ef47-4f64-4e65-8f2d-b1454c820efc",
   "metadata": {},
   "source": [
    "# Preliminary inspection of MiniLM embeddings\n",
    "2022-11-03\n",
    "______________________\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "368a4ca3-56e3-4df8-bef3-2fad00c91d8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import from_levels_and_colors\n",
    "import seaborn as sns\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics.pairwise import cosine_similarity, euclidean_distances\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d16650f7-ba71-4d59-b708-8ec17c3b3d9d",
   "metadata": {},
   "source": [
    "Let's load up the category information and the embedding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e83fc97e-d4c9-4837-ae3b-ed837bca9ba9",
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_df = pd.read_csv('podcasts-no-audio-13GB/metadata.tsv', sep='\\t')\n",
    "minilm_df = pd.read_csv('transcript_embeddings_minilm-l6-v2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2e3c35f1-3ee7-4cee-9ce9-666d049f3194",
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_df = metadata_df[metadata_df.episode_filename_prefix.isin(minilm_df.episode_id.values)]\n",
    "metadata_df.reset_index(inplace=True, drop=True)\n",
    "# metadata_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bdfc015-3b67-4b72-b47f-7e23eee05309",
   "metadata": {},
   "source": [
    "Let's isolate a couple of categories and plot it in 2D using PCA to reduce down the embedding space (we could use t-SNE instead but PCA will do for now)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "adffc612-ccf2-4f27-a05b-f52f869929c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)\n",
    "pca.fit(minilm_df[minilm_df.columns[4:]])\n",
    "\n",
    "fiction_embeddings_df = minilm_df[minilm_df.category=='fiction']\n",
    "fiction_embeddings_pcs = pca.transform(fiction_embeddings_df[fiction_embeddings_df.columns[4:]])\n",
    "\n",
    "true_crime_embeddings_df = minilm_df[minilm_df.category=='true_crime']\n",
    "true_crime_embeddings_pcs = pca.transform(true_crime_embeddings_df[true_crime_embeddings_df.columns[4:]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c5e7ba07-fb5a-4a62-8532-317994da87b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.1006215 , 0.03899423])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "58c28f37-72e8-4bb6-b2a6-b5af3b1cc8b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(fiction_embeddings_pcs[:,0],fiction_embeddings_pcs[:,1], alpha=.35, marker='x', s=3, label='fiction')\n",
    "plt.scatter(true_crime_embeddings_pcs[:,0],true_crime_embeddings_pcs[:,1], alpha=.35, marker='x', s=3, label='true_crime')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7cdc4a4-a082-4288-b6fb-d24e1c3be7ed",
   "metadata": {},
   "source": [
    "## How good are the embeddings?\n",
    "\n",
    "At least between true crime and fiction, there's a decent degree of separation. \n",
    "\n",
    "Now, as a sanity check to show that the embeddings are actually doing a decent job of separating out different categories and (at a more granular level) different episodes, let's see what the cosine similarity between pairs of episodes looks like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "01fd3486-5bf2-4ab9-82b3-498253fd5379",
   "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>Unnamed: 0</th>\n",
       "      <th>episode_id</th>\n",
       "      <th>show_id</th>\n",
       "      <th>category</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>...</th>\n",
       "      <th>374</th>\n",
       "      <th>375</th>\n",
       "      <th>376</th>\n",
       "      <th>377</th>\n",
       "      <th>378</th>\n",
       "      <th>379</th>\n",
       "      <th>380</th>\n",
       "      <th>381</th>\n",
       "      <th>382</th>\n",
       "      <th>383</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>427</td>\n",
       "      <td>6n1sHefqhXOGarTcQ2of1Z</td>\n",
       "      <td>show_02h1SKPgtH0WxWqvqJ7bcx</td>\n",
       "      <td>fiction</td>\n",
       "      <td>-0.007690</td>\n",
       "      <td>-0.003466</td>\n",
       "      <td>-0.023536</td>\n",
       "      <td>0.059110</td>\n",
       "      <td>0.006976</td>\n",
       "      <td>0.085343</td>\n",
       "      <td>...</td>\n",
       "      <td>0.038296</td>\n",
       "      <td>-0.079121</td>\n",
       "      <td>-0.007933</td>\n",
       "      <td>0.010561</td>\n",
       "      <td>-0.014656</td>\n",
       "      <td>0.043663</td>\n",
       "      <td>0.034341</td>\n",
       "      <td>-0.071586</td>\n",
       "      <td>0.011656</td>\n",
       "      <td>0.005514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1523</th>\n",
       "      <td>1523</td>\n",
       "      <td>33ENspLdMcoBryc0z3ZkB9</td>\n",
       "      <td>show_08aevVzSkwp5nzmOKaf4ml</td>\n",
       "      <td>fiction</td>\n",
       "      <td>0.005741</td>\n",
       "      <td>0.062564</td>\n",
       "      <td>-0.048800</td>\n",
       "      <td>0.018725</td>\n",
       "      <td>0.019306</td>\n",
       "      <td>0.001174</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011937</td>\n",
       "      <td>-0.011015</td>\n",
       "      <td>-0.042586</td>\n",
       "      <td>-0.002447</td>\n",
       "      <td>-0.017775</td>\n",
       "      <td>-0.019636</td>\n",
       "      <td>0.103923</td>\n",
       "      <td>-0.026237</td>\n",
       "      <td>-0.094190</td>\n",
       "      <td>0.031583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1524</th>\n",
       "      <td>1524</td>\n",
       "      <td>5r6RpxCeJE1Rora7npULWK</td>\n",
       "      <td>show_08aevVzSkwp5nzmOKaf4ml</td>\n",
       "      <td>fiction</td>\n",
       "      <td>-0.006514</td>\n",
       "      <td>-0.032409</td>\n",
       "      <td>-0.003884</td>\n",
       "      <td>0.055356</td>\n",
       "      <td>0.043287</td>\n",
       "      <td>0.023305</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.040506</td>\n",
       "      <td>-0.041655</td>\n",
       "      <td>-0.021776</td>\n",
       "      <td>-0.028804</td>\n",
       "      <td>-0.020887</td>\n",
       "      <td>0.049328</td>\n",
       "      <td>0.048926</td>\n",
       "      <td>-0.023892</td>\n",
       "      <td>-0.077952</td>\n",
       "      <td>0.002929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2107</th>\n",
       "      <td>2107</td>\n",
       "      <td>1x2vUn4N5pDTGDQbhCHxAy</td>\n",
       "      <td>show_0BhHKinkyoTOMiBWGNSJjK</td>\n",
       "      <td>fiction</td>\n",
       "      <td>-0.008093</td>\n",
       "      <td>0.015541</td>\n",
       "      <td>0.094510</td>\n",
       "      <td>0.015978</td>\n",
       "      <td>-0.001227</td>\n",
       "      <td>-0.059097</td>\n",
       "      <td>...</td>\n",
       "      <td>0.052674</td>\n",
       "      <td>0.051174</td>\n",
       "      <td>-0.020095</td>\n",
       "      <td>0.062772</td>\n",
       "      <td>-0.045337</td>\n",
       "      <td>0.001923</td>\n",
       "      <td>0.068451</td>\n",
       "      <td>-0.041105</td>\n",
       "      <td>-0.052821</td>\n",
       "      <td>0.032391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2108</th>\n",
       "      <td>2108</td>\n",
       "      <td>368wxdIT6zjwGGuV9V7uOg</td>\n",
       "      <td>show_0BhHKinkyoTOMiBWGNSJjK</td>\n",
       "      <td>fiction</td>\n",
       "      <td>-0.011868</td>\n",
       "      <td>0.016492</td>\n",
       "      <td>0.010235</td>\n",
       "      <td>0.005206</td>\n",
       "      <td>0.001610</td>\n",
       "      <td>-0.046519</td>\n",
       "      <td>...</td>\n",
       "      <td>0.108598</td>\n",
       "      <td>0.049806</td>\n",
       "      <td>0.044446</td>\n",
       "      <td>0.033205</td>\n",
       "      <td>-0.068290</td>\n",
       "      <td>0.038397</td>\n",
       "      <td>0.044763</td>\n",
       "      <td>-0.080814</td>\n",
       "      <td>-0.059149</td>\n",
       "      <td>0.044544</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>36158</th>\n",
       "      <td>36158</td>\n",
       "      <td>3TcbvOLupbYQQ55OuU70mv</td>\n",
       "      <td>show_2QqTj9ppNQejYl3aGhbDQR</td>\n",
       "      <td>fiction</td>\n",
       "      <td>-0.045030</td>\n",
       "      <td>0.011970</td>\n",
       "      <td>0.057297</td>\n",
       "      <td>-0.035945</td>\n",
       "      <td>0.012215</td>\n",
       "      <td>0.041527</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046367</td>\n",
       "      <td>0.055782</td>\n",
       "      <td>-0.021823</td>\n",
       "      <td>0.098970</td>\n",
       "      <td>-0.030872</td>\n",
       "      <td>-0.009647</td>\n",
       "      <td>-0.007753</td>\n",
       "      <td>0.026691</td>\n",
       "      <td>-0.041556</td>\n",
       "      <td>-0.030528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38197</th>\n",
       "      <td>38197</td>\n",
       "      <td>5Kh7pGzOA23kNfoPLoPxRh</td>\n",
       "      <td>show_2VJdQsjBdHSewwRBQGq4pl</td>\n",
       "      <td>fiction</td>\n",
       "      <td>-0.039445</td>\n",
       "      <td>-0.097559</td>\n",
       "      <td>0.021772</td>\n",
       "      <td>-0.011334</td>\n",
       "      <td>0.039341</td>\n",
       "      <td>0.013293</td>\n",
       "      <td>...</td>\n",
       "      <td>0.035993</td>\n",
       "      <td>0.012175</td>\n",
       "      <td>0.004595</td>\n",
       "      <td>0.101847</td>\n",
       "      <td>-0.023665</td>\n",
       "      <td>0.043090</td>\n",
       "      <td>0.080764</td>\n",
       "      <td>0.002782</td>\n",
       "      <td>-0.038981</td>\n",
       "      <td>0.036205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38796</th>\n",
       "      <td>38796</td>\n",
       "      <td>6DIcXe2EokBN2gnZvkQ8bg</td>\n",
       "      <td>show_2xa2B8wxMD1TzOjqApglP3</td>\n",
       "      <td>fiction</td>\n",
       "      <td>-0.012183</td>\n",
       "      <td>-0.109350</td>\n",
       "      <td>0.053084</td>\n",
       "      <td>0.099460</td>\n",
       "      <td>0.063042</td>\n",
       "      <td>0.036828</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001031</td>\n",
       "      <td>-0.069686</td>\n",
       "      <td>-0.033476</td>\n",
       "      <td>-0.033738</td>\n",
       "      <td>0.000544</td>\n",
       "      <td>0.108347</td>\n",
       "      <td>0.013997</td>\n",
       "      <td>-0.028742</td>\n",
       "      <td>-0.183486</td>\n",
       "      <td>0.045793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38797</th>\n",
       "      <td>38797</td>\n",
       "      <td>54uxd7bZUy8mMGwebaYbr2</td>\n",
       "      <td>show_2xa2B8wxMD1TzOjqApglP3</td>\n",
       "      <td>fiction</td>\n",
       "      <td>0.108131</td>\n",
       "      <td>-0.000282</td>\n",
       "      <td>0.006728</td>\n",
       "      <td>0.099713</td>\n",
       "      <td>-0.009576</td>\n",
       "      <td>-0.003538</td>\n",
       "      <td>...</td>\n",
       "      <td>0.105618</td>\n",
       "      <td>-0.134310</td>\n",
       "      <td>-0.054103</td>\n",
       "      <td>0.059265</td>\n",
       "      <td>-0.051860</td>\n",
       "      <td>0.023231</td>\n",
       "      <td>0.005274</td>\n",
       "      <td>0.024650</td>\n",
       "      <td>-0.102893</td>\n",
       "      <td>-0.055786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39828</th>\n",
       "      <td>39828</td>\n",
       "      <td>5lxK0vW4D2geeum4dvJB9v</td>\n",
       "      <td>show_2ZmnCPscq8EOQWqNDUkf4i</td>\n",
       "      <td>fiction</td>\n",
       "      <td>-0.093062</td>\n",
       "      <td>-0.017139</td>\n",
       "      <td>-0.030700</td>\n",
       "      <td>-0.011805</td>\n",
       "      <td>-0.035644</td>\n",
       "      <td>-0.022514</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.026897</td>\n",
       "      <td>-0.035600</td>\n",
       "      <td>-0.043799</td>\n",
       "      <td>0.070652</td>\n",
       "      <td>-0.090697</td>\n",
       "      <td>-0.034950</td>\n",
       "      <td>0.065134</td>\n",
       "      <td>-0.031391</td>\n",
       "      <td>0.032742</td>\n",
       "      <td>-0.051695</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>222 rows × 388 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0              episode_id                      show_id  \\\n",
       "427           427  6n1sHefqhXOGarTcQ2of1Z  show_02h1SKPgtH0WxWqvqJ7bcx   \n",
       "1523         1523  33ENspLdMcoBryc0z3ZkB9  show_08aevVzSkwp5nzmOKaf4ml   \n",
       "1524         1524  5r6RpxCeJE1Rora7npULWK  show_08aevVzSkwp5nzmOKaf4ml   \n",
       "2107         2107  1x2vUn4N5pDTGDQbhCHxAy  show_0BhHKinkyoTOMiBWGNSJjK   \n",
       "2108         2108  368wxdIT6zjwGGuV9V7uOg  show_0BhHKinkyoTOMiBWGNSJjK   \n",
       "...           ...                     ...                          ...   \n",
       "36158       36158  3TcbvOLupbYQQ55OuU70mv  show_2QqTj9ppNQejYl3aGhbDQR   \n",
       "38197       38197  5Kh7pGzOA23kNfoPLoPxRh  show_2VJdQsjBdHSewwRBQGq4pl   \n",
       "38796       38796  6DIcXe2EokBN2gnZvkQ8bg  show_2xa2B8wxMD1TzOjqApglP3   \n",
       "38797       38797  54uxd7bZUy8mMGwebaYbr2  show_2xa2B8wxMD1TzOjqApglP3   \n",
       "39828       39828  5lxK0vW4D2geeum4dvJB9v  show_2ZmnCPscq8EOQWqNDUkf4i   \n",
       "\n",
       "      category         0         1         2         3         4         5  \\\n",
       "427    fiction -0.007690 -0.003466 -0.023536  0.059110  0.006976  0.085343   \n",
       "1523   fiction  0.005741  0.062564 -0.048800  0.018725  0.019306  0.001174   \n",
       "1524   fiction -0.006514 -0.032409 -0.003884  0.055356  0.043287  0.023305   \n",
       "2107   fiction -0.008093  0.015541  0.094510  0.015978 -0.001227 -0.059097   \n",
       "2108   fiction -0.011868  0.016492  0.010235  0.005206  0.001610 -0.046519   \n",
       "...        ...       ...       ...       ...       ...       ...       ...   \n",
       "36158  fiction -0.045030  0.011970  0.057297 -0.035945  0.012215  0.041527   \n",
       "38197  fiction -0.039445 -0.097559  0.021772 -0.011334  0.039341  0.013293   \n",
       "38796  fiction -0.012183 -0.109350  0.053084  0.099460  0.063042  0.036828   \n",
       "38797  fiction  0.108131 -0.000282  0.006728  0.099713 -0.009576 -0.003538   \n",
       "39828  fiction -0.093062 -0.017139 -0.030700 -0.011805 -0.035644 -0.022514   \n",
       "\n",
       "       ...       374       375       376       377       378       379  \\\n",
       "427    ...  0.038296 -0.079121 -0.007933  0.010561 -0.014656  0.043663   \n",
       "1523   ...  0.011937 -0.011015 -0.042586 -0.002447 -0.017775 -0.019636   \n",
       "1524   ... -0.040506 -0.041655 -0.021776 -0.028804 -0.020887  0.049328   \n",
       "2107   ...  0.052674  0.051174 -0.020095  0.062772 -0.045337  0.001923   \n",
       "2108   ...  0.108598  0.049806  0.044446  0.033205 -0.068290  0.038397   \n",
       "...    ...       ...       ...       ...       ...       ...       ...   \n",
       "36158  ...  0.046367  0.055782 -0.021823  0.098970 -0.030872 -0.009647   \n",
       "38197  ...  0.035993  0.012175  0.004595  0.101847 -0.023665  0.043090   \n",
       "38796  ... -0.001031 -0.069686 -0.033476 -0.033738  0.000544  0.108347   \n",
       "38797  ...  0.105618 -0.134310 -0.054103  0.059265 -0.051860  0.023231   \n",
       "39828  ... -0.026897 -0.035600 -0.043799  0.070652 -0.090697 -0.034950   \n",
       "\n",
       "            380       381       382       383  \n",
       "427    0.034341 -0.071586  0.011656  0.005514  \n",
       "1523   0.103923 -0.026237 -0.094190  0.031583  \n",
       "1524   0.048926 -0.023892 -0.077952  0.002929  \n",
       "2107   0.068451 -0.041105 -0.052821  0.032391  \n",
       "2108   0.044763 -0.080814 -0.059149  0.044544  \n",
       "...         ...       ...       ...       ...  \n",
       "36158 -0.007753  0.026691 -0.041556 -0.030528  \n",
       "38197  0.080764  0.002782 -0.038981  0.036205  \n",
       "38796  0.013997 -0.028742 -0.183486  0.045793  \n",
       "38797  0.005274  0.024650 -0.102893 -0.055786  \n",
       "39828  0.065134 -0.031391  0.032742 -0.051695  \n",
       "\n",
       "[222 rows x 388 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fiction_embeddings_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5dfd39a2-ea3e-4549-8372-e45f9fe07e3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.07189023]])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# two episodes from different podcasts\n",
    "episode1 = fiction_embeddings_df[fiction_embeddings_df.columns[4:]].iloc[0]\n",
    "episode2 = fiction_embeddings_df[fiction_embeddings_df.columns[4:]].iloc[1]\n",
    "cosine_similarity(episode1.values.reshape(1,-1), episode2.values.reshape(1,-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2dfd00e0-ef00-4379-8ba0-786ea6abc24c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.30672018]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# episodes from same podcast\n",
    "episode3 = fiction_embeddings_df[fiction_embeddings_df.columns[4:]].iloc[2]\n",
    "cosine_similarity(episode2.values.reshape(1,-1), episode3.values.reshape(1,-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f5464474-25a0-49d3-8e02-48b4afc490a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.59569334]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# two more episodes from the same podcast\n",
    "episode4 = fiction_embeddings_df[fiction_embeddings_df.columns[4:]].iloc[3]\n",
    "episode5 = fiction_embeddings_df[fiction_embeddings_df.columns[4:]].iloc[4]\n",
    "cosine_similarity(episode4.values.reshape(1,-1), episode5.values.reshape(1,-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0e3078b6-2462-4c2c-86ad-e53b1ce35c73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.13147756]])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# two from different podcasts\n",
    "cosine_similarity(episode2.values.reshape(1,-1), episode4.values.reshape(1,-1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b87ce86-222c-4e7d-81a0-9c6a53eef250",
   "metadata": {},
   "source": [
    "These all seem to be working pretty well. Now let's see if we can make a similarity matrix for the whole category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "bca265dc-d6af-410b-b140-b04fef4586af",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cosine_sim(df, row1, row2):\n",
    "    ep1 = df[df.columns[4:]].iloc[row1]\n",
    "    ep2 = df[df.columns[4:]].iloc[row2]\n",
    "    return cosine_similarity(ep1.values.reshape(1,-1), ep2.values.reshape(1,-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "86374b26-317f-43c3-8b9c-3c9d78947857",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 222/222 [00:48<00:00,  4.60it/s]\n"
     ]
    }
   ],
   "source": [
    "cosine_sims = np.zeros((len(fiction_embeddings_df), len(fiction_embeddings_df)))\n",
    "for i in tqdm(range(len(fiction_embeddings_df))):\n",
    "    for j in range(len(fiction_embeddings_df)):\n",
    "        cosine_sims[i,j] = get_cosine_sim(fiction_embeddings_df, i, j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8f3646d4-8c7e-4bb9-a062-70c018feed6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(cosine_sims)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f7b1cf8-1408-4466-8c62-81e3bc960378",
   "metadata": {},
   "source": [
    "What about between a pair of categories?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "174ae144-3991-47bf-aceb-5d1ad4f9767d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sports                       5038\n",
       "health_and_fitness           4668\n",
       "education                    4617\n",
       "comedy                       3877\n",
       "religion_and_spirituality    3526\n",
       "business                     3106\n",
       "society_and_culture          2779\n",
       "leisure                      2270\n",
       "arts                         1949\n",
       "tv_and_film                  1928\n",
       "kids_and_family              1914\n",
       "music                        1087\n",
       "history                       818\n",
       "science                       655\n",
       "technology                    600\n",
       "true_crime                    468\n",
       "fiction                       222\n",
       "news                          203\n",
       "government                     95\n",
       "Name: category, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "minilm_df.category.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "13313cd5-ffb8-4a1f-922b-ec715521ce83",
   "metadata": {},
   "outputs": [],
   "source": [
    "fiction_crime_df = minilm_df[minilm_df.category.isin(['true_crime','fiction'])]\n",
    "fiction_crime_df = fiction_crime_df.sample(200)\n",
    "fiction_crime_df.sort_values('category',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "77fc62a2-0953-4310-96a7-8369648c4d86",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 200/200 [00:39<00:00,  5.13it/s]\n"
     ]
    }
   ],
   "source": [
    "fiction_crime_cosine_sims = np.zeros((len(fiction_crime_df), len(fiction_crime_df)))\n",
    "for i in tqdm(range(len(fiction_crime_df))):\n",
    "    for j in range(len(fiction_crime_df)):\n",
    "        fiction_crime_cosine_sims[i,j] = get_cosine_sim(fiction_crime_df, i, j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5791acf5-1277-4001-ad3d-ea8f9865fe5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(fiction_crime_cosine_sims)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acc42d00-4fae-422f-9258-e5c87526d454",
   "metadata": {},
   "source": [
    "We can see a clear boundary point between the two categories of podcasts."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "670d973d-77b5-477a-bab0-6fb33a6f5e24",
   "metadata": {},
   "source": [
    "## Pairwise comparisons \n",
    "\n",
    "Now let's do this in full! I sampled 50 transcripts from each of the categories and compared the pairwise similarities for same vs. different categories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "2c1f6d04-2f9e-4503-99ab-b50241152b84",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_size = 50\n",
    "sampled_categories_df = minilm_df.groupby('category').apply(lambda x: x.sample(sample_size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "70ed03d1-a7c4-4f04-a05f-764d5c6954c4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.29it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.30it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.35it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.34it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.22it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.27it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.32it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.37it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.31it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.13it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.24it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.19it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.03it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.13it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.20it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.99it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.24it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.27it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.17it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.18it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.14it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.28it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.16it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.30it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.25it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.93it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.27it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.35it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.12it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.08it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.34it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.32it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.31it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.36it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.25it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.30it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.25it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.38it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.33it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.25it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.27it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.07it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.08it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.68it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.05it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.20it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.09it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.17it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.20it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.13it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.31it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.27it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.25it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.19it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.06it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.78it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.34it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.31it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.17it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.32it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.31it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.22it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.34it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.27it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.16it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.30it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.36it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.32it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.19it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.40it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.34it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.40it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.36it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.32it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.31it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.35it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.27it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.39it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.35it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.35it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.13it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.78it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.81it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.84it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.10it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.82it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.38it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.47it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.46it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.33it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.87it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.52it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.41it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.18it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.10it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.91it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.14it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.22it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.17it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.22it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.35it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.34it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.14it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.33it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.41it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.22it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.33it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.30it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.32it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.33it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.21it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.26it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.24it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.25it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.24it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.31it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.44it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.12it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.36it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.24it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.12it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.29it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.27it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.90it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.06it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.95it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.09it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.13it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.23it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.18it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.16it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.19it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.15it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.11it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.13it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.14it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.25it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.35it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.17it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.29it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.22it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.17it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.16it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.90it/s]\n",
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      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.11it/s]\n",
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      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.17it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.03it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:10<00:00,  9.99it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:09<00:00, 10.03it/s]\n"
     ]
    }
   ],
   "source": [
    "import itertools\n",
    "\n",
    "category_pair_sims = {}\n",
    "\n",
    "for category_pair in itertools.combinations(sampled_categories_df.category.unique(), 2):\n",
    "    paired_category_df = sampled_categories_df[sampled_categories_df.category.isin(category_pair)]\n",
    "    category_pair_sim_matrix = np.zeros((sample_size*2, sample_size*2))\n",
    "    for i in tqdm(range(len(paired_category_df))):\n",
    "        for j in range(len(paired_category_df)):\n",
    "            category_pair_sim_matrix[i,j] = get_cosine_sim(paired_category_df, i, j)\n",
    "    category_pair_sims[category_pair] = category_pair_sim_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "ae1c6319-7358-467b-9755-57fc5f7379c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save('categorypair_sim_matrices.npy',category_pair_sims)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "9917c2b4-7cc3-4f2b-9bf0-e27076a56fc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_selfsim_diffsim(sim_matrix_dict, category1, category2, sample_size):\n",
    "    '''\n",
    "    Takes in the similarity matrix of two different categories and returns the within-category and between-category similarities\n",
    "    '''\n",
    "    sim_matrix = sim_matrix_dict[category1, category2]\n",
    "    \n",
    "    triu_idx_selfsim = np.triu_indices(sample_size, k=1)\n",
    "    triu_idx_diffsim = np.triu_indices(sample_size)\n",
    "    \n",
    "    cat1_selfsim = np.triu(sim_matrix[:sample_size, :sample_size], k=1)\n",
    "    cat2_selfsim = np.triu(sim_matrix[sample_size:, sample_size:], k=1)\n",
    "    \n",
    "    cat1_selfsim = cat1_selfsim[triu_idx_selfsim]\n",
    "    cat2_selfsim = cat2_selfsim[triu_idx_selfsim]\n",
    "    \n",
    "    cat1_cat2_diffsim = np.triu(sim_matrix[sample_size:, :sample_size])\n",
    "    cat1_cat2_diffsim = cat1_cat2_diffsim[triu_idx_diffsim]\n",
    "    \n",
    "    return {category1:cat1_selfsim, category2:cat2_selfsim, (category1,category2):cat1_cat2_diffsim}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff0e819d-0baf-4ff3-b4f6-dd37135f605a",
   "metadata": {},
   "source": [
    "We can compare the distribution of embeddings similarities using a t-test for each pair. I'll be comparing self-similarities to all other episodes within the category with between-category episode comparisons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "bc5c469e-d098-4e93-b2a0-eb732dbf3acb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import ttest_ind\n",
    "\n",
    "ttest_comparisons_tstat = np.zeros((len(sampled_categories_df.category.unique()), len(sampled_categories_df.category.unique())))\n",
    "ttest_comparisons_pval = np.zeros((len(sampled_categories_df.category.unique()), len(sampled_categories_df.category.unique())))\n",
    "\n",
    "for i, category1 in enumerate(sampled_categories_df.category.unique()): \n",
    "    for j, category2 in enumerate(sampled_categories_df.category.unique()):\n",
    "        if i == j:\n",
    "            ttest_comparisons_tstat[i,j] = 0\n",
    "            ttest_comparisons_pval[i,j] = 1\n",
    "        else:\n",
    "            ordered_categories = tuple(sorted([category1, category2]))\n",
    "            self_diff_sims = get_selfsim_diffsim(category_pair_sims, ordered_categories[0], ordered_categories[1], sample_size)\n",
    "            ttest_result = ttest_ind(self_diff_sims[ordered_categories], self_diff_sims[category1], equal_var=False, alternative='less')\n",
    "            ttest_comparisons_tstat[i,j] = ttest_result.statistic\n",
    "            ttest_comparisons_pval[i,j] = ttest_result.pvalue"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fb7d719-8890-4428-84b2-290903950604",
   "metadata": {},
   "source": [
    "Let's plot these matrices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "a2142317-892c-4748-aab6-fb0821d55925",
   "metadata": {},
   "outputs": [],
   "source": [
    "colors_tstat = sns.color_palette('BuPu', 6)\n",
    "levels_tstat = [-10,-2,0,2,10]\n",
    "cmap_tstat, norm_tstat = from_levels_and_colors(levels_tstat, colors_tstat, extend='both')\n",
    "\n",
    "colors_pval = sns.color_palette('BuPu',3)\n",
    "levels_pval = [0,0.05,1]\n",
    "cmap_pval, norm_pval = from_levels_and_colors(levels_pval, colors_pval, extend='max')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "a56d992b-2f7d-43da-bc65-369fb5753215",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "im = ax.imshow(ttest_comparisons_tstat, cmap=cmap_tstat, norm=norm_tstat)\n",
    "ax.set_xticks(range(len(sampled_categories_df.category.unique())),labels=sampled_categories_df.category.unique(), rotation=90)\n",
    "ax.set_yticks(range(len(sampled_categories_df.category.unique())),labels=sampled_categories_df.category.unique())\n",
    "fig.colorbar(im,cmap=cmap_tstat, spacing='proportional')\n",
    "plt.title('t statistic')\n",
    "plt.show()\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "im = ax.imshow(ttest_comparisons_pval, cmap=cmap_pval, norm=norm_pval)\n",
    "plt.xticks(range(len(sampled_categories_df.category.unique())),labels=sampled_categories_df.category.unique(), rotation=90)\n",
    "plt.yticks(range(len(sampled_categories_df.category.unique())),labels=sampled_categories_df.category.unique())\n",
    "fig.colorbar(im, cmap=cmap_pval, spacing='proportional')\n",
    "plt.title('p value')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58986b71-a9c2-4aab-8908-0b2f82c4cd69",
   "metadata": {},
   "source": [
    "For the t statistic:\n",
    "* Blue: cosine similarities between episodes from different categories are on average lower than those between episodes from within the same category (good)\n",
    "* Purple: cosine similarities between episodes from different categories are on average higher than those between episodes from within the same category (bad)\n",
    "\n",
    "Overall, the separation is good! 27 pairs aren't significantly different from each other, and there are some that are different in the wrong direction (i.e. different categories more similar than within category), but I don't think this is a dealbreaker. It's easy enough to quantify this category separation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "1d2155ae-eb55-49d3-9f5f-6a29295b72e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Proportion of ordered category pairs where within-category cosine similarity > between-category cosine similarity:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8830409356725146"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Proportion of ordered category pairs where within-category cosine similarity > between-category cosine similarity:')\n",
    "# print(f'{np.sum(ttest_comparisons_pval < .05)/ttest_comparisons_tstat.flatten().shape[0]:.3f}')\n",
    "\n",
    "upper_tri_pvals = ttest_comparisons_pval[np.triu_indices(ttest_comparisons_pval.shape[0], k=1)].flatten()\n",
    "lower_tri_pvals = ttest_comparisons_pval[np.tril_indices(ttest_comparisons_pval.shape[0], k=-1)].flatten()\n",
    "\n",
    "np.sum(np.concatenate([upper_tri_pvals < .05, lower_tri_pvals < .05]))/np.concatenate([upper_tri_pvals < .05, lower_tri_pvals < .05]).shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44a1b1bf-bde8-4243-9f13-e1ff825dfcb9",
   "metadata": {},
   "source": [
    "Finally, save the IDs of the sampled transcripts for reference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "99fa50c8-097a-4684-9a5d-e1b34c413bd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "sampled_categories_df[['episode_id', 'show_id', 'category']].to_csv('sampled_transcript_embeddings.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}