07_Modeling_Clustering.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "08:52:33\n"
     ]
    }
   ],
   "source": [
    "print(datetime.now().strftime(\"%H:%M:%S\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from sklearn.feature_extraction.text import CountVectorizer "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "champion_demoji_notes = pickle.load(open(\"Data/champion_demoji_notes.pickle\",\"rb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "google_vec_file = '/Users/allen/gensim-data/word2vec-google-news-300/word2vec-google-news-300.gz'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(286464, 922)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectorizer = CountVectorizer(token_pattern=r'[^\\s][^\\s][^\\s]+',stop_words='english',min_df=100)\n",
    "doc_word_matrix = vectorizer.fit_transform(champion_demoji_notes)\n",
    "doc_word_matrix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns=vectorizer.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_docs = doc_word_matrix.shape[0]\n",
    "num_words = doc_word_matrix.shape[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create doc_vector_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "word_vector_matrix = pickle.load(open(\"Data/word_vector_matrix.pickle\",\"rb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_vector_matrix = doc_word_matrix*word_vector_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(286464, 300)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doc_vector_matrix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_vectors = doc_vector_matrix.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(doc_vector_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_mean = np.sum(doc_vector_matrix,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import timeit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.24400273681858803\n"
     ]
    }
   ],
   "source": [
    "print(sum(doc_mean==0)/len(doc_mean))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import cluster\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# single instance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "NUM_CLUSTERS = 53"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MiniBatchKMeans(n_clusters=53, random_state=42)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans = cluster.MiniBatchKMeans(n_clusters=NUM_CLUSTERS, random_state=42)\n",
    "kmeans.fit(doc_vector_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('Models/kmeans_champion_demoji_286k.pickle', 'wb') as f:\n",
    "    pickle.dump(kmeans, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster id labels for inputted data\n",
      "[ 8  8 25 ...  3  8 15]\n",
      "Centroids data\n",
      "[[ 5.41701653e-02  2.56574666e-02 -1.86215964e-02 ...  4.96925655e-02\n",
      "  -6.69949697e-03 -2.36471961e-02]\n",
      " [-8.62629568e-02 -1.47137980e-03  6.39894861e-02 ...  3.17162334e-01\n",
      "  -1.77863378e-01 -1.29582877e-01]\n",
      " [-1.99002949e-01  2.02573157e-01  5.65549928e-03 ...  4.27669214e-02\n",
      "   2.02021139e-01  1.67480856e-01]\n",
      " ...\n",
      " [ 9.27886583e-02 -3.04803440e-01 -1.75570851e-01 ... -7.58008815e-02\n",
      "  -8.71079763e-02 -2.30572980e-01]\n",
      " [-2.28087764e-01  9.55955702e-02  5.94837031e-01 ...  1.06808926e-01\n",
      "  -1.90938285e-01  2.55042827e-01]\n",
      " [ 1.09674555e+00  1.17418134e+00  1.79138703e+00 ... -7.28984952e-01\n",
      "   1.13618862e-01  1.54151293e-01]]\n",
      "Score (Opposite of the value of X on the K-means objective which is Sum of distances of samples to their closest cluster center):\n",
      "-11288586.60962898\n"
     ]
    }
   ],
   "source": [
    "labels = kmeans.labels_\n",
    "centroids = kmeans.cluster_centers_\n",
    "  \n",
    "print (\"Cluster id labels for inputted data\")\n",
    "print (labels)\n",
    "print (\"Centroids data\")\n",
    "print (centroids)\n",
    "  \n",
    "print (\"Score (Opposite of the value of X on the K-means objective which is Sum of distances of samples to their closest cluster center):\")\n",
    "print (kmeans.score(doc_vector_matrix))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Identify Themes for the Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "Cluster_Theme_list = [[8,'Other'],[0,'Domestic'],[3,'Gratitude'],[9,'Tip'],[49,'Stuff'],[10,'Food'],[42,'Face'],\n",
    "                 [18,'Domestic'],[23,'Face'],[25,'Food'],[33,'People'],[41,'Gifts'],[6,'Gratitude'],[44,'Alcoholic Drinks'],\n",
    "                 [13,'Travel'],[22,'Food'],[15,'Clothes'],[30,'Car'],[11,'Sports'],[27,'Groceries'],[2,'Food'],[39,'Food'],\n",
    "                 [46,'Gratitude'],[24,'Rent'],[20,'Food'],[50,'Phone'],[45,'Tickets'],[26,'Money'],[4,'Party'],[32,'Coffee'],\n",
    "                 [38,'People'],[14,'Food'],[51,'Sports'],[16,'People'],[1,'Cookies'],[35,'Gas'],[28,'Alcoholic Drinks'],[31,'Money'],\n",
    "                 [7,'Beach'],[40,'Birthday'],[43,'Bills'],[47,'Sweat'],[29,'Tickets'],[21,'Childcare'],[5,'Gratitude'],[48,'Alcoholic Drinks'],\n",
    "                 [34,'Games'],[17,'Food'],[36,'Food'],[19,'Food'],[52,'Face'],[37,'Bills'],[12,'Food']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(doc_word_matrix.toarray(), columns=vectorizer.get_feature_names())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_df = pd.concat([pd.Series(champion_demoji_notes),pd.Series(labels),df],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_df = full_df.rename(columns={0:'note',1:'cluster'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_counts = full_df.groupby('cluster').count()['note']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Identify empty clusters, where there is a centroid but no item attached."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_labels = list(pd.Series(labels).unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "clusters_empty_check = [x not in cluster_labels for x in list(range(NUM_CLUSTERS))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "empty_clusters = []\n",
    "for i,x in enumerate(clusters_empty_check):\n",
    "    if x:\n",
    "        empty_clusters.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "empty_clusters_count = pd.Series(np.zeros(len(empty_clusters)),index=empty_clusters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], dtype: float64)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "empty_clusters_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "note_count = pd.concat([cluster_counts.iloc[:,0],(empty_clusters_count)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     21466\n",
       "1      1946\n",
       "2      3338\n",
       "3     14830\n",
       "4      2429\n",
       "5      1040\n",
       "6      5107\n",
       "7      1515\n",
       "8     70573\n",
       "9     14599\n",
       "10    12744\n",
       "11     3404\n",
       "12      714\n",
       "13     4274\n",
       "14     2259\n",
       "15     4052\n",
       "16     2136\n",
       "17      924\n",
       "18     8597\n",
       "19      885\n",
       "20     2861\n",
       "21     1093\n",
       "22     4082\n",
       "23     7694\n",
       "24     3160\n",
       "25     6611\n",
       "26     2500\n",
       "27     3380\n",
       "28     1676\n",
       "29     1099\n",
       "30     3673\n",
       "31     1623\n",
       "32     2351\n",
       "33     6339\n",
       "34     1001\n",
       "35     1849\n",
       "36      899\n",
       "37      784\n",
       "38     2309\n",
       "39     3275\n",
       "40     1383\n",
       "41     5752\n",
       "42    11362\n",
       "43     1324\n",
       "44     5047\n",
       "45     2572\n",
       "46     3248\n",
       "47     1190\n",
       "48     1023\n",
       "49    12871\n",
       "50     2618\n",
       "51     2176\n",
       "52      807\n",
       "dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "note_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8     70573\n",
       "0     21466\n",
       "3     14830\n",
       "9     14599\n",
       "49    12871\n",
       "10    12744\n",
       "42    11362\n",
       "18     8597\n",
       "23     7694\n",
       "25     6611\n",
       "33     6339\n",
       "41     5752\n",
       "6      5107\n",
       "44     5047\n",
       "13     4274\n",
       "22     4082\n",
       "15     4052\n",
       "30     3673\n",
       "11     3404\n",
       "27     3380\n",
       "2      3338\n",
       "39     3275\n",
       "46     3248\n",
       "24     3160\n",
       "20     2861\n",
       "50     2618\n",
       "45     2572\n",
       "26     2500\n",
       "4      2429\n",
       "32     2351\n",
       "38     2309\n",
       "14     2259\n",
       "51     2176\n",
       "16     2136\n",
       "1      1946\n",
       "35     1849\n",
       "28     1676\n",
       "31     1623\n",
       "7      1515\n",
       "40     1383\n",
       "43     1324\n",
       "47     1190\n",
       "29     1099\n",
       "21     1093\n",
       "5      1040\n",
       "48     1023\n",
       "34     1001\n",
       "17      924\n",
       "36      899\n",
       "19      885\n",
       "52      807\n",
       "37      784\n",
       "12      714\n",
       "dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "note_count.sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis of Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#note: do not user np.argsort because that will give arguments that are not associated with the indexes\n",
    "display_order = list(note_count.sort_values(ascending=False).index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_content = full_df.groupby('cluster').sum().transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>cluster</th>\n",
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       "      <th>2</th>\n",
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       "      <td>0</td>\n",
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       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>admission</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>736</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airbnb</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airplane</th>\n",
       "      <td>352</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>19</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>yoga</th>\n",
       "      <td>99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>you’re</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>198</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yum</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yummy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zany</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>922 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "cluster     0   1   2   3   4   5   6   7   8   9   ...  43  44   45  46  47  \\\n",
       "1st          0   1   0   0   0   0   1   0   0  21  ...   0   0    0   0   0   \n",
       "admission    5   0   0   0   1   6   0   0   0   0  ...   0   3  736   0   0   \n",
       "air         61   1   0   2   0   0   0   4   0   2  ...   0   2    3   0   0   \n",
       "airbnb       0   1   2   0   1   0   2   4   0   0  ...   0   4    1   1   0   \n",
       "airplane   352   0   4   0   4   5   9  56   0   2  ...   0  21   38   2   7   \n",
       "...        ...  ..  ..  ..  ..  ..  ..  ..  ..  ..  ...  ..  ..  ...  ..  ..   \n",
       "yoga        99   0   0   2   1   0   8   0   0   2  ...   0   0    0   7   1   \n",
       "you’re       0   2   2   0   0   4  13   0   0   1  ...   0   2    0   9   0   \n",
       "yum          0   1  14   0   0   0   0   0   0   0  ...   0   1    0   0   0   \n",
       "yummy        0   0  11   0   0   0   2   0   0   0  ...   0   0    0   1   0   \n",
       "zany         0   0   1   0   0   2   9   1   0   0  ...   0   9    1   6   1   \n",
       "\n",
       "cluster    48   49  50  51  52  \n",
       "1st         3    0   0  22   1  \n",
       "admission   4    0   0   0   4  \n",
       "air         0    5   0   0   0  \n",
       "airbnb      0    0   0   0   2  \n",
       "airplane    8    7  10   3  19  \n",
       "...        ..  ...  ..  ..  ..  \n",
       "yoga        0    3   0   0   0  \n",
       "you’re      0  198   2   4   4  \n",
       "yum         0   63   0   0   0  \n",
       "yummy       0    4   0   0   0  \n",
       "zany        2    0   1   0  22  \n",
       "\n",
       "[922 rows x 53 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11288586.60963915"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.inertia_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "baseball      550\n",
       "basketball    521\n",
       "soccer        442\n",
       "ball          402\n",
       "golf          379\n",
       "             ... \n",
       "month           0\n",
       "monster         0\n",
       "moms            0\n",
       "mobile          0\n",
       "kissing         0\n",
       "Name: 11, Length: 922, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_content[11].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "ordered_cluster_content = []\n",
    "for i in range(NUM_CLUSTERS):\n",
    "    #note that need to use a try and except here, because kmeans sometimes creates centroids that have no documents\n",
    "    try:\n",
    "        ordered_cluster_content.append(\n",
    "        list(zip(list(\n",
    "        cluster_content[i].sort_values(ascending=False).index),\n",
    "        cluster_content[i].sort_values(ascending=False))\n",
    "        ))\n",
    "    except:\n",
    "        ordered_cluster_content.append(np.zeros(num_words)\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "ordered_cluster_words = []\n",
    "for i in range(NUM_CLUSTERS):\n",
    "    #note that need to use a try and except here, because kmeans sometimes creates centroids that have no documents\n",
    "    try:\n",
    "        ordered_cluster_words.append(\n",
    "        cluster_content[i].sort_values(ascending=False).index)\n",
    "    except:\n",
    "        ordered_cluster_words.append(np.zeros(num_words)\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "framed_cluster_words = pd.DataFrame(ordered_cluster_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": false
   },
   "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",
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       "    .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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>912</th>\n",
       "      <th>913</th>\n",
       "      <th>914</th>\n",
       "      <th>915</th>\n",
       "      <th>916</th>\n",
       "      <th>917</th>\n",
       "      <th>918</th>\n",
       "      <th>919</th>\n",
       "      <th>920</th>\n",
       "      <th>921</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>services</td>\n",
       "      <td>head</td>\n",
       "      <td>din</td>\n",
       "      <td>sale</td>\n",
       "      <td>paper</td>\n",
       "      <td>present</td>\n",
       "      <td>august</td>\n",
       "      <td>square</td>\n",
       "      <td>board</td>\n",
       "      <td>woman’s</td>\n",
       "      <td>...</td>\n",
       "      <td>pig</td>\n",
       "      <td>pie</td>\n",
       "      <td>picture</td>\n",
       "      <td>pics</td>\n",
       "      <td>pick</td>\n",
       "      <td>piano</td>\n",
       "      <td>photos</td>\n",
       "      <td>photo</td>\n",
       "      <td>phone</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>house</td>\n",
       "      <td>car</td>\n",
       "      <td>love</td>\n",
       "      <td>baby</td>\n",
       "      <td>cleaning</td>\n",
       "      <td>water</td>\n",
       "      <td>fun</td>\n",
       "      <td>dog</td>\n",
       "      <td>telephone</td>\n",
       "      <td>life</td>\n",
       "      <td>...</td>\n",
       "      <td>mama</td>\n",
       "      <td>makeup</td>\n",
       "      <td>lyft</td>\n",
       "      <td>lunch</td>\n",
       "      <td>loudly</td>\n",
       "      <td>lotus</td>\n",
       "      <td>lollipop</td>\n",
       "      <td>lol</td>\n",
       "      <td>lobster</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>thanks</td>\n",
       "      <td>good</td>\n",
       "      <td>know</td>\n",
       "      <td>day</td>\n",
       "      <td>test</td>\n",
       "      <td>time</td>\n",
       "      <td>work</td>\n",
       "      <td>week</td>\n",
       "      <td>night</td>\n",
       "      <td>best</td>\n",
       "      <td>...</td>\n",
       "      <td>money</td>\n",
       "      <td>monday</td>\n",
       "      <td>moms</td>\n",
       "      <td>mom</td>\n",
       "      <td>mobile</td>\n",
       "      <td>microphone</td>\n",
       "      <td>microbe</td>\n",
       "      <td>mexico</td>\n",
       "      <td>mexican</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>tip</td>\n",
       "      <td>nail</td>\n",
       "      <td>face</td>\n",
       "      <td>party</td>\n",
       "      <td>polish</td>\n",
       "      <td>hair</td>\n",
       "      <td>popper</td>\n",
       "      <td>ice</td>\n",
       "      <td>chicken_drumstick</td>\n",
       "      <td>button</td>\n",
       "      <td>...</td>\n",
       "      <td>pie</td>\n",
       "      <td>family</td>\n",
       "      <td>pics</td>\n",
       "      <td>phone</td>\n",
       "      <td>father’s</td>\n",
       "      <td>favorite</td>\n",
       "      <td>pho</td>\n",
       "      <td>feb</td>\n",
       "      <td>february</td>\n",
       "      <td>zany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>stuff</td>\n",
       "      <td>wifi</td>\n",
       "      <td>lol</td>\n",
       "      <td>ass</td>\n",
       "      <td>bday</td>\n",
       "      <td>july</td>\n",
       "      <td>poo</td>\n",
       "      <td>costco</td>\n",
       "      <td>shit</td>\n",
       "      <td>june</td>\n",
       "      <td>...</td>\n",
       "      <td>ibotta</td>\n",
       "      <td>index</td>\n",
       "      <td>jacket</td>\n",
       "      <td>jeans</td>\n",
       "      <td>jersey</td>\n",
       "      <td>joy</td>\n",
       "      <td>kale</td>\n",
       "      <td>key</td>\n",
       "      <td>knife</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>lunch</td>\n",
       "      <td>dinner</td>\n",
       "      <td>chicken</td>\n",
       "      <td>steaming_bowl</td>\n",
       "      <td>salad</td>\n",
       "      <td>chipotle</td>\n",
       "      <td>paella</td>\n",
       "      <td>green</td>\n",
       "      <td>french_fries</td>\n",
       "      <td>eggplant</td>\n",
       "      <td>...</td>\n",
       "      <td>march</td>\n",
       "      <td>makeup</td>\n",
       "      <td>lipstick</td>\n",
       "      <td>magic</td>\n",
       "      <td>lyft</td>\n",
       "      <td>loudly</td>\n",
       "      <td>lotus</td>\n",
       "      <td>lol</td>\n",
       "      <td>loan</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>face</td>\n",
       "      <td>person</td>\n",
       "      <td>dog</td>\n",
       "      <td>getting</td>\n",
       "      <td>flag</td>\n",
       "      <td>hole</td>\n",
       "      <td>haircut</td>\n",
       "      <td>mouth</td>\n",
       "      <td>mask</td>\n",
       "      <td>winking</td>\n",
       "      <td>...</td>\n",
       "      <td>din</td>\n",
       "      <td>pregnant</td>\n",
       "      <td>pretzel</td>\n",
       "      <td>deciduous</td>\n",
       "      <td>december</td>\n",
       "      <td>daycare</td>\n",
       "      <td>pump</td>\n",
       "      <td>purse</td>\n",
       "      <td>curry</td>\n",
       "      <td>tutoring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>money</td>\n",
       "      <td>house</td>\n",
       "      <td>deposit</td>\n",
       "      <td>garden</td>\n",
       "      <td>payment</td>\n",
       "      <td>refund</td>\n",
       "      <td>fee</td>\n",
       "      <td>dues</td>\n",
       "      <td>pay</td>\n",
       "      <td>cash</td>\n",
       "      <td>...</td>\n",
       "      <td>maple</td>\n",
       "      <td>massage</td>\n",
       "      <td>math</td>\n",
       "      <td>meat</td>\n",
       "      <td>men</td>\n",
       "      <td>merry</td>\n",
       "      <td>mexican</td>\n",
       "      <td>mexico</td>\n",
       "      <td>microbe</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>face</td>\n",
       "      <td>smiling</td>\n",
       "      <td>eyes</td>\n",
       "      <td>kiss</td>\n",
       "      <td>blowing</td>\n",
       "      <td>heart</td>\n",
       "      <td>hearts</td>\n",
       "      <td>sunglasses</td>\n",
       "      <td>grinning</td>\n",
       "      <td>tears</td>\n",
       "      <td>...</td>\n",
       "      <td>key</td>\n",
       "      <td>brands</td>\n",
       "      <td>sending</td>\n",
       "      <td>earn</td>\n",
       "      <td>leafy</td>\n",
       "      <td>lesson</td>\n",
       "      <td>cable</td>\n",
       "      <td>run</td>\n",
       "      <td>lobster</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>food</td>\n",
       "      <td>foods</td>\n",
       "      <td>chinese</td>\n",
       "      <td>thai</td>\n",
       "      <td>dog</td>\n",
       "      <td>stuff</td>\n",
       "      <td>cat</td>\n",
       "      <td>mexican</td>\n",
       "      <td>drinks</td>\n",
       "      <td>thanks</td>\n",
       "      <td>...</td>\n",
       "      <td>old</td>\n",
       "      <td>oil</td>\n",
       "      <td>ogre</td>\n",
       "      <td>october</td>\n",
       "      <td>november</td>\n",
       "      <td>nov</td>\n",
       "      <td>notes</td>\n",
       "      <td>note</td>\n",
       "      <td>nose</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>skin</td>\n",
       "      <td>tone</td>\n",
       "      <td>light</td>\n",
       "      <td>medium</td>\n",
       "      <td>woman</td>\n",
       "      <td>hand</td>\n",
       "      <td>man</td>\n",
       "      <td>hands</td>\n",
       "      <td>dark</td>\n",
       "      <td>dancing</td>\n",
       "      <td>...</td>\n",
       "      <td>lobster</td>\n",
       "      <td>crab</td>\n",
       "      <td>shoes</td>\n",
       "      <td>corn</td>\n",
       "      <td>loudly</td>\n",
       "      <td>shit</td>\n",
       "      <td>tips</td>\n",
       "      <td>cookies</td>\n",
       "      <td>makeup</td>\n",
       "      <td>really</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>gift</td>\n",
       "      <td>birthday</td>\n",
       "      <td>christmas</td>\n",
       "      <td>tree</td>\n",
       "      <td>happy</td>\n",
       "      <td>card</td>\n",
       "      <td>santa</td>\n",
       "      <td>claus</td>\n",
       "      <td>gifts</td>\n",
       "      <td>bday</td>\n",
       "      <td>...</td>\n",
       "      <td>eggs</td>\n",
       "      <td>electric</td>\n",
       "      <td>electricity</td>\n",
       "      <td>pouting</td>\n",
       "      <td>potato</td>\n",
       "      <td>position</td>\n",
       "      <td>evil</td>\n",
       "      <td>exclamation</td>\n",
       "      <td>popping</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>heart</td>\n",
       "      <td>red</td>\n",
       "      <td>hearts</td>\n",
       "      <td>suit</td>\n",
       "      <td>growing</td>\n",
       "      <td>purple</td>\n",
       "      <td>blue</td>\n",
       "      <td>candy</td>\n",
       "      <td>love</td>\n",
       "      <td>black</td>\n",
       "      <td>...</td>\n",
       "      <td>photo</td>\n",
       "      <td>crossed</td>\n",
       "      <td>crossbones</td>\n",
       "      <td>croissant</td>\n",
       "      <td>photos</td>\n",
       "      <td>piano</td>\n",
       "      <td>pig</td>\n",
       "      <td>pineapple</td>\n",
       "      <td>pistol</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>glass</td>\n",
       "      <td>wine</td>\n",
       "      <td>beer_mugs</td>\n",
       "      <td>clinking</td>\n",
       "      <td>drink</td>\n",
       "      <td>tropical</td>\n",
       "      <td>beer</td>\n",
       "      <td>festival</td>\n",
       "      <td>bottle</td>\n",
       "      <td>popping</td>\n",
       "      <td>...</td>\n",
       "      <td>electric</td>\n",
       "      <td>dumb</td>\n",
       "      <td>payback</td>\n",
       "      <td>earn</td>\n",
       "      <td>paw</td>\n",
       "      <td>panda</td>\n",
       "      <td>eat</td>\n",
       "      <td>egg</td>\n",
       "      <td>painting</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>uber</td>\n",
       "      <td>hotel</td>\n",
       "      <td>taxi</td>\n",
       "      <td>lyft</td>\n",
       "      <td>airbnb</td>\n",
       "      <td>airplane</td>\n",
       "      <td>bus</td>\n",
       "      <td>car</td>\n",
       "      <td>bnb</td>\n",
       "      <td>house</td>\n",
       "      <td>...</td>\n",
       "      <td>medal</td>\n",
       "      <td>mom</td>\n",
       "      <td>mobile</td>\n",
       "      <td>miss</td>\n",
       "      <td>middle</td>\n",
       "      <td>microbe</td>\n",
       "      <td>merry</td>\n",
       "      <td>men</td>\n",
       "      <td>medium</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>taco</td>\n",
       "      <td>sushi</td>\n",
       "      <td>hamburger</td>\n",
       "      <td>tacos</td>\n",
       "      <td>bell</td>\n",
       "      <td>pho</td>\n",
       "      <td>sandwich</td>\n",
       "      <td>burger</td>\n",
       "      <td>bento_box</td>\n",
       "      <td>flatbread</td>\n",
       "      <td>...</td>\n",
       "      <td>need</td>\n",
       "      <td>nauseated</td>\n",
       "      <td>nails</td>\n",
       "      <td>musical</td>\n",
       "      <td>music</td>\n",
       "      <td>mug</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>movies</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>shirt</td>\n",
       "      <td>clothes</td>\n",
       "      <td>shoe</td>\n",
       "      <td>woman’s</td>\n",
       "      <td>dress</td>\n",
       "      <td>shirts</td>\n",
       "      <td>shoes</td>\n",
       "      <td>jeans</td>\n",
       "      <td>running</td>\n",
       "      <td>tshirt</td>\n",
       "      <td>...</td>\n",
       "      <td>monday</td>\n",
       "      <td>medal</td>\n",
       "      <td>mobile</td>\n",
       "      <td>milk</td>\n",
       "      <td>middle</td>\n",
       "      <td>mexico</td>\n",
       "      <td>mexican</td>\n",
       "      <td>merry</td>\n",
       "      <td>medical</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>automobile</td>\n",
       "      <td>gas</td>\n",
       "      <td>electric</td>\n",
       "      <td>car</td>\n",
       "      <td>plug</td>\n",
       "      <td>oil</td>\n",
       "      <td>insurance</td>\n",
       "      <td>electricity</td>\n",
       "      <td>pge</td>\n",
       "      <td>money</td>\n",
       "      <td>...</td>\n",
       "      <td>movies</td>\n",
       "      <td>nerd</td>\n",
       "      <td>nauseated</td>\n",
       "      <td>nails</td>\n",
       "      <td>nail</td>\n",
       "      <td>music</td>\n",
       "      <td>mug</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>baseball</td>\n",
       "      <td>basketball</td>\n",
       "      <td>soccer</td>\n",
       "      <td>ball</td>\n",
       "      <td>golf</td>\n",
       "      <td>bowling</td>\n",
       "      <td>volleyball</td>\n",
       "      <td>softball</td>\n",
       "      <td>hockey</td>\n",
       "      <td>football</td>\n",
       "      <td>...</td>\n",
       "      <td>movie</td>\n",
       "      <td>mouth</td>\n",
       "      <td>mother’s</td>\n",
       "      <td>mortgage</td>\n",
       "      <td>moon</td>\n",
       "      <td>month</td>\n",
       "      <td>monster</td>\n",
       "      <td>moms</td>\n",
       "      <td>mobile</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>groceries</td>\n",
       "      <td>drinks</td>\n",
       "      <td>shopping</td>\n",
       "      <td>supplies</td>\n",
       "      <td>snacks</td>\n",
       "      <td>goods</td>\n",
       "      <td>bags</td>\n",
       "      <td>grocery</td>\n",
       "      <td>candy</td>\n",
       "      <td>cart</td>\n",
       "      <td>...</td>\n",
       "      <td>ogre</td>\n",
       "      <td>october</td>\n",
       "      <td>november</td>\n",
       "      <td>nov</td>\n",
       "      <td>notes</td>\n",
       "      <td>note</td>\n",
       "      <td>nose</td>\n",
       "      <td>nice</td>\n",
       "      <td>nerd</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>food</td>\n",
       "      <td>bread</td>\n",
       "      <td>face</td>\n",
       "      <td>meat</td>\n",
       "      <td>rice</td>\n",
       "      <td>chicken</td>\n",
       "      <td>savoring</td>\n",
       "      <td>cooking</td>\n",
       "      <td>chicken_drumstick</td>\n",
       "      <td>pot</td>\n",
       "      <td>...</td>\n",
       "      <td>loudly</td>\n",
       "      <td>lyft</td>\n",
       "      <td>machine</td>\n",
       "      <td>magic</td>\n",
       "      <td>makeup</td>\n",
       "      <td>maple</td>\n",
       "      <td>march</td>\n",
       "      <td>mark</td>\n",
       "      <td>masks</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>pizza</td>\n",
       "      <td>thanks</td>\n",
       "      <td>team</td>\n",
       "      <td>points</td>\n",
       "      <td>utilities</td>\n",
       "      <td>change</td>\n",
       "      <td>make</td>\n",
       "      <td>women</td>\n",
       "      <td>new</td>\n",
       "      <td>delivery</td>\n",
       "      <td>...</td>\n",
       "      <td>pile</td>\n",
       "      <td>pig</td>\n",
       "      <td>pie</td>\n",
       "      <td>picture</td>\n",
       "      <td>pics</td>\n",
       "      <td>pick</td>\n",
       "      <td>piano</td>\n",
       "      <td>photos</td>\n",
       "      <td>photo</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>thank</td>\n",
       "      <td>heart</td>\n",
       "      <td>face</td>\n",
       "      <td>red</td>\n",
       "      <td>love</td>\n",
       "      <td>gift</td>\n",
       "      <td>hearts</td>\n",
       "      <td>great</td>\n",
       "      <td>dog</td>\n",
       "      <td>getting</td>\n",
       "      <td>...</td>\n",
       "      <td>let’s</td>\n",
       "      <td>lifting</td>\n",
       "      <td>lion</td>\n",
       "      <td>lollipop</td>\n",
       "      <td>lotus</td>\n",
       "      <td>machine</td>\n",
       "      <td>mama</td>\n",
       "      <td>man’s</td>\n",
       "      <td>maple</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>rent</td>\n",
       "      <td>house</td>\n",
       "      <td>rental</td>\n",
       "      <td>july</td>\n",
       "      <td>money</td>\n",
       "      <td>june</td>\n",
       "      <td>august</td>\n",
       "      <td>april</td>\n",
       "      <td>march</td>\n",
       "      <td>january</td>\n",
       "      <td>...</td>\n",
       "      <td>panda</td>\n",
       "      <td>pancakes</td>\n",
       "      <td>palm_tree</td>\n",
       "      <td>palette</td>\n",
       "      <td>painting</td>\n",
       "      <td>paella</td>\n",
       "      <td>package</td>\n",
       "      <td>order</td>\n",
       "      <td>orange</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>green</td>\n",
       "      <td>cheese</td>\n",
       "      <td>wedge</td>\n",
       "      <td>bread</td>\n",
       "      <td>eggplant</td>\n",
       "      <td>salad</td>\n",
       "      <td>rice</td>\n",
       "      <td>ice</td>\n",
       "      <td>cream</td>\n",
       "      <td>apple</td>\n",
       "      <td>...</td>\n",
       "      <td>june</td>\n",
       "      <td>kiddos</td>\n",
       "      <td>kids</td>\n",
       "      <td>laptop</td>\n",
       "      <td>lashes</td>\n",
       "      <td>league</td>\n",
       "      <td>lesson</td>\n",
       "      <td>lessons</td>\n",
       "      <td>life</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>phone</td>\n",
       "      <td>mobile</td>\n",
       "      <td>money</td>\n",
       "      <td>telephone</td>\n",
       "      <td>receiver</td>\n",
       "      <td>cell</td>\n",
       "      <td>computer</td>\n",
       "      <td>laptop</td>\n",
       "      <td>arrow</td>\n",
       "      <td>insurance</td>\n",
       "      <td>...</td>\n",
       "      <td>pants</td>\n",
       "      <td>panda</td>\n",
       "      <td>pancakes</td>\n",
       "      <td>palm_tree</td>\n",
       "      <td>palette</td>\n",
       "      <td>painting</td>\n",
       "      <td>paella</td>\n",
       "      <td>order</td>\n",
       "      <td>orange</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>tickets</td>\n",
       "      <td>ticket</td>\n",
       "      <td>admission</td>\n",
       "      <td>tix</td>\n",
       "      <td>musical</td>\n",
       "      <td>notes</td>\n",
       "      <td>movie</td>\n",
       "      <td>festival</td>\n",
       "      <td>raffle</td>\n",
       "      <td>stage</td>\n",
       "      <td>...</td>\n",
       "      <td>need</td>\n",
       "      <td>nauseated</td>\n",
       "      <td>nails</td>\n",
       "      <td>nail</td>\n",
       "      <td>music</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>motor</td>\n",
       "      <td>mother</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>dollar</td>\n",
       "      <td>banknote</td>\n",
       "      <td>venmo</td>\n",
       "      <td>arrow</td>\n",
       "      <td>money</td>\n",
       "      <td>star</td>\n",
       "      <td>splitwisecom</td>\n",
       "      <td>white</td>\n",
       "      <td>medium</td>\n",
       "      <td>sign</td>\n",
       "      <td>...</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>movies</td>\n",
       "      <td>mountain</td>\n",
       "      <td>motor</td>\n",
       "      <td>mother’s</td>\n",
       "      <td>mother</td>\n",
       "      <td>mortgage</td>\n",
       "      <td>monster</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>festival</td>\n",
       "      <td>trip</td>\n",
       "      <td>floaty</td>\n",
       "      <td>camping</td>\n",
       "      <td>donation</td>\n",
       "      <td>raffle</td>\n",
       "      <td>fundraiser</td>\n",
       "      <td>musical</td>\n",
       "      <td>concert</td>\n",
       "      <td>weekend</td>\n",
       "      <td>...</td>\n",
       "      <td>mowing</td>\n",
       "      <td>movies</td>\n",
       "      <td>mouth</td>\n",
       "      <td>motor</td>\n",
       "      <td>mother’s</td>\n",
       "      <td>mother</td>\n",
       "      <td>mortgage</td>\n",
       "      <td>month</td>\n",
       "      <td>monster</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>coffee</td>\n",
       "      <td>cooking</td>\n",
       "      <td>tea</td>\n",
       "      <td>shake</td>\n",
       "      <td>table</td>\n",
       "      <td>bagel</td>\n",
       "      <td>face</td>\n",
       "      <td>tip</td>\n",
       "      <td>heart</td>\n",
       "      <td>doughnut</td>\n",
       "      <td>...</td>\n",
       "      <td>motor</td>\n",
       "      <td>nails</td>\n",
       "      <td>music</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>movies</td>\n",
       "      <td>movie</td>\n",
       "      <td>mouth</td>\n",
       "      <td>mountain</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>baby</td>\n",
       "      <td>woman</td>\n",
       "      <td>face</td>\n",
       "      <td>man</td>\n",
       "      <td>chick</td>\n",
       "      <td>girl</td>\n",
       "      <td>dog</td>\n",
       "      <td>women</td>\n",
       "      <td>bunny</td>\n",
       "      <td>ears</td>\n",
       "      <td>...</td>\n",
       "      <td>poker</td>\n",
       "      <td>chips</td>\n",
       "      <td>splitwise</td>\n",
       "      <td>spice</td>\n",
       "      <td>tour</td>\n",
       "      <td>tournament</td>\n",
       "      <td>train</td>\n",
       "      <td>training</td>\n",
       "      <td>soup</td>\n",
       "      <td>grimacing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>knife</td>\n",
       "      <td>fork</td>\n",
       "      <td>plate</td>\n",
       "      <td>kitchen</td>\n",
       "      <td>pistol</td>\n",
       "      <td>lunch</td>\n",
       "      <td>dinner</td>\n",
       "      <td>face</td>\n",
       "      <td>scissors</td>\n",
       "      <td>glass</td>\n",
       "      <td>...</td>\n",
       "      <td>nerd</td>\n",
       "      <td>need</td>\n",
       "      <td>nauseated</td>\n",
       "      <td>nails</td>\n",
       "      <td>nail</td>\n",
       "      <td>musical</td>\n",
       "      <td>music</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>football</td>\n",
       "      <td>american</td>\n",
       "      <td>fantasy</td>\n",
       "      <td>basketball</td>\n",
       "      <td>ball</td>\n",
       "      <td>soccer</td>\n",
       "      <td>baseball</td>\n",
       "      <td>place</td>\n",
       "      <td>trophy</td>\n",
       "      <td>volleyball</td>\n",
       "      <td>...</td>\n",
       "      <td>music</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>movies</td>\n",
       "      <td>mountain</td>\n",
       "      <td>motor</td>\n",
       "      <td>mother’s</td>\n",
       "      <td>mother</td>\n",
       "      <td>mortgage</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>skin</td>\n",
       "      <td>tone</td>\n",
       "      <td>light</td>\n",
       "      <td>medium</td>\n",
       "      <td>woman</td>\n",
       "      <td>man</td>\n",
       "      <td>dancing</td>\n",
       "      <td>hand</td>\n",
       "      <td>dark</td>\n",
       "      <td>hands</td>\n",
       "      <td>...</td>\n",
       "      <td>cupcake</td>\n",
       "      <td>idk</td>\n",
       "      <td>sent</td>\n",
       "      <td>cute</td>\n",
       "      <td>cuz</td>\n",
       "      <td>dad</td>\n",
       "      <td>daddy</td>\n",
       "      <td>sending</td>\n",
       "      <td>ibotta</td>\n",
       "      <td>plug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>cookie</td>\n",
       "      <td>cookies</td>\n",
       "      <td>rocket</td>\n",
       "      <td>popsicle</td>\n",
       "      <td>candy</td>\n",
       "      <td>girl</td>\n",
       "      <td>scout</td>\n",
       "      <td>snowflake</td>\n",
       "      <td>chocolate</td>\n",
       "      <td>lollipop</td>\n",
       "      <td>...</td>\n",
       "      <td>music</td>\n",
       "      <td>mug</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>movies</td>\n",
       "      <td>movie</td>\n",
       "      <td>mouth</td>\n",
       "      <td>motor</td>\n",
       "      <td>mother</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>fuel</td>\n",
       "      <td>pump</td>\n",
       "      <td>gas</td>\n",
       "      <td>automobile</td>\n",
       "      <td>face</td>\n",
       "      <td>rocket</td>\n",
       "      <td>money</td>\n",
       "      <td>suv</td>\n",
       "      <td>heart</td>\n",
       "      <td>dollar</td>\n",
       "      <td>...</td>\n",
       "      <td>palette</td>\n",
       "      <td>painting</td>\n",
       "      <td>owe</td>\n",
       "      <td>order</td>\n",
       "      <td>orange</td>\n",
       "      <td>open</td>\n",
       "      <td>oops</td>\n",
       "      <td>ogre</td>\n",
       "      <td>office</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>beer</td>\n",
       "      <td>mug</td>\n",
       "      <td>pizza</td>\n",
       "      <td>hamburger</td>\n",
       "      <td>beer_mugs</td>\n",
       "      <td>clinking</td>\n",
       "      <td>chicken_drumstick</td>\n",
       "      <td>face</td>\n",
       "      <td>glass</td>\n",
       "      <td>drink</td>\n",
       "      <td>...</td>\n",
       "      <td>mortgage</td>\n",
       "      <td>nails</td>\n",
       "      <td>nail</td>\n",
       "      <td>music</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>movies</td>\n",
       "      <td>mother’s</td>\n",
       "      <td>mother</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>money</td>\n",
       "      <td>bag</td>\n",
       "      <td>computer</td>\n",
       "      <td>laptop</td>\n",
       "      <td>cash</td>\n",
       "      <td>check</td>\n",
       "      <td>ibotta</td>\n",
       "      <td>way</td>\n",
       "      <td>fun</td>\n",
       "      <td>brands</td>\n",
       "      <td>...</td>\n",
       "      <td>monster</td>\n",
       "      <td>mexican</td>\n",
       "      <td>monkey</td>\n",
       "      <td>moms</td>\n",
       "      <td>mom</td>\n",
       "      <td>milk</td>\n",
       "      <td>middle</td>\n",
       "      <td>microbe</td>\n",
       "      <td>mexico</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>fish</td>\n",
       "      <td>tropical</td>\n",
       "      <td>tree</td>\n",
       "      <td>sun</td>\n",
       "      <td>beach</td>\n",
       "      <td>umbrella</td>\n",
       "      <td>water</td>\n",
       "      <td>wave</td>\n",
       "      <td>desert</td>\n",
       "      <td>palm_tree</td>\n",
       "      <td>...</td>\n",
       "      <td>movie</td>\n",
       "      <td>mobile</td>\n",
       "      <td>mouth</td>\n",
       "      <td>mother’s</td>\n",
       "      <td>mother</td>\n",
       "      <td>mortgage</td>\n",
       "      <td>monday</td>\n",
       "      <td>moms</td>\n",
       "      <td>mom</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>party</td>\n",
       "      <td>popper</td>\n",
       "      <td>birthday</td>\n",
       "      <td>cake</td>\n",
       "      <td>happy</td>\n",
       "      <td>christmas</td>\n",
       "      <td>tree</td>\n",
       "      <td>ball</td>\n",
       "      <td>confetti</td>\n",
       "      <td>gift</td>\n",
       "      <td>...</td>\n",
       "      <td>man’s</td>\n",
       "      <td>mask</td>\n",
       "      <td>masks</td>\n",
       "      <td>massage</td>\n",
       "      <td>math</td>\n",
       "      <td>meal</td>\n",
       "      <td>medical</td>\n",
       "      <td>men</td>\n",
       "      <td>mexican</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>bills</td>\n",
       "      <td>splitwisecom</td>\n",
       "      <td>states</td>\n",
       "      <td>united</td>\n",
       "      <td>expenses</td>\n",
       "      <td>splitwise</td>\n",
       "      <td>beers</td>\n",
       "      <td>phone</td>\n",
       "      <td>march</td>\n",
       "      <td>july</td>\n",
       "      <td>...</td>\n",
       "      <td>pho</td>\n",
       "      <td>person</td>\n",
       "      <td>performing</td>\n",
       "      <td>pepper</td>\n",
       "      <td>people</td>\n",
       "      <td>peanuts</td>\n",
       "      <td>payment</td>\n",
       "      <td>payback</td>\n",
       "      <td>paw</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>sweat</td>\n",
       "      <td>droplets</td>\n",
       "      <td>electric</td>\n",
       "      <td>plug</td>\n",
       "      <td>money</td>\n",
       "      <td>eggplant</td>\n",
       "      <td>festival</td>\n",
       "      <td>face</td>\n",
       "      <td>floaty</td>\n",
       "      <td>party</td>\n",
       "      <td>...</td>\n",
       "      <td>mother</td>\n",
       "      <td>need</td>\n",
       "      <td>nauseated</td>\n",
       "      <td>nails</td>\n",
       "      <td>music</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>movies</td>\n",
       "      <td>mother’s</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>camera</td>\n",
       "      <td>movie</td>\n",
       "      <td>flash</td>\n",
       "      <td>film</td>\n",
       "      <td>clapper</td>\n",
       "      <td>board</td>\n",
       "      <td>microphone</td>\n",
       "      <td>musical</td>\n",
       "      <td>popcorn</td>\n",
       "      <td>television</td>\n",
       "      <td>...</td>\n",
       "      <td>palm_tree</td>\n",
       "      <td>painting</td>\n",
       "      <td>paid</td>\n",
       "      <td>paella</td>\n",
       "      <td>package</td>\n",
       "      <td>owe</td>\n",
       "      <td>order</td>\n",
       "      <td>orange</td>\n",
       "      <td>oops</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>babysitting</td>\n",
       "      <td>tutoring</td>\n",
       "      <td>daycare</td>\n",
       "      <td>school</td>\n",
       "      <td>thanks</td>\n",
       "      <td>child</td>\n",
       "      <td>care</td>\n",
       "      <td>week</td>\n",
       "      <td>kids</td>\n",
       "      <td>hours</td>\n",
       "      <td>...</td>\n",
       "      <td>pge</td>\n",
       "      <td>performing</td>\n",
       "      <td>pepper</td>\n",
       "      <td>people</td>\n",
       "      <td>peanuts</td>\n",
       "      <td>peach</td>\n",
       "      <td>paying</td>\n",
       "      <td>payback</td>\n",
       "      <td>paw</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>heart</td>\n",
       "      <td>red</td>\n",
       "      <td>purple</td>\n",
       "      <td>blue</td>\n",
       "      <td>yellow</td>\n",
       "      <td>hearts</td>\n",
       "      <td>face</td>\n",
       "      <td>black</td>\n",
       "      <td>green</td>\n",
       "      <td>sparkling</td>\n",
       "      <td>...</td>\n",
       "      <td>mother</td>\n",
       "      <td>mortgage</td>\n",
       "      <td>month</td>\n",
       "      <td>monster</td>\n",
       "      <td>monday</td>\n",
       "      <td>mobile</td>\n",
       "      <td>milk</td>\n",
       "      <td>middle</td>\n",
       "      <td>microbe</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>glass</td>\n",
       "      <td>wine</td>\n",
       "      <td>bottle</td>\n",
       "      <td>cork</td>\n",
       "      <td>popping</td>\n",
       "      <td>clinking</td>\n",
       "      <td>beer_mugs</td>\n",
       "      <td>beer</td>\n",
       "      <td>mug</td>\n",
       "      <td>cocktail</td>\n",
       "      <td>...</td>\n",
       "      <td>flight</td>\n",
       "      <td>moms</td>\n",
       "      <td>floor</td>\n",
       "      <td>flower</td>\n",
       "      <td>flowers</td>\n",
       "      <td>fluttering</td>\n",
       "      <td>mobile</td>\n",
       "      <td>soap</td>\n",
       "      <td>foods</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>game</td>\n",
       "      <td>video</td>\n",
       "      <td>musical</td>\n",
       "      <td>die</td>\n",
       "      <td>score</td>\n",
       "      <td>points</td>\n",
       "      <td>collision</td>\n",
       "      <td>ball</td>\n",
       "      <td>notes</td>\n",
       "      <td>fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>movies</td>\n",
       "      <td>nov</td>\n",
       "      <td>nose</td>\n",
       "      <td>nauseated</td>\n",
       "      <td>nails</td>\n",
       "      <td>nail</td>\n",
       "      <td>mug</td>\n",
       "      <td>mrs</td>\n",
       "      <td>mowing</td>\n",
       "      <td>kissing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>pizza</td>\n",
       "      <td>french_fries</td>\n",
       "      <td>hamburger</td>\n",
       "      <td>doughnut</td>\n",
       "      <td>sandwich</td>\n",
       "      <td>hotdog</td>\n",
       "      <td>popcorn</td>\n",
       "      <td>fried_shrimp</td>\n",
       "      <td>pancakes</td>\n",
       "      <td>green</td>\n",
       "      <td>...</td>\n",
       "      <td>parking</td>\n",
       "      <td>park</td>\n",
       "      <td>paper</td>\n",
       "      <td>pants</td>\n",
       "      <td>panda</td>\n",
       "      <td>palm_tree</td>\n",
       "      <td>palette</td>\n",
       "      <td>painting</td>\n",
       "      <td>paid</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>pizza</td>\n",
       "      <td>face</td>\n",
       "      <td>party</td>\n",
       "      <td>chicken_drumstick</td>\n",
       "      <td>night</td>\n",
       "      <td>popper</td>\n",
       "      <td>time</td>\n",
       "      <td>love</td>\n",
       "      <td>drink</td>\n",
       "      <td>house</td>\n",
       "      <td>...</td>\n",
       "      <td>notes</td>\n",
       "      <td>note</td>\n",
       "      <td>nose</td>\n",
       "      <td>nice</td>\n",
       "      <td>new</td>\n",
       "      <td>nerd</td>\n",
       "      <td>need</td>\n",
       "      <td>nauseated</td>\n",
       "      <td>nails</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>burrito</td>\n",
       "      <td>taco</td>\n",
       "      <td>face</td>\n",
       "      <td>drink</td>\n",
       "      <td>tropical</td>\n",
       "      <td>coffee</td>\n",
       "      <td>sushi</td>\n",
       "      <td>food</td>\n",
       "      <td>chipotle</td>\n",
       "      <td>breakfast</td>\n",
       "      <td>...</td>\n",
       "      <td>park</td>\n",
       "      <td>paper</td>\n",
       "      <td>pants</td>\n",
       "      <td>panda</td>\n",
       "      <td>palette</td>\n",
       "      <td>painting</td>\n",
       "      <td>paid</td>\n",
       "      <td>package</td>\n",
       "      <td>owe</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>face</td>\n",
       "      <td>smiling</td>\n",
       "      <td>eyes</td>\n",
       "      <td>middle</td>\n",
       "      <td>finger</td>\n",
       "      <td>heart</td>\n",
       "      <td>kiss</td>\n",
       "      <td>blowing</td>\n",
       "      <td>hearts</td>\n",
       "      <td>grinning</td>\n",
       "      <td>...</td>\n",
       "      <td>massage</td>\n",
       "      <td>dance</td>\n",
       "      <td>masks</td>\n",
       "      <td>march</td>\n",
       "      <td>man’s</td>\n",
       "      <td>tour</td>\n",
       "      <td>date</td>\n",
       "      <td>tournament</td>\n",
       "      <td>daycare</td>\n",
       "      <td>supplies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>voltage</td>\n",
       "      <td>high</td>\n",
       "      <td>electric</td>\n",
       "      <td>light_bulb</td>\n",
       "      <td>plug</td>\n",
       "      <td>money</td>\n",
       "      <td>fuel</td>\n",
       "      <td>pump</td>\n",
       "      <td>computer</td>\n",
       "      <td>television</td>\n",
       "      <td>...</td>\n",
       "      <td>parking</td>\n",
       "      <td>park</td>\n",
       "      <td>pants</td>\n",
       "      <td>panda</td>\n",
       "      <td>pancakes</td>\n",
       "      <td>palm_tree</td>\n",
       "      <td>palette</td>\n",
       "      <td>painting</td>\n",
       "      <td>paid</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>taco</td>\n",
       "      <td>pizza</td>\n",
       "      <td>hamburger</td>\n",
       "      <td>sushi</td>\n",
       "      <td>burrito</td>\n",
       "      <td>french_fries</td>\n",
       "      <td>steaming_bowl</td>\n",
       "      <td>cookie</td>\n",
       "      <td>chicken_drumstick</td>\n",
       "      <td>rice</td>\n",
       "      <td>...</td>\n",
       "      <td>package</td>\n",
       "      <td>owe</td>\n",
       "      <td>orange</td>\n",
       "      <td>open</td>\n",
       "      <td>oops</td>\n",
       "      <td>old</td>\n",
       "      <td>oil</td>\n",
       "      <td>ogre</td>\n",
       "      <td>office</td>\n",
       "      <td>1st</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>53 rows × 922 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0             1          2                  3          4    \\\n",
       "8      services          head        din               sale      paper   \n",
       "0         house           car       love               baby   cleaning   \n",
       "3        thanks          good       know                day       test   \n",
       "9           tip          nail       face              party     polish   \n",
       "49        stuff          wifi        lol                ass       bday   \n",
       "10        lunch        dinner    chicken      steaming_bowl      salad   \n",
       "42         face        person        dog            getting       flag   \n",
       "18        money         house    deposit             garden    payment   \n",
       "23         face       smiling       eyes               kiss    blowing   \n",
       "25         food         foods    chinese               thai        dog   \n",
       "33         skin          tone      light             medium      woman   \n",
       "41         gift      birthday  christmas               tree      happy   \n",
       "6         heart           red     hearts               suit    growing   \n",
       "44        glass          wine  beer_mugs           clinking      drink   \n",
       "13         uber         hotel       taxi               lyft     airbnb   \n",
       "22         taco         sushi  hamburger              tacos       bell   \n",
       "15        shirt       clothes       shoe            woman’s      dress   \n",
       "30   automobile           gas   electric                car       plug   \n",
       "11     baseball    basketball     soccer               ball       golf   \n",
       "27    groceries        drinks   shopping           supplies     snacks   \n",
       "2          food         bread       face               meat       rice   \n",
       "39        pizza        thanks       team             points  utilities   \n",
       "46        thank         heart       face                red       love   \n",
       "24         rent         house     rental               july      money   \n",
       "20        green        cheese      wedge              bread   eggplant   \n",
       "50        phone        mobile      money          telephone   receiver   \n",
       "45      tickets        ticket  admission                tix    musical   \n",
       "26       dollar      banknote      venmo              arrow      money   \n",
       "4      festival          trip     floaty            camping   donation   \n",
       "32       coffee       cooking        tea              shake      table   \n",
       "38         baby         woman       face                man      chick   \n",
       "14        knife          fork      plate            kitchen     pistol   \n",
       "51     football      american    fantasy         basketball       ball   \n",
       "16         skin          tone      light             medium      woman   \n",
       "1        cookie       cookies     rocket           popsicle      candy   \n",
       "35         fuel          pump        gas         automobile       face   \n",
       "28         beer           mug      pizza          hamburger  beer_mugs   \n",
       "31        money           bag   computer             laptop       cash   \n",
       "7          fish      tropical       tree                sun      beach   \n",
       "40        party        popper   birthday               cake      happy   \n",
       "43        bills  splitwisecom     states             united   expenses   \n",
       "47        sweat      droplets   electric               plug      money   \n",
       "29       camera         movie      flash               film    clapper   \n",
       "21  babysitting      tutoring    daycare             school     thanks   \n",
       "5         heart           red     purple               blue     yellow   \n",
       "48        glass          wine     bottle               cork    popping   \n",
       "34         game         video    musical                die      score   \n",
       "17        pizza  french_fries  hamburger           doughnut   sandwich   \n",
       "36        pizza          face      party  chicken_drumstick      night   \n",
       "19      burrito          taco       face              drink   tropical   \n",
       "52         face       smiling       eyes             middle     finger   \n",
       "37      voltage          high   electric         light_bulb       plug   \n",
       "12         taco         pizza  hamburger              sushi    burrito   \n",
       "\n",
       "             5                  6             7                  8    \\\n",
       "8        present             august        square              board   \n",
       "0          water                fun           dog          telephone   \n",
       "3           time               work          week              night   \n",
       "9           hair             popper           ice  chicken_drumstick   \n",
       "49          july                poo        costco               shit   \n",
       "10      chipotle             paella         green       french_fries   \n",
       "42          hole            haircut         mouth               mask   \n",
       "18        refund                fee          dues                pay   \n",
       "23         heart             hearts    sunglasses           grinning   \n",
       "25         stuff                cat       mexican             drinks   \n",
       "33          hand                man         hands               dark   \n",
       "41          card              santa         claus              gifts   \n",
       "6         purple               blue         candy               love   \n",
       "44      tropical               beer      festival             bottle   \n",
       "13      airplane                bus           car                bnb   \n",
       "22           pho           sandwich        burger          bento_box   \n",
       "15        shirts              shoes         jeans            running   \n",
       "30           oil          insurance   electricity                pge   \n",
       "11       bowling         volleyball      softball             hockey   \n",
       "27         goods               bags       grocery              candy   \n",
       "2        chicken           savoring       cooking  chicken_drumstick   \n",
       "39        change               make         women                new   \n",
       "46          gift             hearts         great                dog   \n",
       "24          june             august         april              march   \n",
       "20         salad               rice           ice              cream   \n",
       "50          cell           computer        laptop              arrow   \n",
       "45         notes              movie      festival             raffle   \n",
       "26          star       splitwisecom         white             medium   \n",
       "4         raffle         fundraiser       musical            concert   \n",
       "32         bagel               face           tip              heart   \n",
       "38          girl                dog         women              bunny   \n",
       "14         lunch             dinner          face           scissors   \n",
       "51        soccer           baseball         place             trophy   \n",
       "16           man            dancing          hand               dark   \n",
       "1           girl              scout     snowflake          chocolate   \n",
       "35        rocket              money           suv              heart   \n",
       "28      clinking  chicken_drumstick          face              glass   \n",
       "31         check             ibotta           way                fun   \n",
       "7       umbrella              water          wave             desert   \n",
       "40     christmas               tree          ball           confetti   \n",
       "43     splitwise              beers         phone              march   \n",
       "47      eggplant           festival          face             floaty   \n",
       "29         board         microphone       musical            popcorn   \n",
       "21         child               care          week               kids   \n",
       "5         hearts               face         black              green   \n",
       "48      clinking          beer_mugs          beer                mug   \n",
       "34        points          collision          ball              notes   \n",
       "17        hotdog            popcorn  fried_shrimp           pancakes   \n",
       "36        popper               time          love              drink   \n",
       "19        coffee              sushi          food           chipotle   \n",
       "52         heart               kiss       blowing             hearts   \n",
       "37         money               fuel          pump           computer   \n",
       "12  french_fries      steaming_bowl        cookie  chicken_drumstick   \n",
       "\n",
       "           9    ...        912         913          914        915       916  \\\n",
       "8      woman’s  ...        pig         pie      picture       pics      pick   \n",
       "0         life  ...       mama      makeup         lyft      lunch    loudly   \n",
       "3         best  ...      money      monday         moms        mom    mobile   \n",
       "9       button  ...        pie      family         pics      phone  father’s   \n",
       "49        june  ...     ibotta       index       jacket      jeans    jersey   \n",
       "10    eggplant  ...      march      makeup     lipstick      magic      lyft   \n",
       "42     winking  ...        din    pregnant      pretzel  deciduous  december   \n",
       "18        cash  ...      maple     massage         math       meat       men   \n",
       "23       tears  ...        key      brands      sending       earn     leafy   \n",
       "25      thanks  ...        old         oil         ogre    october  november   \n",
       "33     dancing  ...    lobster        crab        shoes       corn    loudly   \n",
       "41        bday  ...       eggs    electric  electricity    pouting    potato   \n",
       "6        black  ...      photo     crossed   crossbones  croissant    photos   \n",
       "44     popping  ...   electric        dumb      payback       earn       paw   \n",
       "13       house  ...      medal         mom       mobile       miss    middle   \n",
       "22   flatbread  ...       need   nauseated        nails    musical     music   \n",
       "15      tshirt  ...     monday       medal       mobile       milk    middle   \n",
       "30       money  ...     movies        nerd    nauseated      nails      nail   \n",
       "11    football  ...      movie       mouth     mother’s   mortgage      moon   \n",
       "27        cart  ...       ogre     october     november        nov     notes   \n",
       "2          pot  ...     loudly        lyft      machine      magic    makeup   \n",
       "39    delivery  ...       pile         pig          pie    picture      pics   \n",
       "46     getting  ...      let’s     lifting         lion   lollipop     lotus   \n",
       "24     january  ...      panda    pancakes    palm_tree    palette  painting   \n",
       "20       apple  ...       june      kiddos         kids     laptop    lashes   \n",
       "50   insurance  ...      pants       panda     pancakes  palm_tree   palette   \n",
       "45       stage  ...       need   nauseated        nails       nail     music   \n",
       "26        sign  ...        mrs      mowing       movies   mountain     motor   \n",
       "4      weekend  ...     mowing      movies        mouth      motor  mother’s   \n",
       "32    doughnut  ...      motor       nails        music        mrs    mowing   \n",
       "38        ears  ...      poker       chips    splitwise      spice      tour   \n",
       "14       glass  ...       nerd        need    nauseated      nails      nail   \n",
       "51  volleyball  ...      music         mrs       mowing     movies  mountain   \n",
       "16       hands  ...    cupcake         idk         sent       cute       cuz   \n",
       "1     lollipop  ...      music         mug          mrs     mowing    movies   \n",
       "35      dollar  ...    palette    painting          owe      order    orange   \n",
       "28       drink  ...   mortgage       nails         nail      music       mrs   \n",
       "31      brands  ...    monster     mexican       monkey       moms       mom   \n",
       "7    palm_tree  ...      movie      mobile        mouth   mother’s    mother   \n",
       "40        gift  ...      man’s        mask        masks    massage      math   \n",
       "43        july  ...        pho      person   performing     pepper    people   \n",
       "47       party  ...     mother        need    nauseated      nails     music   \n",
       "29  television  ...  palm_tree    painting         paid     paella   package   \n",
       "21       hours  ...        pge  performing       pepper     people   peanuts   \n",
       "5    sparkling  ...     mother    mortgage        month    monster    monday   \n",
       "48    cocktail  ...     flight        moms        floor     flower   flowers   \n",
       "34     fantasy  ...     movies         nov         nose  nauseated     nails   \n",
       "17       green  ...    parking        park        paper      pants     panda   \n",
       "36       house  ...      notes        note         nose       nice       new   \n",
       "19   breakfast  ...       park       paper        pants      panda   palette   \n",
       "52    grinning  ...    massage       dance        masks      march     man’s   \n",
       "37  television  ...    parking        park        pants      panda  pancakes   \n",
       "12        rice  ...    package         owe       orange       open      oops   \n",
       "\n",
       "           917       918          919       920        921  \n",
       "8        piano    photos        photo     phone        1st  \n",
       "0        lotus  lollipop          lol   lobster        1st  \n",
       "3   microphone   microbe       mexico   mexican        1st  \n",
       "9     favorite       pho          feb  february       zany  \n",
       "49         joy      kale          key     knife        1st  \n",
       "10      loudly     lotus          lol      loan        1st  \n",
       "42     daycare      pump        purse     curry   tutoring  \n",
       "18       merry   mexican       mexico   microbe    kissing  \n",
       "23      lesson     cable          run   lobster        1st  \n",
       "25         nov     notes         note      nose        1st  \n",
       "33        shit      tips      cookies    makeup     really  \n",
       "41    position      evil  exclamation   popping    kissing  \n",
       "6        piano       pig    pineapple    pistol    kissing  \n",
       "44       panda       eat          egg  painting        1st  \n",
       "13     microbe     merry          men    medium        1st  \n",
       "22         mug       mrs       mowing    movies        1st  \n",
       "15      mexico   mexican        merry   medical        1st  \n",
       "30       music       mug          mrs    mowing        1st  \n",
       "11       month   monster         moms    mobile    kissing  \n",
       "27        note      nose         nice      nerd        1st  \n",
       "2        maple     march         mark     masks        1st  \n",
       "39        pick     piano       photos     photo        1st  \n",
       "46     machine      mama        man’s     maple        1st  \n",
       "24      paella   package        order    orange        1st  \n",
       "20      league    lesson      lessons      life        1st  \n",
       "50    painting    paella        order    orange        1st  \n",
       "45         mrs    mowing        motor    mother        1st  \n",
       "26    mother’s    mother     mortgage   monster        1st  \n",
       "4       mother  mortgage        month   monster        1st  \n",
       "32      movies     movie        mouth  mountain        1st  \n",
       "38  tournament     train     training      soup  grimacing  \n",
       "14     musical     music          mrs    mowing        1st  \n",
       "51       motor  mother’s       mother  mortgage    kissing  \n",
       "16         dad     daddy      sending    ibotta       plug  \n",
       "1        movie     mouth        motor    mother    kissing  \n",
       "35        open      oops         ogre    office        1st  \n",
       "28      mowing    movies     mother’s    mother        1st  \n",
       "31        milk    middle      microbe    mexico        1st  \n",
       "7     mortgage    monday         moms       mom        1st  \n",
       "40        meal   medical          men   mexican        1st  \n",
       "43     peanuts   payment      payback       paw        1st  \n",
       "47         mrs    mowing       movies  mother’s        1st  \n",
       "29         owe     order       orange      oops    kissing  \n",
       "21       peach    paying      payback       paw        1st  \n",
       "5       mobile      milk       middle   microbe        1st  \n",
       "48  fluttering    mobile         soap     foods    kissing  \n",
       "34        nail       mug          mrs    mowing    kissing  \n",
       "17   palm_tree   palette     painting      paid        1st  \n",
       "36        nerd      need    nauseated     nails        1st  \n",
       "19    painting      paid      package       owe        1st  \n",
       "52        tour      date   tournament   daycare   supplies  \n",
       "37   palm_tree   palette     painting      paid        1st  \n",
       "12         old       oil         ogre    office        1st  \n",
       "\n",
       "[53 rows x 922 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "framed_cluster_words.iloc[display_order,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "ordered_cluster_counts = []\n",
    "for i in range(NUM_CLUSTERS):\n",
    "    #note that need to use a try and except here, because kmeans sometimes creates centroids that have no documents\n",
    "    try:\n",
    "        ordered_cluster_counts.extend(\n",
    "            cluster_content[i].sort_values(ascending=False))\n",
    "    except:\n",
    "        ordered_cluster_counts.extend(np.zeros(num_words))\n",
    "framed_cluster_counts = np.array(ordered_cluster_counts).reshape(len(note_count),len(columns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 108,   96,   84, ...,    0,    0,    0],\n",
       "       [1208,  791,  770, ...,    0,    0,    0],\n",
       "       [1533,  583,  420, ...,    0,    0,    0],\n",
       "       ...,\n",
       "       [2890, 1281,  725, ...,    0,    0,    0],\n",
       "       [ 836,  836,  724, ...,    0,    0,    0],\n",
       "       [1012,  937,  335, ...,    0,    0,    0]])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "framed_cluster_counts[display_order]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "framed_cluster_with_counts = pd.concat([note_count,pd.DataFrame(ordered_cluster_content)],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
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       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>...</th>\n",
       "      <th>912</th>\n",
       "      <th>913</th>\n",
       "      <th>914</th>\n",
       "      <th>915</th>\n",
       "      <th>916</th>\n",
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       "      <th>921</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>70573</td>\n",
       "      <td>(services, 108)</td>\n",
       "      <td>(head, 96)</td>\n",
       "      <td>(din, 84)</td>\n",
       "      <td>(sale, 71)</td>\n",
       "      <td>(paper, 60)</td>\n",
       "      <td>(present, 60)</td>\n",
       "      <td>(august, 57)</td>\n",
       "      <td>(square, 48)</td>\n",
       "      <td>(board, 36)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pig, 0)</td>\n",
       "      <td>(pie, 0)</td>\n",
       "      <td>(picture, 0)</td>\n",
       "      <td>(pics, 0)</td>\n",
       "      <td>(pick, 0)</td>\n",
       "      <td>(piano, 0)</td>\n",
       "      <td>(photos, 0)</td>\n",
       "      <td>(photo, 0)</td>\n",
       "      <td>(phone, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21466</td>\n",
       "      <td>(house, 1208)</td>\n",
       "      <td>(car, 791)</td>\n",
       "      <td>(love, 770)</td>\n",
       "      <td>(baby, 764)</td>\n",
       "      <td>(cleaning, 482)</td>\n",
       "      <td>(water, 456)</td>\n",
       "      <td>(fun, 395)</td>\n",
       "      <td>(dog, 389)</td>\n",
       "      <td>(telephone, 383)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mama, 0)</td>\n",
       "      <td>(makeup, 0)</td>\n",
       "      <td>(lyft, 0)</td>\n",
       "      <td>(lunch, 0)</td>\n",
       "      <td>(loudly, 0)</td>\n",
       "      <td>(lotus, 0)</td>\n",
       "      <td>(lollipop, 0)</td>\n",
       "      <td>(lol, 0)</td>\n",
       "      <td>(lobster, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14830</td>\n",
       "      <td>(thanks, 1533)</td>\n",
       "      <td>(good, 583)</td>\n",
       "      <td>(know, 420)</td>\n",
       "      <td>(day, 385)</td>\n",
       "      <td>(test, 366)</td>\n",
       "      <td>(time, 324)</td>\n",
       "      <td>(work, 323)</td>\n",
       "      <td>(week, 322)</td>\n",
       "      <td>(night, 295)</td>\n",
       "      <td>...</td>\n",
       "      <td>(money, 0)</td>\n",
       "      <td>(monday, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(mom, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(microphone, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(mexico, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>14599</td>\n",
       "      <td>(tip, 518)</td>\n",
       "      <td>(nail, 503)</td>\n",
       "      <td>(face, 502)</td>\n",
       "      <td>(party, 472)</td>\n",
       "      <td>(polish, 472)</td>\n",
       "      <td>(hair, 471)</td>\n",
       "      <td>(popper, 451)</td>\n",
       "      <td>(ice, 350)</td>\n",
       "      <td>(chicken_drumstick, 338)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pie, 0)</td>\n",
       "      <td>(family, 0)</td>\n",
       "      <td>(pics, 0)</td>\n",
       "      <td>(phone, 0)</td>\n",
       "      <td>(father’s, 0)</td>\n",
       "      <td>(favorite, 0)</td>\n",
       "      <td>(pho, 0)</td>\n",
       "      <td>(feb, 0)</td>\n",
       "      <td>(february, 0)</td>\n",
       "      <td>(zany, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>12871</td>\n",
       "      <td>(stuff, 1676)</td>\n",
       "      <td>(wifi, 458)</td>\n",
       "      <td>(lol, 437)</td>\n",
       "      <td>(ass, 366)</td>\n",
       "      <td>(bday, 354)</td>\n",
       "      <td>(july, 353)</td>\n",
       "      <td>(poo, 322)</td>\n",
       "      <td>(costco, 307)</td>\n",
       "      <td>(shit, 304)</td>\n",
       "      <td>...</td>\n",
       "      <td>(ibotta, 0)</td>\n",
       "      <td>(index, 0)</td>\n",
       "      <td>(jacket, 0)</td>\n",
       "      <td>(jeans, 0)</td>\n",
       "      <td>(jersey, 0)</td>\n",
       "      <td>(joy, 0)</td>\n",
       "      <td>(kale, 0)</td>\n",
       "      <td>(key, 0)</td>\n",
       "      <td>(knife, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>12744</td>\n",
       "      <td>(lunch, 1111)</td>\n",
       "      <td>(dinner, 992)</td>\n",
       "      <td>(chicken, 720)</td>\n",
       "      <td>(steaming_bowl, 469)</td>\n",
       "      <td>(salad, 415)</td>\n",
       "      <td>(chipotle, 357)</td>\n",
       "      <td>(paella, 351)</td>\n",
       "      <td>(green, 330)</td>\n",
       "      <td>(french_fries, 314)</td>\n",
       "      <td>...</td>\n",
       "      <td>(march, 0)</td>\n",
       "      <td>(makeup, 0)</td>\n",
       "      <td>(lipstick, 0)</td>\n",
       "      <td>(magic, 0)</td>\n",
       "      <td>(lyft, 0)</td>\n",
       "      <td>(loudly, 0)</td>\n",
       "      <td>(lotus, 0)</td>\n",
       "      <td>(lol, 0)</td>\n",
       "      <td>(loan, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>11362</td>\n",
       "      <td>(face, 6417)</td>\n",
       "      <td>(person, 1030)</td>\n",
       "      <td>(dog, 960)</td>\n",
       "      <td>(getting, 888)</td>\n",
       "      <td>(flag, 840)</td>\n",
       "      <td>(hole, 790)</td>\n",
       "      <td>(haircut, 779)</td>\n",
       "      <td>(mouth, 426)</td>\n",
       "      <td>(mask, 346)</td>\n",
       "      <td>...</td>\n",
       "      <td>(din, 0)</td>\n",
       "      <td>(pregnant, 0)</td>\n",
       "      <td>(pretzel, 0)</td>\n",
       "      <td>(deciduous, 0)</td>\n",
       "      <td>(december, 0)</td>\n",
       "      <td>(daycare, 0)</td>\n",
       "      <td>(pump, 0)</td>\n",
       "      <td>(purse, 0)</td>\n",
       "      <td>(curry, 0)</td>\n",
       "      <td>(tutoring, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>8597</td>\n",
       "      <td>(money, 3478)</td>\n",
       "      <td>(house, 3326)</td>\n",
       "      <td>(deposit, 638)</td>\n",
       "      <td>(garden, 631)</td>\n",
       "      <td>(payment, 608)</td>\n",
       "      <td>(refund, 484)</td>\n",
       "      <td>(fee, 388)</td>\n",
       "      <td>(dues, 338)</td>\n",
       "      <td>(pay, 331)</td>\n",
       "      <td>...</td>\n",
       "      <td>(maple, 0)</td>\n",
       "      <td>(massage, 0)</td>\n",
       "      <td>(math, 0)</td>\n",
       "      <td>(meat, 0)</td>\n",
       "      <td>(men, 0)</td>\n",
       "      <td>(merry, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(mexico, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>7694</td>\n",
       "      <td>(face, 10153)</td>\n",
       "      <td>(smiling, 4467)</td>\n",
       "      <td>(eyes, 2166)</td>\n",
       "      <td>(kiss, 1671)</td>\n",
       "      <td>(blowing, 1597)</td>\n",
       "      <td>(heart, 823)</td>\n",
       "      <td>(hearts, 731)</td>\n",
       "      <td>(sunglasses, 550)</td>\n",
       "      <td>(grinning, 538)</td>\n",
       "      <td>...</td>\n",
       "      <td>(key, 0)</td>\n",
       "      <td>(brands, 0)</td>\n",
       "      <td>(sending, 0)</td>\n",
       "      <td>(earn, 0)</td>\n",
       "      <td>(leafy, 0)</td>\n",
       "      <td>(lesson, 0)</td>\n",
       "      <td>(cable, 0)</td>\n",
       "      <td>(run, 0)</td>\n",
       "      <td>(lobster, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6611</td>\n",
       "      <td>(food, 6414)</td>\n",
       "      <td>(foods, 246)</td>\n",
       "      <td>(chinese, 96)</td>\n",
       "      <td>(thai, 72)</td>\n",
       "      <td>(dog, 68)</td>\n",
       "      <td>(stuff, 40)</td>\n",
       "      <td>(cat, 31)</td>\n",
       "      <td>(mexican, 29)</td>\n",
       "      <td>(drinks, 26)</td>\n",
       "      <td>...</td>\n",
       "      <td>(old, 0)</td>\n",
       "      <td>(oil, 0)</td>\n",
       "      <td>(ogre, 0)</td>\n",
       "      <td>(october, 0)</td>\n",
       "      <td>(november, 0)</td>\n",
       "      <td>(nov, 0)</td>\n",
       "      <td>(notes, 0)</td>\n",
       "      <td>(note, 0)</td>\n",
       "      <td>(nose, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>6339</td>\n",
       "      <td>(skin, 6299)</td>\n",
       "      <td>(tone, 6298)</td>\n",
       "      <td>(light, 4718)</td>\n",
       "      <td>(medium, 3583)</td>\n",
       "      <td>(woman, 1732)</td>\n",
       "      <td>(hand, 844)</td>\n",
       "      <td>(man, 822)</td>\n",
       "      <td>(hands, 654)</td>\n",
       "      <td>(dark, 544)</td>\n",
       "      <td>...</td>\n",
       "      <td>(lobster, 0)</td>\n",
       "      <td>(crab, 0)</td>\n",
       "      <td>(shoes, 0)</td>\n",
       "      <td>(corn, 0)</td>\n",
       "      <td>(loudly, 0)</td>\n",
       "      <td>(shit, 0)</td>\n",
       "      <td>(tips, 0)</td>\n",
       "      <td>(cookies, 0)</td>\n",
       "      <td>(makeup, 0)</td>\n",
       "      <td>(really, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>5752</td>\n",
       "      <td>(gift, 3455)</td>\n",
       "      <td>(birthday, 1121)</td>\n",
       "      <td>(christmas, 823)</td>\n",
       "      <td>(tree, 561)</td>\n",
       "      <td>(happy, 502)</td>\n",
       "      <td>(card, 297)</td>\n",
       "      <td>(santa, 262)</td>\n",
       "      <td>(claus, 261)</td>\n",
       "      <td>(gifts, 246)</td>\n",
       "      <td>...</td>\n",
       "      <td>(eggs, 0)</td>\n",
       "      <td>(electric, 0)</td>\n",
       "      <td>(electricity, 0)</td>\n",
       "      <td>(pouting, 0)</td>\n",
       "      <td>(potato, 0)</td>\n",
       "      <td>(position, 0)</td>\n",
       "      <td>(evil, 0)</td>\n",
       "      <td>(exclamation, 0)</td>\n",
       "      <td>(popping, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5107</td>\n",
       "      <td>(heart, 4526)</td>\n",
       "      <td>(red, 2294)</td>\n",
       "      <td>(hearts, 856)</td>\n",
       "      <td>(suit, 305)</td>\n",
       "      <td>(growing, 264)</td>\n",
       "      <td>(purple, 239)</td>\n",
       "      <td>(blue, 235)</td>\n",
       "      <td>(candy, 190)</td>\n",
       "      <td>(love, 184)</td>\n",
       "      <td>...</td>\n",
       "      <td>(photo, 0)</td>\n",
       "      <td>(crossed, 0)</td>\n",
       "      <td>(crossbones, 0)</td>\n",
       "      <td>(croissant, 0)</td>\n",
       "      <td>(photos, 0)</td>\n",
       "      <td>(piano, 0)</td>\n",
       "      <td>(pig, 0)</td>\n",
       "      <td>(pineapple, 0)</td>\n",
       "      <td>(pistol, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>5047</td>\n",
       "      <td>(glass, 1849)</td>\n",
       "      <td>(wine, 1201)</td>\n",
       "      <td>(beer_mugs, 1158)</td>\n",
       "      <td>(clinking, 1158)</td>\n",
       "      <td>(drink, 829)</td>\n",
       "      <td>(tropical, 794)</td>\n",
       "      <td>(beer, 594)</td>\n",
       "      <td>(festival, 561)</td>\n",
       "      <td>(bottle, 527)</td>\n",
       "      <td>...</td>\n",
       "      <td>(electric, 0)</td>\n",
       "      <td>(dumb, 0)</td>\n",
       "      <td>(payback, 0)</td>\n",
       "      <td>(earn, 0)</td>\n",
       "      <td>(paw, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(eat, 0)</td>\n",
       "      <td>(egg, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4274</td>\n",
       "      <td>(uber, 1687)</td>\n",
       "      <td>(hotel, 777)</td>\n",
       "      <td>(taxi, 736)</td>\n",
       "      <td>(lyft, 321)</td>\n",
       "      <td>(airbnb, 242)</td>\n",
       "      <td>(airplane, 226)</td>\n",
       "      <td>(bus, 215)</td>\n",
       "      <td>(car, 194)</td>\n",
       "      <td>(bnb, 106)</td>\n",
       "      <td>...</td>\n",
       "      <td>(medal, 0)</td>\n",
       "      <td>(mom, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(miss, 0)</td>\n",
       "      <td>(middle, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(merry, 0)</td>\n",
       "      <td>(men, 0)</td>\n",
       "      <td>(medium, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4082</td>\n",
       "      <td>(taco, 2024)</td>\n",
       "      <td>(sushi, 1096)</td>\n",
       "      <td>(hamburger, 890)</td>\n",
       "      <td>(tacos, 197)</td>\n",
       "      <td>(bell, 161)</td>\n",
       "      <td>(pho, 126)</td>\n",
       "      <td>(sandwich, 114)</td>\n",
       "      <td>(burger, 97)</td>\n",
       "      <td>(bento_box, 78)</td>\n",
       "      <td>...</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(musical, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mug, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4052</td>\n",
       "      <td>(shirt, 1425)</td>\n",
       "      <td>(clothes, 534)</td>\n",
       "      <td>(shoe, 457)</td>\n",
       "      <td>(woman’s, 373)</td>\n",
       "      <td>(dress, 364)</td>\n",
       "      <td>(shirts, 312)</td>\n",
       "      <td>(shoes, 281)</td>\n",
       "      <td>(jeans, 243)</td>\n",
       "      <td>(running, 243)</td>\n",
       "      <td>...</td>\n",
       "      <td>(monday, 0)</td>\n",
       "      <td>(medal, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(milk, 0)</td>\n",
       "      <td>(middle, 0)</td>\n",
       "      <td>(mexico, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(merry, 0)</td>\n",
       "      <td>(medical, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>3673</td>\n",
       "      <td>(automobile, 1705)</td>\n",
       "      <td>(gas, 1197)</td>\n",
       "      <td>(electric, 543)</td>\n",
       "      <td>(car, 172)</td>\n",
       "      <td>(plug, 149)</td>\n",
       "      <td>(oil, 147)</td>\n",
       "      <td>(insurance, 125)</td>\n",
       "      <td>(electricity, 111)</td>\n",
       "      <td>(pge, 103)</td>\n",
       "      <td>...</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(nerd, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mug, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3404</td>\n",
       "      <td>(baseball, 550)</td>\n",
       "      <td>(basketball, 521)</td>\n",
       "      <td>(soccer, 442)</td>\n",
       "      <td>(ball, 402)</td>\n",
       "      <td>(golf, 379)</td>\n",
       "      <td>(bowling, 303)</td>\n",
       "      <td>(volleyball, 284)</td>\n",
       "      <td>(softball, 257)</td>\n",
       "      <td>(hockey, 244)</td>\n",
       "      <td>...</td>\n",
       "      <td>(movie, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(moon, 0)</td>\n",
       "      <td>(month, 0)</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3380</td>\n",
       "      <td>(groceries, 1304)</td>\n",
       "      <td>(drinks, 446)</td>\n",
       "      <td>(shopping, 316)</td>\n",
       "      <td>(supplies, 263)</td>\n",
       "      <td>(snacks, 242)</td>\n",
       "      <td>(goods, 234)</td>\n",
       "      <td>(bags, 197)</td>\n",
       "      <td>(grocery, 195)</td>\n",
       "      <td>(candy, 132)</td>\n",
       "      <td>...</td>\n",
       "      <td>(ogre, 0)</td>\n",
       "      <td>(october, 0)</td>\n",
       "      <td>(november, 0)</td>\n",
       "      <td>(nov, 0)</td>\n",
       "      <td>(notes, 0)</td>\n",
       "      <td>(note, 0)</td>\n",
       "      <td>(nose, 0)</td>\n",
       "      <td>(nice, 0)</td>\n",
       "      <td>(nerd, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3338</td>\n",
       "      <td>(food, 820)</td>\n",
       "      <td>(bread, 557)</td>\n",
       "      <td>(face, 535)</td>\n",
       "      <td>(meat, 438)</td>\n",
       "      <td>(rice, 419)</td>\n",
       "      <td>(chicken, 379)</td>\n",
       "      <td>(savoring, 370)</td>\n",
       "      <td>(cooking, 369)</td>\n",
       "      <td>(chicken_drumstick, 351)</td>\n",
       "      <td>...</td>\n",
       "      <td>(loudly, 0)</td>\n",
       "      <td>(lyft, 0)</td>\n",
       "      <td>(machine, 0)</td>\n",
       "      <td>(magic, 0)</td>\n",
       "      <td>(makeup, 0)</td>\n",
       "      <td>(maple, 0)</td>\n",
       "      <td>(march, 0)</td>\n",
       "      <td>(mark, 0)</td>\n",
       "      <td>(masks, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>3275</td>\n",
       "      <td>(pizza, 3274)</td>\n",
       "      <td>(thanks, 7)</td>\n",
       "      <td>(team, 2)</td>\n",
       "      <td>(points, 1)</td>\n",
       "      <td>(utilities, 1)</td>\n",
       "      <td>(change, 1)</td>\n",
       "      <td>(make, 1)</td>\n",
       "      <td>(women, 1)</td>\n",
       "      <td>(new, 1)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pile, 0)</td>\n",
       "      <td>(pig, 0)</td>\n",
       "      <td>(pie, 0)</td>\n",
       "      <td>(picture, 0)</td>\n",
       "      <td>(pics, 0)</td>\n",
       "      <td>(pick, 0)</td>\n",
       "      <td>(piano, 0)</td>\n",
       "      <td>(photos, 0)</td>\n",
       "      <td>(photo, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>3248</td>\n",
       "      <td>(thank, 3207)</td>\n",
       "      <td>(heart, 172)</td>\n",
       "      <td>(face, 118)</td>\n",
       "      <td>(red, 82)</td>\n",
       "      <td>(love, 56)</td>\n",
       "      <td>(gift, 55)</td>\n",
       "      <td>(hearts, 41)</td>\n",
       "      <td>(great, 41)</td>\n",
       "      <td>(dog, 35)</td>\n",
       "      <td>...</td>\n",
       "      <td>(let’s, 0)</td>\n",
       "      <td>(lifting, 0)</td>\n",
       "      <td>(lion, 0)</td>\n",
       "      <td>(lollipop, 0)</td>\n",
       "      <td>(lotus, 0)</td>\n",
       "      <td>(machine, 0)</td>\n",
       "      <td>(mama, 0)</td>\n",
       "      <td>(man’s, 0)</td>\n",
       "      <td>(maple, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3160</td>\n",
       "      <td>(rent, 3033)</td>\n",
       "      <td>(house, 135)</td>\n",
       "      <td>(rental, 130)</td>\n",
       "      <td>(july, 129)</td>\n",
       "      <td>(money, 106)</td>\n",
       "      <td>(june, 103)</td>\n",
       "      <td>(august, 97)</td>\n",
       "      <td>(april, 93)</td>\n",
       "      <td>(march, 84)</td>\n",
       "      <td>...</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(pancakes, 0)</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paella, 0)</td>\n",
       "      <td>(package, 0)</td>\n",
       "      <td>(order, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2861</td>\n",
       "      <td>(green, 497)</td>\n",
       "      <td>(cheese, 480)</td>\n",
       "      <td>(wedge, 456)</td>\n",
       "      <td>(bread, 410)</td>\n",
       "      <td>(eggplant, 356)</td>\n",
       "      <td>(salad, 354)</td>\n",
       "      <td>(rice, 330)</td>\n",
       "      <td>(ice, 280)</td>\n",
       "      <td>(cream, 272)</td>\n",
       "      <td>...</td>\n",
       "      <td>(june, 0)</td>\n",
       "      <td>(kiddos, 0)</td>\n",
       "      <td>(kids, 0)</td>\n",
       "      <td>(laptop, 0)</td>\n",
       "      <td>(lashes, 0)</td>\n",
       "      <td>(league, 0)</td>\n",
       "      <td>(lesson, 0)</td>\n",
       "      <td>(lessons, 0)</td>\n",
       "      <td>(life, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2618</td>\n",
       "      <td>(phone, 2350)</td>\n",
       "      <td>(mobile, 1531)</td>\n",
       "      <td>(money, 917)</td>\n",
       "      <td>(telephone, 353)</td>\n",
       "      <td>(receiver, 241)</td>\n",
       "      <td>(cell, 199)</td>\n",
       "      <td>(computer, 158)</td>\n",
       "      <td>(laptop, 155)</td>\n",
       "      <td>(arrow, 91)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pants, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(pancakes, 0)</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paella, 0)</td>\n",
       "      <td>(order, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2572</td>\n",
       "      <td>(tickets, 1438)</td>\n",
       "      <td>(ticket, 1151)</td>\n",
       "      <td>(admission, 736)</td>\n",
       "      <td>(tix, 204)</td>\n",
       "      <td>(musical, 126)</td>\n",
       "      <td>(notes, 89)</td>\n",
       "      <td>(movie, 88)</td>\n",
       "      <td>(festival, 80)</td>\n",
       "      <td>(raffle, 79)</td>\n",
       "      <td>...</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2500</td>\n",
       "      <td>(dollar, 2827)</td>\n",
       "      <td>(banknote, 1693)</td>\n",
       "      <td>(venmo, 1142)</td>\n",
       "      <td>(arrow, 353)</td>\n",
       "      <td>(money, 348)</td>\n",
       "      <td>(star, 84)</td>\n",
       "      <td>(splitwisecom, 83)</td>\n",
       "      <td>(white, 82)</td>\n",
       "      <td>(medium, 81)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mountain, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2429</td>\n",
       "      <td>(festival, 590)</td>\n",
       "      <td>(trip, 491)</td>\n",
       "      <td>(floaty, 303)</td>\n",
       "      <td>(camping, 286)</td>\n",
       "      <td>(donation, 244)</td>\n",
       "      <td>(raffle, 189)</td>\n",
       "      <td>(fundraiser, 149)</td>\n",
       "      <td>(musical, 91)</td>\n",
       "      <td>(concert, 91)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(month, 0)</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2351</td>\n",
       "      <td>(coffee, 2486)</td>\n",
       "      <td>(cooking, 177)</td>\n",
       "      <td>(tea, 165)</td>\n",
       "      <td>(shake, 28)</td>\n",
       "      <td>(table, 26)</td>\n",
       "      <td>(bagel, 25)</td>\n",
       "      <td>(face, 24)</td>\n",
       "      <td>(tip, 23)</td>\n",
       "      <td>(heart, 22)</td>\n",
       "      <td>...</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(movie, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(mountain, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2309</td>\n",
       "      <td>(baby, 762)</td>\n",
       "      <td>(woman, 633)</td>\n",
       "      <td>(face, 375)</td>\n",
       "      <td>(man, 355)</td>\n",
       "      <td>(chick, 353)</td>\n",
       "      <td>(girl, 238)</td>\n",
       "      <td>(dog, 232)</td>\n",
       "      <td>(women, 231)</td>\n",
       "      <td>(bunny, 223)</td>\n",
       "      <td>...</td>\n",
       "      <td>(poker, 0)</td>\n",
       "      <td>(chips, 0)</td>\n",
       "      <td>(splitwise, 0)</td>\n",
       "      <td>(spice, 0)</td>\n",
       "      <td>(tour, 0)</td>\n",
       "      <td>(tournament, 0)</td>\n",
       "      <td>(train, 0)</td>\n",
       "      <td>(training, 0)</td>\n",
       "      <td>(soup, 0)</td>\n",
       "      <td>(grimacing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2259</td>\n",
       "      <td>(knife, 2333)</td>\n",
       "      <td>(fork, 2212)</td>\n",
       "      <td>(plate, 540)</td>\n",
       "      <td>(kitchen, 122)</td>\n",
       "      <td>(pistol, 74)</td>\n",
       "      <td>(lunch, 69)</td>\n",
       "      <td>(dinner, 51)</td>\n",
       "      <td>(face, 50)</td>\n",
       "      <td>(scissors, 40)</td>\n",
       "      <td>...</td>\n",
       "      <td>(nerd, 0)</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(musical, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2176</td>\n",
       "      <td>(football, 2347)</td>\n",
       "      <td>(american, 2020)</td>\n",
       "      <td>(fantasy, 482)</td>\n",
       "      <td>(basketball, 377)</td>\n",
       "      <td>(ball, 181)</td>\n",
       "      <td>(soccer, 178)</td>\n",
       "      <td>(baseball, 168)</td>\n",
       "      <td>(place, 67)</td>\n",
       "      <td>(trophy, 65)</td>\n",
       "      <td>...</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mountain, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2136</td>\n",
       "      <td>(skin, 4718)</td>\n",
       "      <td>(tone, 4718)</td>\n",
       "      <td>(light, 3588)</td>\n",
       "      <td>(medium, 2818)</td>\n",
       "      <td>(woman, 1245)</td>\n",
       "      <td>(man, 634)</td>\n",
       "      <td>(dancing, 488)</td>\n",
       "      <td>(hand, 428)</td>\n",
       "      <td>(dark, 423)</td>\n",
       "      <td>...</td>\n",
       "      <td>(cupcake, 0)</td>\n",
       "      <td>(idk, 0)</td>\n",
       "      <td>(sent, 0)</td>\n",
       "      <td>(cute, 0)</td>\n",
       "      <td>(cuz, 0)</td>\n",
       "      <td>(dad, 0)</td>\n",
       "      <td>(daddy, 0)</td>\n",
       "      <td>(sending, 0)</td>\n",
       "      <td>(ibotta, 0)</td>\n",
       "      <td>(plug, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1946</td>\n",
       "      <td>(cookie, 1267)</td>\n",
       "      <td>(cookies, 456)</td>\n",
       "      <td>(rocket, 265)</td>\n",
       "      <td>(popsicle, 234)</td>\n",
       "      <td>(candy, 182)</td>\n",
       "      <td>(girl, 147)</td>\n",
       "      <td>(scout, 140)</td>\n",
       "      <td>(snowflake, 84)</td>\n",
       "      <td>(chocolate, 81)</td>\n",
       "      <td>...</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mug, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(movie, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1849</td>\n",
       "      <td>(fuel, 1931)</td>\n",
       "      <td>(pump, 1928)</td>\n",
       "      <td>(gas, 81)</td>\n",
       "      <td>(automobile, 59)</td>\n",
       "      <td>(face, 26)</td>\n",
       "      <td>(rocket, 23)</td>\n",
       "      <td>(money, 22)</td>\n",
       "      <td>(suv, 17)</td>\n",
       "      <td>(heart, 16)</td>\n",
       "      <td>...</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(owe, 0)</td>\n",
       "      <td>(order, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(open, 0)</td>\n",
       "      <td>(oops, 0)</td>\n",
       "      <td>(ogre, 0)</td>\n",
       "      <td>(office, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1676</td>\n",
       "      <td>(beer, 1836)</td>\n",
       "      <td>(mug, 1808)</td>\n",
       "      <td>(pizza, 75)</td>\n",
       "      <td>(hamburger, 54)</td>\n",
       "      <td>(beer_mugs, 44)</td>\n",
       "      <td>(clinking, 44)</td>\n",
       "      <td>(chicken_drumstick, 42)</td>\n",
       "      <td>(face, 33)</td>\n",
       "      <td>(glass, 23)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1623</td>\n",
       "      <td>(money, 1853)</td>\n",
       "      <td>(bag, 831)</td>\n",
       "      <td>(computer, 486)</td>\n",
       "      <td>(laptop, 479)</td>\n",
       "      <td>(cash, 318)</td>\n",
       "      <td>(check, 185)</td>\n",
       "      <td>(ibotta, 179)</td>\n",
       "      <td>(way, 169)</td>\n",
       "      <td>(fun, 165)</td>\n",
       "      <td>...</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(monkey, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(mom, 0)</td>\n",
       "      <td>(milk, 0)</td>\n",
       "      <td>(middle, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(mexico, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1515</td>\n",
       "      <td>(fish, 357)</td>\n",
       "      <td>(tropical, 239)</td>\n",
       "      <td>(tree, 189)</td>\n",
       "      <td>(sun, 171)</td>\n",
       "      <td>(beach, 170)</td>\n",
       "      <td>(umbrella, 167)</td>\n",
       "      <td>(water, 155)</td>\n",
       "      <td>(wave, 139)</td>\n",
       "      <td>(desert, 136)</td>\n",
       "      <td>...</td>\n",
       "      <td>(movie, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(monday, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(mom, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1383</td>\n",
       "      <td>(party, 1496)</td>\n",
       "      <td>(popper, 1430)</td>\n",
       "      <td>(birthday, 1093)</td>\n",
       "      <td>(cake, 824)</td>\n",
       "      <td>(happy, 231)</td>\n",
       "      <td>(christmas, 215)</td>\n",
       "      <td>(tree, 192)</td>\n",
       "      <td>(ball, 179)</td>\n",
       "      <td>(confetti, 166)</td>\n",
       "      <td>...</td>\n",
       "      <td>(man’s, 0)</td>\n",
       "      <td>(mask, 0)</td>\n",
       "      <td>(masks, 0)</td>\n",
       "      <td>(massage, 0)</td>\n",
       "      <td>(math, 0)</td>\n",
       "      <td>(meal, 0)</td>\n",
       "      <td>(medical, 0)</td>\n",
       "      <td>(men, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1324</td>\n",
       "      <td>(bills, 1281)</td>\n",
       "      <td>(splitwisecom, 507)</td>\n",
       "      <td>(states, 73)</td>\n",
       "      <td>(united, 73)</td>\n",
       "      <td>(expenses, 71)</td>\n",
       "      <td>(splitwise, 16)</td>\n",
       "      <td>(beers, 8)</td>\n",
       "      <td>(phone, 8)</td>\n",
       "      <td>(march, 7)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pho, 0)</td>\n",
       "      <td>(person, 0)</td>\n",
       "      <td>(performing, 0)</td>\n",
       "      <td>(pepper, 0)</td>\n",
       "      <td>(people, 0)</td>\n",
       "      <td>(peanuts, 0)</td>\n",
       "      <td>(payment, 0)</td>\n",
       "      <td>(payback, 0)</td>\n",
       "      <td>(paw, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1190</td>\n",
       "      <td>(sweat, 1390)</td>\n",
       "      <td>(droplets, 1385)</td>\n",
       "      <td>(electric, 482)</td>\n",
       "      <td>(plug, 481)</td>\n",
       "      <td>(money, 225)</td>\n",
       "      <td>(eggplant, 113)</td>\n",
       "      <td>(festival, 70)</td>\n",
       "      <td>(face, 69)</td>\n",
       "      <td>(floaty, 65)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1099</td>\n",
       "      <td>(camera, 1027)</td>\n",
       "      <td>(movie, 742)</td>\n",
       "      <td>(flash, 130)</td>\n",
       "      <td>(film, 108)</td>\n",
       "      <td>(clapper, 70)</td>\n",
       "      <td>(board, 70)</td>\n",
       "      <td>(microphone, 60)</td>\n",
       "      <td>(musical, 57)</td>\n",
       "      <td>(popcorn, 56)</td>\n",
       "      <td>...</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paid, 0)</td>\n",
       "      <td>(paella, 0)</td>\n",
       "      <td>(package, 0)</td>\n",
       "      <td>(owe, 0)</td>\n",
       "      <td>(order, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(oops, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1093</td>\n",
       "      <td>(babysitting, 610)</td>\n",
       "      <td>(tutoring, 291)</td>\n",
       "      <td>(daycare, 145)</td>\n",
       "      <td>(school, 26)</td>\n",
       "      <td>(thanks, 22)</td>\n",
       "      <td>(child, 21)</td>\n",
       "      <td>(care, 14)</td>\n",
       "      <td>(week, 14)</td>\n",
       "      <td>(kids, 12)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pge, 0)</td>\n",
       "      <td>(performing, 0)</td>\n",
       "      <td>(pepper, 0)</td>\n",
       "      <td>(people, 0)</td>\n",
       "      <td>(peanuts, 0)</td>\n",
       "      <td>(peach, 0)</td>\n",
       "      <td>(paying, 0)</td>\n",
       "      <td>(payback, 0)</td>\n",
       "      <td>(paw, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1040</td>\n",
       "      <td>(heart, 2925)</td>\n",
       "      <td>(red, 1576)</td>\n",
       "      <td>(purple, 222)</td>\n",
       "      <td>(blue, 199)</td>\n",
       "      <td>(yellow, 195)</td>\n",
       "      <td>(hearts, 158)</td>\n",
       "      <td>(face, 143)</td>\n",
       "      <td>(black, 123)</td>\n",
       "      <td>(green, 122)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(month, 0)</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(monday, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(milk, 0)</td>\n",
       "      <td>(middle, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1023</td>\n",
       "      <td>(glass, 1303)</td>\n",
       "      <td>(wine, 742)</td>\n",
       "      <td>(bottle, 702)</td>\n",
       "      <td>(cork, 681)</td>\n",
       "      <td>(popping, 681)</td>\n",
       "      <td>(clinking, 537)</td>\n",
       "      <td>(beer_mugs, 537)</td>\n",
       "      <td>(beer, 398)</td>\n",
       "      <td>(mug, 382)</td>\n",
       "      <td>...</td>\n",
       "      <td>(flight, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(floor, 0)</td>\n",
       "      <td>(flower, 0)</td>\n",
       "      <td>(flowers, 0)</td>\n",
       "      <td>(fluttering, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(soap, 0)</td>\n",
       "      <td>(foods, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1001</td>\n",
       "      <td>(game, 689)</td>\n",
       "      <td>(video, 236)</td>\n",
       "      <td>(musical, 155)</td>\n",
       "      <td>(die, 107)</td>\n",
       "      <td>(score, 90)</td>\n",
       "      <td>(points, 76)</td>\n",
       "      <td>(collision, 53)</td>\n",
       "      <td>(ball, 49)</td>\n",
       "      <td>(notes, 47)</td>\n",
       "      <td>...</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(nov, 0)</td>\n",
       "      <td>(nose, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(mug, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>924</td>\n",
       "      <td>(pizza, 917)</td>\n",
       "      <td>(french_fries, 490)</td>\n",
       "      <td>(hamburger, 432)</td>\n",
       "      <td>(doughnut, 64)</td>\n",
       "      <td>(sandwich, 59)</td>\n",
       "      <td>(hotdog, 52)</td>\n",
       "      <td>(popcorn, 44)</td>\n",
       "      <td>(fried_shrimp, 43)</td>\n",
       "      <td>(pancakes, 31)</td>\n",
       "      <td>...</td>\n",
       "      <td>(parking, 0)</td>\n",
       "      <td>(park, 0)</td>\n",
       "      <td>(paper, 0)</td>\n",
       "      <td>(pants, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paid, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>899</td>\n",
       "      <td>(pizza, 1234)</td>\n",
       "      <td>(face, 38)</td>\n",
       "      <td>(party, 35)</td>\n",
       "      <td>(chicken_drumstick, 26)</td>\n",
       "      <td>(night, 18)</td>\n",
       "      <td>(popper, 16)</td>\n",
       "      <td>(time, 15)</td>\n",
       "      <td>(love, 14)</td>\n",
       "      <td>(drink, 14)</td>\n",
       "      <td>...</td>\n",
       "      <td>(notes, 0)</td>\n",
       "      <td>(note, 0)</td>\n",
       "      <td>(nose, 0)</td>\n",
       "      <td>(nice, 0)</td>\n",
       "      <td>(new, 0)</td>\n",
       "      <td>(nerd, 0)</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>885</td>\n",
       "      <td>(burrito, 999)</td>\n",
       "      <td>(taco, 74)</td>\n",
       "      <td>(face, 14)</td>\n",
       "      <td>(drink, 11)</td>\n",
       "      <td>(tropical, 11)</td>\n",
       "      <td>(coffee, 11)</td>\n",
       "      <td>(sushi, 11)</td>\n",
       "      <td>(food, 10)</td>\n",
       "      <td>(chipotle, 10)</td>\n",
       "      <td>...</td>\n",
       "      <td>(park, 0)</td>\n",
       "      <td>(paper, 0)</td>\n",
       "      <td>(pants, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paid, 0)</td>\n",
       "      <td>(package, 0)</td>\n",
       "      <td>(owe, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>807</td>\n",
       "      <td>(face, 2890)</td>\n",
       "      <td>(smiling, 1281)</td>\n",
       "      <td>(eyes, 725)</td>\n",
       "      <td>(middle, 501)</td>\n",
       "      <td>(finger, 501)</td>\n",
       "      <td>(heart, 453)</td>\n",
       "      <td>(kiss, 280)</td>\n",
       "      <td>(blowing, 269)</td>\n",
       "      <td>(hearts, 253)</td>\n",
       "      <td>...</td>\n",
       "      <td>(massage, 0)</td>\n",
       "      <td>(dance, 0)</td>\n",
       "      <td>(masks, 0)</td>\n",
       "      <td>(march, 0)</td>\n",
       "      <td>(man’s, 0)</td>\n",
       "      <td>(tour, 0)</td>\n",
       "      <td>(date, 0)</td>\n",
       "      <td>(tournament, 0)</td>\n",
       "      <td>(daycare, 0)</td>\n",
       "      <td>(supplies, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>784</td>\n",
       "      <td>(voltage, 836)</td>\n",
       "      <td>(high, 836)</td>\n",
       "      <td>(electric, 724)</td>\n",
       "      <td>(light_bulb, 690)</td>\n",
       "      <td>(plug, 672)</td>\n",
       "      <td>(money, 597)</td>\n",
       "      <td>(fuel, 40)</td>\n",
       "      <td>(pump, 40)</td>\n",
       "      <td>(computer, 29)</td>\n",
       "      <td>...</td>\n",
       "      <td>(parking, 0)</td>\n",
       "      <td>(park, 0)</td>\n",
       "      <td>(pants, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(pancakes, 0)</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paid, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>714</td>\n",
       "      <td>(taco, 1012)</td>\n",
       "      <td>(pizza, 937)</td>\n",
       "      <td>(hamburger, 335)</td>\n",
       "      <td>(sushi, 265)</td>\n",
       "      <td>(burrito, 241)</td>\n",
       "      <td>(french_fries, 185)</td>\n",
       "      <td>(steaming_bowl, 156)</td>\n",
       "      <td>(cookie, 107)</td>\n",
       "      <td>(chicken_drumstick, 96)</td>\n",
       "      <td>...</td>\n",
       "      <td>(package, 0)</td>\n",
       "      <td>(owe, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(open, 0)</td>\n",
       "      <td>(oops, 0)</td>\n",
       "      <td>(old, 0)</td>\n",
       "      <td>(oil, 0)</td>\n",
       "      <td>(ogre, 0)</td>\n",
       "      <td>(office, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>53 rows × 923 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      0                   0                    1                  2    \\\n",
       "8   70573     (services, 108)           (head, 96)          (din, 84)   \n",
       "0   21466       (house, 1208)           (car, 791)        (love, 770)   \n",
       "3   14830      (thanks, 1533)          (good, 583)        (know, 420)   \n",
       "9   14599          (tip, 518)          (nail, 503)        (face, 502)   \n",
       "49  12871       (stuff, 1676)          (wifi, 458)         (lol, 437)   \n",
       "10  12744       (lunch, 1111)        (dinner, 992)     (chicken, 720)   \n",
       "42  11362        (face, 6417)       (person, 1030)         (dog, 960)   \n",
       "18   8597       (money, 3478)        (house, 3326)     (deposit, 638)   \n",
       "23   7694       (face, 10153)      (smiling, 4467)       (eyes, 2166)   \n",
       "25   6611        (food, 6414)         (foods, 246)      (chinese, 96)   \n",
       "33   6339        (skin, 6299)         (tone, 6298)      (light, 4718)   \n",
       "41   5752        (gift, 3455)     (birthday, 1121)   (christmas, 823)   \n",
       "6    5107       (heart, 4526)          (red, 2294)      (hearts, 856)   \n",
       "44   5047       (glass, 1849)         (wine, 1201)  (beer_mugs, 1158)   \n",
       "13   4274        (uber, 1687)         (hotel, 777)        (taxi, 736)   \n",
       "22   4082        (taco, 2024)        (sushi, 1096)   (hamburger, 890)   \n",
       "15   4052       (shirt, 1425)       (clothes, 534)        (shoe, 457)   \n",
       "30   3673  (automobile, 1705)          (gas, 1197)    (electric, 543)   \n",
       "11   3404     (baseball, 550)    (basketball, 521)      (soccer, 442)   \n",
       "27   3380   (groceries, 1304)        (drinks, 446)    (shopping, 316)   \n",
       "2    3338         (food, 820)         (bread, 557)        (face, 535)   \n",
       "39   3275       (pizza, 3274)          (thanks, 7)          (team, 2)   \n",
       "46   3248       (thank, 3207)         (heart, 172)        (face, 118)   \n",
       "24   3160        (rent, 3033)         (house, 135)      (rental, 130)   \n",
       "20   2861        (green, 497)        (cheese, 480)       (wedge, 456)   \n",
       "50   2618       (phone, 2350)       (mobile, 1531)       (money, 917)   \n",
       "45   2572     (tickets, 1438)       (ticket, 1151)   (admission, 736)   \n",
       "26   2500      (dollar, 2827)     (banknote, 1693)      (venmo, 1142)   \n",
       "4    2429     (festival, 590)          (trip, 491)      (floaty, 303)   \n",
       "32   2351      (coffee, 2486)       (cooking, 177)         (tea, 165)   \n",
       "38   2309         (baby, 762)         (woman, 633)        (face, 375)   \n",
       "14   2259       (knife, 2333)         (fork, 2212)       (plate, 540)   \n",
       "51   2176    (football, 2347)     (american, 2020)     (fantasy, 482)   \n",
       "16   2136        (skin, 4718)         (tone, 4718)      (light, 3588)   \n",
       "1    1946      (cookie, 1267)       (cookies, 456)      (rocket, 265)   \n",
       "35   1849        (fuel, 1931)         (pump, 1928)          (gas, 81)   \n",
       "28   1676        (beer, 1836)          (mug, 1808)        (pizza, 75)   \n",
       "31   1623       (money, 1853)           (bag, 831)    (computer, 486)   \n",
       "7    1515         (fish, 357)      (tropical, 239)        (tree, 189)   \n",
       "40   1383       (party, 1496)       (popper, 1430)   (birthday, 1093)   \n",
       "43   1324       (bills, 1281)  (splitwisecom, 507)       (states, 73)   \n",
       "47   1190       (sweat, 1390)     (droplets, 1385)    (electric, 482)   \n",
       "29   1099      (camera, 1027)         (movie, 742)       (flash, 130)   \n",
       "21   1093  (babysitting, 610)      (tutoring, 291)     (daycare, 145)   \n",
       "5    1040       (heart, 2925)          (red, 1576)      (purple, 222)   \n",
       "48   1023       (glass, 1303)          (wine, 742)      (bottle, 702)   \n",
       "34   1001         (game, 689)         (video, 236)     (musical, 155)   \n",
       "17    924        (pizza, 917)  (french_fries, 490)   (hamburger, 432)   \n",
       "36    899       (pizza, 1234)           (face, 38)        (party, 35)   \n",
       "19    885      (burrito, 999)           (taco, 74)         (face, 14)   \n",
       "52    807        (face, 2890)      (smiling, 1281)        (eyes, 725)   \n",
       "37    784      (voltage, 836)          (high, 836)    (electric, 724)   \n",
       "12    714        (taco, 1012)         (pizza, 937)   (hamburger, 335)   \n",
       "\n",
       "                        3                4                    5    \\\n",
       "8                (sale, 71)      (paper, 60)        (present, 60)   \n",
       "0               (baby, 764)  (cleaning, 482)         (water, 456)   \n",
       "3                (day, 385)      (test, 366)          (time, 324)   \n",
       "9              (party, 472)    (polish, 472)          (hair, 471)   \n",
       "49               (ass, 366)      (bday, 354)          (july, 353)   \n",
       "10     (steaming_bowl, 469)     (salad, 415)      (chipotle, 357)   \n",
       "42           (getting, 888)      (flag, 840)          (hole, 790)   \n",
       "18            (garden, 631)   (payment, 608)        (refund, 484)   \n",
       "23             (kiss, 1671)  (blowing, 1597)         (heart, 823)   \n",
       "25               (thai, 72)        (dog, 68)          (stuff, 40)   \n",
       "33           (medium, 3583)    (woman, 1732)          (hand, 844)   \n",
       "41              (tree, 561)     (happy, 502)          (card, 297)   \n",
       "6               (suit, 305)   (growing, 264)        (purple, 239)   \n",
       "44         (clinking, 1158)     (drink, 829)      (tropical, 794)   \n",
       "13              (lyft, 321)    (airbnb, 242)      (airplane, 226)   \n",
       "22             (tacos, 197)      (bell, 161)           (pho, 126)   \n",
       "15           (woman’s, 373)     (dress, 364)        (shirts, 312)   \n",
       "30               (car, 172)      (plug, 149)           (oil, 147)   \n",
       "11              (ball, 402)      (golf, 379)       (bowling, 303)   \n",
       "27          (supplies, 263)    (snacks, 242)         (goods, 234)   \n",
       "2               (meat, 438)      (rice, 419)       (chicken, 379)   \n",
       "39              (points, 1)   (utilities, 1)          (change, 1)   \n",
       "46                (red, 82)       (love, 56)           (gift, 55)   \n",
       "24              (july, 129)     (money, 106)          (june, 103)   \n",
       "20             (bread, 410)  (eggplant, 356)         (salad, 354)   \n",
       "50         (telephone, 353)  (receiver, 241)          (cell, 199)   \n",
       "45               (tix, 204)   (musical, 126)          (notes, 89)   \n",
       "26             (arrow, 353)     (money, 348)           (star, 84)   \n",
       "4            (camping, 286)  (donation, 244)        (raffle, 189)   \n",
       "32              (shake, 28)      (table, 26)          (bagel, 25)   \n",
       "38               (man, 355)     (chick, 353)          (girl, 238)   \n",
       "14           (kitchen, 122)     (pistol, 74)          (lunch, 69)   \n",
       "51        (basketball, 377)      (ball, 181)        (soccer, 178)   \n",
       "16           (medium, 2818)    (woman, 1245)           (man, 634)   \n",
       "1           (popsicle, 234)     (candy, 182)          (girl, 147)   \n",
       "35         (automobile, 59)       (face, 26)         (rocket, 23)   \n",
       "28          (hamburger, 54)  (beer_mugs, 44)       (clinking, 44)   \n",
       "31            (laptop, 479)      (cash, 318)         (check, 185)   \n",
       "7                (sun, 171)     (beach, 170)      (umbrella, 167)   \n",
       "40              (cake, 824)     (happy, 231)     (christmas, 215)   \n",
       "43             (united, 73)   (expenses, 71)      (splitwise, 16)   \n",
       "47              (plug, 481)     (money, 225)      (eggplant, 113)   \n",
       "29              (film, 108)    (clapper, 70)          (board, 70)   \n",
       "21             (school, 26)     (thanks, 22)          (child, 21)   \n",
       "5               (blue, 199)    (yellow, 195)        (hearts, 158)   \n",
       "48              (cork, 681)   (popping, 681)      (clinking, 537)   \n",
       "34               (die, 107)      (score, 90)         (points, 76)   \n",
       "17           (doughnut, 64)   (sandwich, 59)         (hotdog, 52)   \n",
       "36  (chicken_drumstick, 26)      (night, 18)         (popper, 16)   \n",
       "19              (drink, 11)   (tropical, 11)         (coffee, 11)   \n",
       "52            (middle, 501)    (finger, 501)         (heart, 453)   \n",
       "37        (light_bulb, 690)      (plug, 672)         (money, 597)   \n",
       "12             (sushi, 265)   (burrito, 241)  (french_fries, 185)   \n",
       "\n",
       "                        6                   7                         8    \\\n",
       "8              (august, 57)        (square, 48)               (board, 36)   \n",
       "0                (fun, 395)          (dog, 389)          (telephone, 383)   \n",
       "3               (work, 323)         (week, 322)              (night, 295)   \n",
       "9             (popper, 451)          (ice, 350)  (chicken_drumstick, 338)   \n",
       "49               (poo, 322)       (costco, 307)               (shit, 304)   \n",
       "10            (paella, 351)        (green, 330)       (french_fries, 314)   \n",
       "42           (haircut, 779)        (mouth, 426)               (mask, 346)   \n",
       "18               (fee, 388)         (dues, 338)                (pay, 331)   \n",
       "23            (hearts, 731)   (sunglasses, 550)           (grinning, 538)   \n",
       "25                (cat, 31)       (mexican, 29)              (drinks, 26)   \n",
       "33               (man, 822)        (hands, 654)               (dark, 544)   \n",
       "41             (santa, 262)        (claus, 261)              (gifts, 246)   \n",
       "6               (blue, 235)        (candy, 190)               (love, 184)   \n",
       "44              (beer, 594)     (festival, 561)             (bottle, 527)   \n",
       "13               (bus, 215)          (car, 194)                (bnb, 106)   \n",
       "22          (sandwich, 114)        (burger, 97)           (bento_box, 78)   \n",
       "15             (shoes, 281)        (jeans, 243)            (running, 243)   \n",
       "30         (insurance, 125)  (electricity, 111)                (pge, 103)   \n",
       "11        (volleyball, 284)     (softball, 257)             (hockey, 244)   \n",
       "27              (bags, 197)      (grocery, 195)              (candy, 132)   \n",
       "2           (savoring, 370)      (cooking, 369)  (chicken_drumstick, 351)   \n",
       "39                (make, 1)          (women, 1)                  (new, 1)   \n",
       "46             (hearts, 41)         (great, 41)                 (dog, 35)   \n",
       "24             (august, 97)         (april, 93)               (march, 84)   \n",
       "20              (rice, 330)          (ice, 280)              (cream, 272)   \n",
       "50          (computer, 158)       (laptop, 155)               (arrow, 91)   \n",
       "45              (movie, 88)      (festival, 80)              (raffle, 79)   \n",
       "26       (splitwisecom, 83)         (white, 82)              (medium, 81)   \n",
       "4         (fundraiser, 149)       (musical, 91)             (concert, 91)   \n",
       "32               (face, 24)           (tip, 23)               (heart, 22)   \n",
       "38               (dog, 232)        (women, 231)              (bunny, 223)   \n",
       "14             (dinner, 51)          (face, 50)            (scissors, 40)   \n",
       "51          (baseball, 168)         (place, 67)              (trophy, 65)   \n",
       "16           (dancing, 488)         (hand, 428)               (dark, 423)   \n",
       "1              (scout, 140)     (snowflake, 84)           (chocolate, 81)   \n",
       "35              (money, 22)           (suv, 17)               (heart, 16)   \n",
       "28  (chicken_drumstick, 42)          (face, 33)               (glass, 23)   \n",
       "31            (ibotta, 179)          (way, 169)                (fun, 165)   \n",
       "7              (water, 155)         (wave, 139)             (desert, 136)   \n",
       "40              (tree, 192)         (ball, 179)           (confetti, 166)   \n",
       "43               (beers, 8)          (phone, 8)                (march, 7)   \n",
       "47           (festival, 70)          (face, 69)              (floaty, 65)   \n",
       "29         (microphone, 60)       (musical, 57)             (popcorn, 56)   \n",
       "21               (care, 14)          (week, 14)                (kids, 12)   \n",
       "5               (face, 143)        (black, 123)              (green, 122)   \n",
       "48         (beer_mugs, 537)         (beer, 398)                (mug, 382)   \n",
       "34          (collision, 53)          (ball, 49)               (notes, 47)   \n",
       "17            (popcorn, 44)  (fried_shrimp, 43)            (pancakes, 31)   \n",
       "36               (time, 15)          (love, 14)               (drink, 14)   \n",
       "19              (sushi, 11)          (food, 10)            (chipotle, 10)   \n",
       "52              (kiss, 280)      (blowing, 269)             (hearts, 253)   \n",
       "37               (fuel, 40)          (pump, 40)            (computer, 29)   \n",
       "12     (steaming_bowl, 156)       (cookie, 107)   (chicken_drumstick, 96)   \n",
       "\n",
       "    ...             912              913               914             915  \\\n",
       "8   ...        (pig, 0)         (pie, 0)      (picture, 0)       (pics, 0)   \n",
       "0   ...       (mama, 0)      (makeup, 0)         (lyft, 0)      (lunch, 0)   \n",
       "3   ...      (money, 0)      (monday, 0)         (moms, 0)        (mom, 0)   \n",
       "9   ...        (pie, 0)      (family, 0)         (pics, 0)      (phone, 0)   \n",
       "49  ...     (ibotta, 0)       (index, 0)       (jacket, 0)      (jeans, 0)   \n",
       "10  ...      (march, 0)      (makeup, 0)     (lipstick, 0)      (magic, 0)   \n",
       "42  ...        (din, 0)    (pregnant, 0)      (pretzel, 0)  (deciduous, 0)   \n",
       "18  ...      (maple, 0)     (massage, 0)         (math, 0)       (meat, 0)   \n",
       "23  ...        (key, 0)      (brands, 0)      (sending, 0)       (earn, 0)   \n",
       "25  ...        (old, 0)         (oil, 0)         (ogre, 0)    (october, 0)   \n",
       "33  ...    (lobster, 0)        (crab, 0)        (shoes, 0)       (corn, 0)   \n",
       "41  ...       (eggs, 0)    (electric, 0)  (electricity, 0)    (pouting, 0)   \n",
       "6   ...      (photo, 0)     (crossed, 0)   (crossbones, 0)  (croissant, 0)   \n",
       "44  ...   (electric, 0)        (dumb, 0)      (payback, 0)       (earn, 0)   \n",
       "13  ...      (medal, 0)         (mom, 0)       (mobile, 0)       (miss, 0)   \n",
       "22  ...       (need, 0)   (nauseated, 0)        (nails, 0)    (musical, 0)   \n",
       "15  ...     (monday, 0)       (medal, 0)       (mobile, 0)       (milk, 0)   \n",
       "30  ...     (movies, 0)        (nerd, 0)    (nauseated, 0)      (nails, 0)   \n",
       "11  ...      (movie, 0)       (mouth, 0)     (mother’s, 0)   (mortgage, 0)   \n",
       "27  ...       (ogre, 0)     (october, 0)     (november, 0)        (nov, 0)   \n",
       "2   ...     (loudly, 0)        (lyft, 0)      (machine, 0)      (magic, 0)   \n",
       "39  ...       (pile, 0)         (pig, 0)          (pie, 0)    (picture, 0)   \n",
       "46  ...      (let’s, 0)     (lifting, 0)         (lion, 0)   (lollipop, 0)   \n",
       "24  ...      (panda, 0)    (pancakes, 0)    (palm_tree, 0)    (palette, 0)   \n",
       "20  ...       (june, 0)      (kiddos, 0)         (kids, 0)     (laptop, 0)   \n",
       "50  ...      (pants, 0)       (panda, 0)     (pancakes, 0)  (palm_tree, 0)   \n",
       "45  ...       (need, 0)   (nauseated, 0)        (nails, 0)       (nail, 0)   \n",
       "26  ...        (mrs, 0)      (mowing, 0)       (movies, 0)   (mountain, 0)   \n",
       "4   ...     (mowing, 0)      (movies, 0)        (mouth, 0)      (motor, 0)   \n",
       "32  ...      (motor, 0)       (nails, 0)        (music, 0)        (mrs, 0)   \n",
       "38  ...      (poker, 0)       (chips, 0)    (splitwise, 0)      (spice, 0)   \n",
       "14  ...       (nerd, 0)        (need, 0)    (nauseated, 0)      (nails, 0)   \n",
       "51  ...      (music, 0)         (mrs, 0)       (mowing, 0)     (movies, 0)   \n",
       "16  ...    (cupcake, 0)         (idk, 0)         (sent, 0)       (cute, 0)   \n",
       "1   ...      (music, 0)         (mug, 0)          (mrs, 0)     (mowing, 0)   \n",
       "35  ...    (palette, 0)    (painting, 0)          (owe, 0)      (order, 0)   \n",
       "28  ...   (mortgage, 0)       (nails, 0)         (nail, 0)      (music, 0)   \n",
       "31  ...    (monster, 0)     (mexican, 0)       (monkey, 0)       (moms, 0)   \n",
       "7   ...      (movie, 0)      (mobile, 0)        (mouth, 0)   (mother’s, 0)   \n",
       "40  ...      (man’s, 0)        (mask, 0)        (masks, 0)    (massage, 0)   \n",
       "43  ...        (pho, 0)      (person, 0)   (performing, 0)     (pepper, 0)   \n",
       "47  ...     (mother, 0)        (need, 0)    (nauseated, 0)      (nails, 0)   \n",
       "29  ...  (palm_tree, 0)    (painting, 0)         (paid, 0)     (paella, 0)   \n",
       "21  ...        (pge, 0)  (performing, 0)       (pepper, 0)     (people, 0)   \n",
       "5   ...     (mother, 0)    (mortgage, 0)        (month, 0)    (monster, 0)   \n",
       "48  ...     (flight, 0)        (moms, 0)        (floor, 0)     (flower, 0)   \n",
       "34  ...     (movies, 0)         (nov, 0)         (nose, 0)  (nauseated, 0)   \n",
       "17  ...    (parking, 0)        (park, 0)        (paper, 0)      (pants, 0)   \n",
       "36  ...      (notes, 0)        (note, 0)         (nose, 0)       (nice, 0)   \n",
       "19  ...       (park, 0)       (paper, 0)        (pants, 0)      (panda, 0)   \n",
       "52  ...    (massage, 0)       (dance, 0)        (masks, 0)      (march, 0)   \n",
       "37  ...    (parking, 0)        (park, 0)        (pants, 0)      (panda, 0)   \n",
       "12  ...    (package, 0)         (owe, 0)       (orange, 0)       (open, 0)   \n",
       "\n",
       "              916              917            918               919  \\\n",
       "8       (pick, 0)       (piano, 0)    (photos, 0)        (photo, 0)   \n",
       "0     (loudly, 0)       (lotus, 0)  (lollipop, 0)          (lol, 0)   \n",
       "3     (mobile, 0)  (microphone, 0)   (microbe, 0)       (mexico, 0)   \n",
       "9   (father’s, 0)    (favorite, 0)       (pho, 0)          (feb, 0)   \n",
       "49    (jersey, 0)         (joy, 0)      (kale, 0)          (key, 0)   \n",
       "10      (lyft, 0)      (loudly, 0)     (lotus, 0)          (lol, 0)   \n",
       "42  (december, 0)     (daycare, 0)      (pump, 0)        (purse, 0)   \n",
       "18       (men, 0)       (merry, 0)   (mexican, 0)       (mexico, 0)   \n",
       "23     (leafy, 0)      (lesson, 0)     (cable, 0)          (run, 0)   \n",
       "25  (november, 0)         (nov, 0)     (notes, 0)         (note, 0)   \n",
       "33    (loudly, 0)        (shit, 0)      (tips, 0)      (cookies, 0)   \n",
       "41    (potato, 0)    (position, 0)      (evil, 0)  (exclamation, 0)   \n",
       "6     (photos, 0)       (piano, 0)       (pig, 0)    (pineapple, 0)   \n",
       "44       (paw, 0)       (panda, 0)       (eat, 0)          (egg, 0)   \n",
       "13    (middle, 0)     (microbe, 0)     (merry, 0)          (men, 0)   \n",
       "22     (music, 0)         (mug, 0)       (mrs, 0)       (mowing, 0)   \n",
       "15    (middle, 0)      (mexico, 0)   (mexican, 0)        (merry, 0)   \n",
       "30      (nail, 0)       (music, 0)       (mug, 0)          (mrs, 0)   \n",
       "11      (moon, 0)       (month, 0)   (monster, 0)         (moms, 0)   \n",
       "27     (notes, 0)        (note, 0)      (nose, 0)         (nice, 0)   \n",
       "2     (makeup, 0)       (maple, 0)     (march, 0)         (mark, 0)   \n",
       "39      (pics, 0)        (pick, 0)     (piano, 0)       (photos, 0)   \n",
       "46     (lotus, 0)     (machine, 0)      (mama, 0)        (man’s, 0)   \n",
       "24  (painting, 0)      (paella, 0)   (package, 0)        (order, 0)   \n",
       "20    (lashes, 0)      (league, 0)    (lesson, 0)      (lessons, 0)   \n",
       "50   (palette, 0)    (painting, 0)    (paella, 0)        (order, 0)   \n",
       "45     (music, 0)         (mrs, 0)    (mowing, 0)        (motor, 0)   \n",
       "26     (motor, 0)    (mother’s, 0)    (mother, 0)     (mortgage, 0)   \n",
       "4   (mother’s, 0)      (mother, 0)  (mortgage, 0)        (month, 0)   \n",
       "32    (mowing, 0)      (movies, 0)     (movie, 0)        (mouth, 0)   \n",
       "38      (tour, 0)  (tournament, 0)     (train, 0)     (training, 0)   \n",
       "14      (nail, 0)     (musical, 0)     (music, 0)          (mrs, 0)   \n",
       "51  (mountain, 0)       (motor, 0)  (mother’s, 0)       (mother, 0)   \n",
       "16       (cuz, 0)         (dad, 0)     (daddy, 0)      (sending, 0)   \n",
       "1     (movies, 0)       (movie, 0)     (mouth, 0)        (motor, 0)   \n",
       "35    (orange, 0)        (open, 0)      (oops, 0)         (ogre, 0)   \n",
       "28       (mrs, 0)      (mowing, 0)    (movies, 0)     (mother’s, 0)   \n",
       "31       (mom, 0)        (milk, 0)    (middle, 0)      (microbe, 0)   \n",
       "7     (mother, 0)    (mortgage, 0)    (monday, 0)         (moms, 0)   \n",
       "40      (math, 0)        (meal, 0)   (medical, 0)          (men, 0)   \n",
       "43    (people, 0)     (peanuts, 0)   (payment, 0)      (payback, 0)   \n",
       "47     (music, 0)         (mrs, 0)    (mowing, 0)       (movies, 0)   \n",
       "29   (package, 0)         (owe, 0)     (order, 0)       (orange, 0)   \n",
       "21   (peanuts, 0)       (peach, 0)    (paying, 0)      (payback, 0)   \n",
       "5     (monday, 0)      (mobile, 0)      (milk, 0)       (middle, 0)   \n",
       "48   (flowers, 0)  (fluttering, 0)    (mobile, 0)         (soap, 0)   \n",
       "34     (nails, 0)        (nail, 0)       (mug, 0)          (mrs, 0)   \n",
       "17     (panda, 0)   (palm_tree, 0)   (palette, 0)     (painting, 0)   \n",
       "36       (new, 0)        (nerd, 0)      (need, 0)    (nauseated, 0)   \n",
       "19   (palette, 0)    (painting, 0)      (paid, 0)      (package, 0)   \n",
       "52     (man’s, 0)        (tour, 0)      (date, 0)   (tournament, 0)   \n",
       "37  (pancakes, 0)   (palm_tree, 0)   (palette, 0)     (painting, 0)   \n",
       "12      (oops, 0)         (old, 0)       (oil, 0)         (ogre, 0)   \n",
       "\n",
       "              920             921  \n",
       "8      (phone, 0)        (1st, 0)  \n",
       "0    (lobster, 0)        (1st, 0)  \n",
       "3    (mexican, 0)        (1st, 0)  \n",
       "9   (february, 0)       (zany, 0)  \n",
       "49     (knife, 0)        (1st, 0)  \n",
       "10      (loan, 0)        (1st, 0)  \n",
       "42     (curry, 0)   (tutoring, 0)  \n",
       "18   (microbe, 0)    (kissing, 0)  \n",
       "23   (lobster, 0)        (1st, 0)  \n",
       "25      (nose, 0)        (1st, 0)  \n",
       "33    (makeup, 0)     (really, 0)  \n",
       "41   (popping, 0)    (kissing, 0)  \n",
       "6     (pistol, 0)    (kissing, 0)  \n",
       "44  (painting, 0)        (1st, 0)  \n",
       "13    (medium, 0)        (1st, 0)  \n",
       "22    (movies, 0)        (1st, 0)  \n",
       "15   (medical, 0)        (1st, 0)  \n",
       "30    (mowing, 0)        (1st, 0)  \n",
       "11    (mobile, 0)    (kissing, 0)  \n",
       "27      (nerd, 0)        (1st, 0)  \n",
       "2      (masks, 0)        (1st, 0)  \n",
       "39     (photo, 0)        (1st, 0)  \n",
       "46     (maple, 0)        (1st, 0)  \n",
       "24    (orange, 0)        (1st, 0)  \n",
       "20      (life, 0)        (1st, 0)  \n",
       "50    (orange, 0)        (1st, 0)  \n",
       "45    (mother, 0)        (1st, 0)  \n",
       "26   (monster, 0)        (1st, 0)  \n",
       "4    (monster, 0)        (1st, 0)  \n",
       "32  (mountain, 0)        (1st, 0)  \n",
       "38      (soup, 0)  (grimacing, 0)  \n",
       "14    (mowing, 0)        (1st, 0)  \n",
       "51  (mortgage, 0)    (kissing, 0)  \n",
       "16    (ibotta, 0)       (plug, 0)  \n",
       "1     (mother, 0)    (kissing, 0)  \n",
       "35    (office, 0)        (1st, 0)  \n",
       "28    (mother, 0)        (1st, 0)  \n",
       "31    (mexico, 0)        (1st, 0)  \n",
       "7        (mom, 0)        (1st, 0)  \n",
       "40   (mexican, 0)        (1st, 0)  \n",
       "43       (paw, 0)        (1st, 0)  \n",
       "47  (mother’s, 0)        (1st, 0)  \n",
       "29      (oops, 0)    (kissing, 0)  \n",
       "21       (paw, 0)        (1st, 0)  \n",
       "5    (microbe, 0)        (1st, 0)  \n",
       "48     (foods, 0)    (kissing, 0)  \n",
       "34    (mowing, 0)    (kissing, 0)  \n",
       "17      (paid, 0)        (1st, 0)  \n",
       "36     (nails, 0)        (1st, 0)  \n",
       "19       (owe, 0)        (1st, 0)  \n",
       "52   (daycare, 0)   (supplies, 0)  \n",
       "37      (paid, 0)        (1st, 0)  \n",
       "12    (office, 0)        (1st, 0)  \n",
       "\n",
       "[53 rows x 923 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "framed_cluster_with_counts.iloc[display_order,]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Group and name labels into Themes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "Cluster_Theme_dict =  {'8':'Other', '0':'Domestic', '3':'Gratitude', '9':'Tip', '49':'Stuff', '10':'Food', '42':'Face',\n",
    "                 '18':'Domestic', '23':'Face', '25':'Food', '33':'People', '41':'Gifts', '6':'Gratitude', '44':'Alcoholic Drinks',\n",
    "                 '13':'Travel', '22':'Food', '15':'Clothes', '30':'Car', '11':'Sports', '27':'Groceries', '2':'Food', '39':'Food',\n",
    "                 '46':'Gratitude', '24':'Rent', '20':'Food', '50':'Phone', '45':'Tickets', '26':'Money', '4':'Party', '32':'Coffee',\n",
    "                 '38':'People', '14':'Food', '51':'Sports', '16':'People', '1':'Cookies', '35':'Gas', '28':'Alcoholic Drinks', '31':'Money',\n",
    "                 '7':'Beach', '40':'Birthday', '43':'Bills', '47':'Sweat', '29':'Tickets', '21':'Childcare', '5':'Gratitude', '48':'Alcoholic Drinks',\n",
    "                 '34':'Games', '17':'Food', '36':'Food', '19':'Food', '52':'Face', '37':'Bills', '12':'Food'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "note_themes = [Cluster_Theme_dict[str(x)] for x in labels]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Theme\n",
       "Alcoholic Drinks     3\n",
       "Beach                1\n",
       "Bills                2\n",
       "Birthday             1\n",
       "Car                  1\n",
       "Childcare            1\n",
       "Clothes              1\n",
       "Coffee               1\n",
       "Cookies              1\n",
       "Domestic             2\n",
       "Face                 3\n",
       "Food                11\n",
       "Games                1\n",
       "Gas                  1\n",
       "Gifts                1\n",
       "Gratitude            4\n",
       "Groceries            1\n",
       "Money                2\n",
       "Other                1\n",
       "Party                1\n",
       "People               3\n",
       "Phone                1\n",
       "Rent                 1\n",
       "Sports               2\n",
       "Stuff                1\n",
       "Sweat                1\n",
       "Tickets              2\n",
       "Tip                  1\n",
       "Travel               1\n",
       "Name: Cluster, dtype: int64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cluster_Theme_df = pd.DataFrame(Cluster_Theme_list, columns=['Cluster','Theme'])\n",
    "Cluster_Theme_df.groupby('Theme')['Cluster'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
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       "      <th>2</th>\n",
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       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>...</th>\n",
       "      <th>912</th>\n",
       "      <th>913</th>\n",
       "      <th>914</th>\n",
       "      <th>915</th>\n",
       "      <th>916</th>\n",
       "      <th>917</th>\n",
       "      <th>918</th>\n",
       "      <th>919</th>\n",
       "      <th>920</th>\n",
       "      <th>921</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21466</td>\n",
       "      <td>(house, 1208)</td>\n",
       "      <td>(car, 791)</td>\n",
       "      <td>(love, 770)</td>\n",
       "      <td>(baby, 764)</td>\n",
       "      <td>(cleaning, 482)</td>\n",
       "      <td>(water, 456)</td>\n",
       "      <td>(fun, 395)</td>\n",
       "      <td>(dog, 389)</td>\n",
       "      <td>(telephone, 383)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mama, 0)</td>\n",
       "      <td>(makeup, 0)</td>\n",
       "      <td>(lyft, 0)</td>\n",
       "      <td>(lunch, 0)</td>\n",
       "      <td>(loudly, 0)</td>\n",
       "      <td>(lotus, 0)</td>\n",
       "      <td>(lollipop, 0)</td>\n",
       "      <td>(lol, 0)</td>\n",
       "      <td>(lobster, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1946</td>\n",
       "      <td>(cookie, 1267)</td>\n",
       "      <td>(cookies, 456)</td>\n",
       "      <td>(rocket, 265)</td>\n",
       "      <td>(popsicle, 234)</td>\n",
       "      <td>(candy, 182)</td>\n",
       "      <td>(girl, 147)</td>\n",
       "      <td>(scout, 140)</td>\n",
       "      <td>(snowflake, 84)</td>\n",
       "      <td>(chocolate, 81)</td>\n",
       "      <td>...</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mug, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(movie, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3338</td>\n",
       "      <td>(food, 820)</td>\n",
       "      <td>(bread, 557)</td>\n",
       "      <td>(face, 535)</td>\n",
       "      <td>(meat, 438)</td>\n",
       "      <td>(rice, 419)</td>\n",
       "      <td>(chicken, 379)</td>\n",
       "      <td>(savoring, 370)</td>\n",
       "      <td>(cooking, 369)</td>\n",
       "      <td>(chicken_drumstick, 351)</td>\n",
       "      <td>...</td>\n",
       "      <td>(loudly, 0)</td>\n",
       "      <td>(lyft, 0)</td>\n",
       "      <td>(machine, 0)</td>\n",
       "      <td>(magic, 0)</td>\n",
       "      <td>(makeup, 0)</td>\n",
       "      <td>(maple, 0)</td>\n",
       "      <td>(march, 0)</td>\n",
       "      <td>(mark, 0)</td>\n",
       "      <td>(masks, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14830</td>\n",
       "      <td>(thanks, 1533)</td>\n",
       "      <td>(good, 583)</td>\n",
       "      <td>(know, 420)</td>\n",
       "      <td>(day, 385)</td>\n",
       "      <td>(test, 366)</td>\n",
       "      <td>(time, 324)</td>\n",
       "      <td>(work, 323)</td>\n",
       "      <td>(week, 322)</td>\n",
       "      <td>(night, 295)</td>\n",
       "      <td>...</td>\n",
       "      <td>(money, 0)</td>\n",
       "      <td>(monday, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(mom, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(microphone, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(mexico, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2429</td>\n",
       "      <td>(festival, 590)</td>\n",
       "      <td>(trip, 491)</td>\n",
       "      <td>(floaty, 303)</td>\n",
       "      <td>(camping, 286)</td>\n",
       "      <td>(donation, 244)</td>\n",
       "      <td>(raffle, 189)</td>\n",
       "      <td>(fundraiser, 149)</td>\n",
       "      <td>(musical, 91)</td>\n",
       "      <td>(concert, 91)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(month, 0)</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1040</td>\n",
       "      <td>(heart, 2925)</td>\n",
       "      <td>(red, 1576)</td>\n",
       "      <td>(purple, 222)</td>\n",
       "      <td>(blue, 199)</td>\n",
       "      <td>(yellow, 195)</td>\n",
       "      <td>(hearts, 158)</td>\n",
       "      <td>(face, 143)</td>\n",
       "      <td>(black, 123)</td>\n",
       "      <td>(green, 122)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(month, 0)</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(monday, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(milk, 0)</td>\n",
       "      <td>(middle, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5107</td>\n",
       "      <td>(heart, 4526)</td>\n",
       "      <td>(red, 2294)</td>\n",
       "      <td>(hearts, 856)</td>\n",
       "      <td>(suit, 305)</td>\n",
       "      <td>(growing, 264)</td>\n",
       "      <td>(purple, 239)</td>\n",
       "      <td>(blue, 235)</td>\n",
       "      <td>(candy, 190)</td>\n",
       "      <td>(love, 184)</td>\n",
       "      <td>...</td>\n",
       "      <td>(photo, 0)</td>\n",
       "      <td>(crossed, 0)</td>\n",
       "      <td>(crossbones, 0)</td>\n",
       "      <td>(croissant, 0)</td>\n",
       "      <td>(photos, 0)</td>\n",
       "      <td>(piano, 0)</td>\n",
       "      <td>(pig, 0)</td>\n",
       "      <td>(pineapple, 0)</td>\n",
       "      <td>(pistol, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1515</td>\n",
       "      <td>(fish, 357)</td>\n",
       "      <td>(tropical, 239)</td>\n",
       "      <td>(tree, 189)</td>\n",
       "      <td>(sun, 171)</td>\n",
       "      <td>(beach, 170)</td>\n",
       "      <td>(umbrella, 167)</td>\n",
       "      <td>(water, 155)</td>\n",
       "      <td>(wave, 139)</td>\n",
       "      <td>(desert, 136)</td>\n",
       "      <td>...</td>\n",
       "      <td>(movie, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(monday, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(mom, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>70573</td>\n",
       "      <td>(services, 108)</td>\n",
       "      <td>(head, 96)</td>\n",
       "      <td>(din, 84)</td>\n",
       "      <td>(sale, 71)</td>\n",
       "      <td>(paper, 60)</td>\n",
       "      <td>(present, 60)</td>\n",
       "      <td>(august, 57)</td>\n",
       "      <td>(square, 48)</td>\n",
       "      <td>(board, 36)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pig, 0)</td>\n",
       "      <td>(pie, 0)</td>\n",
       "      <td>(picture, 0)</td>\n",
       "      <td>(pics, 0)</td>\n",
       "      <td>(pick, 0)</td>\n",
       "      <td>(piano, 0)</td>\n",
       "      <td>(photos, 0)</td>\n",
       "      <td>(photo, 0)</td>\n",
       "      <td>(phone, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>14599</td>\n",
       "      <td>(tip, 518)</td>\n",
       "      <td>(nail, 503)</td>\n",
       "      <td>(face, 502)</td>\n",
       "      <td>(party, 472)</td>\n",
       "      <td>(polish, 472)</td>\n",
       "      <td>(hair, 471)</td>\n",
       "      <td>(popper, 451)</td>\n",
       "      <td>(ice, 350)</td>\n",
       "      <td>(chicken_drumstick, 338)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pie, 0)</td>\n",
       "      <td>(family, 0)</td>\n",
       "      <td>(pics, 0)</td>\n",
       "      <td>(phone, 0)</td>\n",
       "      <td>(father’s, 0)</td>\n",
       "      <td>(favorite, 0)</td>\n",
       "      <td>(pho, 0)</td>\n",
       "      <td>(feb, 0)</td>\n",
       "      <td>(february, 0)</td>\n",
       "      <td>(zany, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>12744</td>\n",
       "      <td>(lunch, 1111)</td>\n",
       "      <td>(dinner, 992)</td>\n",
       "      <td>(chicken, 720)</td>\n",
       "      <td>(steaming_bowl, 469)</td>\n",
       "      <td>(salad, 415)</td>\n",
       "      <td>(chipotle, 357)</td>\n",
       "      <td>(paella, 351)</td>\n",
       "      <td>(green, 330)</td>\n",
       "      <td>(french_fries, 314)</td>\n",
       "      <td>...</td>\n",
       "      <td>(march, 0)</td>\n",
       "      <td>(makeup, 0)</td>\n",
       "      <td>(lipstick, 0)</td>\n",
       "      <td>(magic, 0)</td>\n",
       "      <td>(lyft, 0)</td>\n",
       "      <td>(loudly, 0)</td>\n",
       "      <td>(lotus, 0)</td>\n",
       "      <td>(lol, 0)</td>\n",
       "      <td>(loan, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3404</td>\n",
       "      <td>(baseball, 550)</td>\n",
       "      <td>(basketball, 521)</td>\n",
       "      <td>(soccer, 442)</td>\n",
       "      <td>(ball, 402)</td>\n",
       "      <td>(golf, 379)</td>\n",
       "      <td>(bowling, 303)</td>\n",
       "      <td>(volleyball, 284)</td>\n",
       "      <td>(softball, 257)</td>\n",
       "      <td>(hockey, 244)</td>\n",
       "      <td>...</td>\n",
       "      <td>(movie, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(moon, 0)</td>\n",
       "      <td>(month, 0)</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>714</td>\n",
       "      <td>(taco, 1012)</td>\n",
       "      <td>(pizza, 937)</td>\n",
       "      <td>(hamburger, 335)</td>\n",
       "      <td>(sushi, 265)</td>\n",
       "      <td>(burrito, 241)</td>\n",
       "      <td>(french_fries, 185)</td>\n",
       "      <td>(steaming_bowl, 156)</td>\n",
       "      <td>(cookie, 107)</td>\n",
       "      <td>(chicken_drumstick, 96)</td>\n",
       "      <td>...</td>\n",
       "      <td>(package, 0)</td>\n",
       "      <td>(owe, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(open, 0)</td>\n",
       "      <td>(oops, 0)</td>\n",
       "      <td>(old, 0)</td>\n",
       "      <td>(oil, 0)</td>\n",
       "      <td>(ogre, 0)</td>\n",
       "      <td>(office, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4274</td>\n",
       "      <td>(uber, 1687)</td>\n",
       "      <td>(hotel, 777)</td>\n",
       "      <td>(taxi, 736)</td>\n",
       "      <td>(lyft, 321)</td>\n",
       "      <td>(airbnb, 242)</td>\n",
       "      <td>(airplane, 226)</td>\n",
       "      <td>(bus, 215)</td>\n",
       "      <td>(car, 194)</td>\n",
       "      <td>(bnb, 106)</td>\n",
       "      <td>...</td>\n",
       "      <td>(medal, 0)</td>\n",
       "      <td>(mom, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(miss, 0)</td>\n",
       "      <td>(middle, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(merry, 0)</td>\n",
       "      <td>(men, 0)</td>\n",
       "      <td>(medium, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2259</td>\n",
       "      <td>(knife, 2333)</td>\n",
       "      <td>(fork, 2212)</td>\n",
       "      <td>(plate, 540)</td>\n",
       "      <td>(kitchen, 122)</td>\n",
       "      <td>(pistol, 74)</td>\n",
       "      <td>(lunch, 69)</td>\n",
       "      <td>(dinner, 51)</td>\n",
       "      <td>(face, 50)</td>\n",
       "      <td>(scissors, 40)</td>\n",
       "      <td>...</td>\n",
       "      <td>(nerd, 0)</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(musical, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4052</td>\n",
       "      <td>(shirt, 1425)</td>\n",
       "      <td>(clothes, 534)</td>\n",
       "      <td>(shoe, 457)</td>\n",
       "      <td>(woman’s, 373)</td>\n",
       "      <td>(dress, 364)</td>\n",
       "      <td>(shirts, 312)</td>\n",
       "      <td>(shoes, 281)</td>\n",
       "      <td>(jeans, 243)</td>\n",
       "      <td>(running, 243)</td>\n",
       "      <td>...</td>\n",
       "      <td>(monday, 0)</td>\n",
       "      <td>(medal, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(milk, 0)</td>\n",
       "      <td>(middle, 0)</td>\n",
       "      <td>(mexico, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(merry, 0)</td>\n",
       "      <td>(medical, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2136</td>\n",
       "      <td>(skin, 4718)</td>\n",
       "      <td>(tone, 4718)</td>\n",
       "      <td>(light, 3588)</td>\n",
       "      <td>(medium, 2818)</td>\n",
       "      <td>(woman, 1245)</td>\n",
       "      <td>(man, 634)</td>\n",
       "      <td>(dancing, 488)</td>\n",
       "      <td>(hand, 428)</td>\n",
       "      <td>(dark, 423)</td>\n",
       "      <td>...</td>\n",
       "      <td>(cupcake, 0)</td>\n",
       "      <td>(idk, 0)</td>\n",
       "      <td>(sent, 0)</td>\n",
       "      <td>(cute, 0)</td>\n",
       "      <td>(cuz, 0)</td>\n",
       "      <td>(dad, 0)</td>\n",
       "      <td>(daddy, 0)</td>\n",
       "      <td>(sending, 0)</td>\n",
       "      <td>(ibotta, 0)</td>\n",
       "      <td>(plug, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>924</td>\n",
       "      <td>(pizza, 917)</td>\n",
       "      <td>(french_fries, 490)</td>\n",
       "      <td>(hamburger, 432)</td>\n",
       "      <td>(doughnut, 64)</td>\n",
       "      <td>(sandwich, 59)</td>\n",
       "      <td>(hotdog, 52)</td>\n",
       "      <td>(popcorn, 44)</td>\n",
       "      <td>(fried_shrimp, 43)</td>\n",
       "      <td>(pancakes, 31)</td>\n",
       "      <td>...</td>\n",
       "      <td>(parking, 0)</td>\n",
       "      <td>(park, 0)</td>\n",
       "      <td>(paper, 0)</td>\n",
       "      <td>(pants, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paid, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>8597</td>\n",
       "      <td>(money, 3478)</td>\n",
       "      <td>(house, 3326)</td>\n",
       "      <td>(deposit, 638)</td>\n",
       "      <td>(garden, 631)</td>\n",
       "      <td>(payment, 608)</td>\n",
       "      <td>(refund, 484)</td>\n",
       "      <td>(fee, 388)</td>\n",
       "      <td>(dues, 338)</td>\n",
       "      <td>(pay, 331)</td>\n",
       "      <td>...</td>\n",
       "      <td>(maple, 0)</td>\n",
       "      <td>(massage, 0)</td>\n",
       "      <td>(math, 0)</td>\n",
       "      <td>(meat, 0)</td>\n",
       "      <td>(men, 0)</td>\n",
       "      <td>(merry, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(mexico, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>885</td>\n",
       "      <td>(burrito, 999)</td>\n",
       "      <td>(taco, 74)</td>\n",
       "      <td>(face, 14)</td>\n",
       "      <td>(drink, 11)</td>\n",
       "      <td>(tropical, 11)</td>\n",
       "      <td>(coffee, 11)</td>\n",
       "      <td>(sushi, 11)</td>\n",
       "      <td>(food, 10)</td>\n",
       "      <td>(chipotle, 10)</td>\n",
       "      <td>...</td>\n",
       "      <td>(park, 0)</td>\n",
       "      <td>(paper, 0)</td>\n",
       "      <td>(pants, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paid, 0)</td>\n",
       "      <td>(package, 0)</td>\n",
       "      <td>(owe, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2861</td>\n",
       "      <td>(green, 497)</td>\n",
       "      <td>(cheese, 480)</td>\n",
       "      <td>(wedge, 456)</td>\n",
       "      <td>(bread, 410)</td>\n",
       "      <td>(eggplant, 356)</td>\n",
       "      <td>(salad, 354)</td>\n",
       "      <td>(rice, 330)</td>\n",
       "      <td>(ice, 280)</td>\n",
       "      <td>(cream, 272)</td>\n",
       "      <td>...</td>\n",
       "      <td>(june, 0)</td>\n",
       "      <td>(kiddos, 0)</td>\n",
       "      <td>(kids, 0)</td>\n",
       "      <td>(laptop, 0)</td>\n",
       "      <td>(lashes, 0)</td>\n",
       "      <td>(league, 0)</td>\n",
       "      <td>(lesson, 0)</td>\n",
       "      <td>(lessons, 0)</td>\n",
       "      <td>(life, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1093</td>\n",
       "      <td>(babysitting, 610)</td>\n",
       "      <td>(tutoring, 291)</td>\n",
       "      <td>(daycare, 145)</td>\n",
       "      <td>(school, 26)</td>\n",
       "      <td>(thanks, 22)</td>\n",
       "      <td>(child, 21)</td>\n",
       "      <td>(care, 14)</td>\n",
       "      <td>(week, 14)</td>\n",
       "      <td>(kids, 12)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pge, 0)</td>\n",
       "      <td>(performing, 0)</td>\n",
       "      <td>(pepper, 0)</td>\n",
       "      <td>(people, 0)</td>\n",
       "      <td>(peanuts, 0)</td>\n",
       "      <td>(peach, 0)</td>\n",
       "      <td>(paying, 0)</td>\n",
       "      <td>(payback, 0)</td>\n",
       "      <td>(paw, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4082</td>\n",
       "      <td>(taco, 2024)</td>\n",
       "      <td>(sushi, 1096)</td>\n",
       "      <td>(hamburger, 890)</td>\n",
       "      <td>(tacos, 197)</td>\n",
       "      <td>(bell, 161)</td>\n",
       "      <td>(pho, 126)</td>\n",
       "      <td>(sandwich, 114)</td>\n",
       "      <td>(burger, 97)</td>\n",
       "      <td>(bento_box, 78)</td>\n",
       "      <td>...</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(musical, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mug, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>7694</td>\n",
       "      <td>(face, 10153)</td>\n",
       "      <td>(smiling, 4467)</td>\n",
       "      <td>(eyes, 2166)</td>\n",
       "      <td>(kiss, 1671)</td>\n",
       "      <td>(blowing, 1597)</td>\n",
       "      <td>(heart, 823)</td>\n",
       "      <td>(hearts, 731)</td>\n",
       "      <td>(sunglasses, 550)</td>\n",
       "      <td>(grinning, 538)</td>\n",
       "      <td>...</td>\n",
       "      <td>(key, 0)</td>\n",
       "      <td>(brands, 0)</td>\n",
       "      <td>(sending, 0)</td>\n",
       "      <td>(earn, 0)</td>\n",
       "      <td>(leafy, 0)</td>\n",
       "      <td>(lesson, 0)</td>\n",
       "      <td>(cable, 0)</td>\n",
       "      <td>(run, 0)</td>\n",
       "      <td>(lobster, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3160</td>\n",
       "      <td>(rent, 3033)</td>\n",
       "      <td>(house, 135)</td>\n",
       "      <td>(rental, 130)</td>\n",
       "      <td>(july, 129)</td>\n",
       "      <td>(money, 106)</td>\n",
       "      <td>(june, 103)</td>\n",
       "      <td>(august, 97)</td>\n",
       "      <td>(april, 93)</td>\n",
       "      <td>(march, 84)</td>\n",
       "      <td>...</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(pancakes, 0)</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paella, 0)</td>\n",
       "      <td>(package, 0)</td>\n",
       "      <td>(order, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6611</td>\n",
       "      <td>(food, 6414)</td>\n",
       "      <td>(foods, 246)</td>\n",
       "      <td>(chinese, 96)</td>\n",
       "      <td>(thai, 72)</td>\n",
       "      <td>(dog, 68)</td>\n",
       "      <td>(stuff, 40)</td>\n",
       "      <td>(cat, 31)</td>\n",
       "      <td>(mexican, 29)</td>\n",
       "      <td>(drinks, 26)</td>\n",
       "      <td>...</td>\n",
       "      <td>(old, 0)</td>\n",
       "      <td>(oil, 0)</td>\n",
       "      <td>(ogre, 0)</td>\n",
       "      <td>(october, 0)</td>\n",
       "      <td>(november, 0)</td>\n",
       "      <td>(nov, 0)</td>\n",
       "      <td>(notes, 0)</td>\n",
       "      <td>(note, 0)</td>\n",
       "      <td>(nose, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2500</td>\n",
       "      <td>(dollar, 2827)</td>\n",
       "      <td>(banknote, 1693)</td>\n",
       "      <td>(venmo, 1142)</td>\n",
       "      <td>(arrow, 353)</td>\n",
       "      <td>(money, 348)</td>\n",
       "      <td>(star, 84)</td>\n",
       "      <td>(splitwisecom, 83)</td>\n",
       "      <td>(white, 82)</td>\n",
       "      <td>(medium, 81)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mountain, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3380</td>\n",
       "      <td>(groceries, 1304)</td>\n",
       "      <td>(drinks, 446)</td>\n",
       "      <td>(shopping, 316)</td>\n",
       "      <td>(supplies, 263)</td>\n",
       "      <td>(snacks, 242)</td>\n",
       "      <td>(goods, 234)</td>\n",
       "      <td>(bags, 197)</td>\n",
       "      <td>(grocery, 195)</td>\n",
       "      <td>(candy, 132)</td>\n",
       "      <td>...</td>\n",
       "      <td>(ogre, 0)</td>\n",
       "      <td>(october, 0)</td>\n",
       "      <td>(november, 0)</td>\n",
       "      <td>(nov, 0)</td>\n",
       "      <td>(notes, 0)</td>\n",
       "      <td>(note, 0)</td>\n",
       "      <td>(nose, 0)</td>\n",
       "      <td>(nice, 0)</td>\n",
       "      <td>(nerd, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1676</td>\n",
       "      <td>(beer, 1836)</td>\n",
       "      <td>(mug, 1808)</td>\n",
       "      <td>(pizza, 75)</td>\n",
       "      <td>(hamburger, 54)</td>\n",
       "      <td>(beer_mugs, 44)</td>\n",
       "      <td>(clinking, 44)</td>\n",
       "      <td>(chicken_drumstick, 42)</td>\n",
       "      <td>(face, 33)</td>\n",
       "      <td>(glass, 23)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1099</td>\n",
       "      <td>(camera, 1027)</td>\n",
       "      <td>(movie, 742)</td>\n",
       "      <td>(flash, 130)</td>\n",
       "      <td>(film, 108)</td>\n",
       "      <td>(clapper, 70)</td>\n",
       "      <td>(board, 70)</td>\n",
       "      <td>(microphone, 60)</td>\n",
       "      <td>(musical, 57)</td>\n",
       "      <td>(popcorn, 56)</td>\n",
       "      <td>...</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paid, 0)</td>\n",
       "      <td>(paella, 0)</td>\n",
       "      <td>(package, 0)</td>\n",
       "      <td>(owe, 0)</td>\n",
       "      <td>(order, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(oops, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>3673</td>\n",
       "      <td>(automobile, 1705)</td>\n",
       "      <td>(gas, 1197)</td>\n",
       "      <td>(electric, 543)</td>\n",
       "      <td>(car, 172)</td>\n",
       "      <td>(plug, 149)</td>\n",
       "      <td>(oil, 147)</td>\n",
       "      <td>(insurance, 125)</td>\n",
       "      <td>(electricity, 111)</td>\n",
       "      <td>(pge, 103)</td>\n",
       "      <td>...</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(nerd, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mug, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1623</td>\n",
       "      <td>(money, 1853)</td>\n",
       "      <td>(bag, 831)</td>\n",
       "      <td>(computer, 486)</td>\n",
       "      <td>(laptop, 479)</td>\n",
       "      <td>(cash, 318)</td>\n",
       "      <td>(check, 185)</td>\n",
       "      <td>(ibotta, 179)</td>\n",
       "      <td>(way, 169)</td>\n",
       "      <td>(fun, 165)</td>\n",
       "      <td>...</td>\n",
       "      <td>(monster, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(monkey, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(mom, 0)</td>\n",
       "      <td>(milk, 0)</td>\n",
       "      <td>(middle, 0)</td>\n",
       "      <td>(microbe, 0)</td>\n",
       "      <td>(mexico, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2351</td>\n",
       "      <td>(coffee, 2486)</td>\n",
       "      <td>(cooking, 177)</td>\n",
       "      <td>(tea, 165)</td>\n",
       "      <td>(shake, 28)</td>\n",
       "      <td>(table, 26)</td>\n",
       "      <td>(bagel, 25)</td>\n",
       "      <td>(face, 24)</td>\n",
       "      <td>(tip, 23)</td>\n",
       "      <td>(heart, 22)</td>\n",
       "      <td>...</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(movie, 0)</td>\n",
       "      <td>(mouth, 0)</td>\n",
       "      <td>(mountain, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>6339</td>\n",
       "      <td>(skin, 6299)</td>\n",
       "      <td>(tone, 6298)</td>\n",
       "      <td>(light, 4718)</td>\n",
       "      <td>(medium, 3583)</td>\n",
       "      <td>(woman, 1732)</td>\n",
       "      <td>(hand, 844)</td>\n",
       "      <td>(man, 822)</td>\n",
       "      <td>(hands, 654)</td>\n",
       "      <td>(dark, 544)</td>\n",
       "      <td>...</td>\n",
       "      <td>(lobster, 0)</td>\n",
       "      <td>(crab, 0)</td>\n",
       "      <td>(shoes, 0)</td>\n",
       "      <td>(corn, 0)</td>\n",
       "      <td>(loudly, 0)</td>\n",
       "      <td>(shit, 0)</td>\n",
       "      <td>(tips, 0)</td>\n",
       "      <td>(cookies, 0)</td>\n",
       "      <td>(makeup, 0)</td>\n",
       "      <td>(really, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1001</td>\n",
       "      <td>(game, 689)</td>\n",
       "      <td>(video, 236)</td>\n",
       "      <td>(musical, 155)</td>\n",
       "      <td>(die, 107)</td>\n",
       "      <td>(score, 90)</td>\n",
       "      <td>(points, 76)</td>\n",
       "      <td>(collision, 53)</td>\n",
       "      <td>(ball, 49)</td>\n",
       "      <td>(notes, 47)</td>\n",
       "      <td>...</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(nov, 0)</td>\n",
       "      <td>(nose, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(mug, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1849</td>\n",
       "      <td>(fuel, 1931)</td>\n",
       "      <td>(pump, 1928)</td>\n",
       "      <td>(gas, 81)</td>\n",
       "      <td>(automobile, 59)</td>\n",
       "      <td>(face, 26)</td>\n",
       "      <td>(rocket, 23)</td>\n",
       "      <td>(money, 22)</td>\n",
       "      <td>(suv, 17)</td>\n",
       "      <td>(heart, 16)</td>\n",
       "      <td>...</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(owe, 0)</td>\n",
       "      <td>(order, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(open, 0)</td>\n",
       "      <td>(oops, 0)</td>\n",
       "      <td>(ogre, 0)</td>\n",
       "      <td>(office, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>899</td>\n",
       "      <td>(pizza, 1234)</td>\n",
       "      <td>(face, 38)</td>\n",
       "      <td>(party, 35)</td>\n",
       "      <td>(chicken_drumstick, 26)</td>\n",
       "      <td>(night, 18)</td>\n",
       "      <td>(popper, 16)</td>\n",
       "      <td>(time, 15)</td>\n",
       "      <td>(love, 14)</td>\n",
       "      <td>(drink, 14)</td>\n",
       "      <td>...</td>\n",
       "      <td>(notes, 0)</td>\n",
       "      <td>(note, 0)</td>\n",
       "      <td>(nose, 0)</td>\n",
       "      <td>(nice, 0)</td>\n",
       "      <td>(new, 0)</td>\n",
       "      <td>(nerd, 0)</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>784</td>\n",
       "      <td>(voltage, 836)</td>\n",
       "      <td>(high, 836)</td>\n",
       "      <td>(electric, 724)</td>\n",
       "      <td>(light_bulb, 690)</td>\n",
       "      <td>(plug, 672)</td>\n",
       "      <td>(money, 597)</td>\n",
       "      <td>(fuel, 40)</td>\n",
       "      <td>(pump, 40)</td>\n",
       "      <td>(computer, 29)</td>\n",
       "      <td>...</td>\n",
       "      <td>(parking, 0)</td>\n",
       "      <td>(park, 0)</td>\n",
       "      <td>(pants, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(pancakes, 0)</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paid, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2309</td>\n",
       "      <td>(baby, 762)</td>\n",
       "      <td>(woman, 633)</td>\n",
       "      <td>(face, 375)</td>\n",
       "      <td>(man, 355)</td>\n",
       "      <td>(chick, 353)</td>\n",
       "      <td>(girl, 238)</td>\n",
       "      <td>(dog, 232)</td>\n",
       "      <td>(women, 231)</td>\n",
       "      <td>(bunny, 223)</td>\n",
       "      <td>...</td>\n",
       "      <td>(poker, 0)</td>\n",
       "      <td>(chips, 0)</td>\n",
       "      <td>(splitwise, 0)</td>\n",
       "      <td>(spice, 0)</td>\n",
       "      <td>(tour, 0)</td>\n",
       "      <td>(tournament, 0)</td>\n",
       "      <td>(train, 0)</td>\n",
       "      <td>(training, 0)</td>\n",
       "      <td>(soup, 0)</td>\n",
       "      <td>(grimacing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>3275</td>\n",
       "      <td>(pizza, 3274)</td>\n",
       "      <td>(thanks, 7)</td>\n",
       "      <td>(team, 2)</td>\n",
       "      <td>(points, 1)</td>\n",
       "      <td>(utilities, 1)</td>\n",
       "      <td>(change, 1)</td>\n",
       "      <td>(make, 1)</td>\n",
       "      <td>(women, 1)</td>\n",
       "      <td>(new, 1)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pile, 0)</td>\n",
       "      <td>(pig, 0)</td>\n",
       "      <td>(pie, 0)</td>\n",
       "      <td>(picture, 0)</td>\n",
       "      <td>(pics, 0)</td>\n",
       "      <td>(pick, 0)</td>\n",
       "      <td>(piano, 0)</td>\n",
       "      <td>(photos, 0)</td>\n",
       "      <td>(photo, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1383</td>\n",
       "      <td>(party, 1496)</td>\n",
       "      <td>(popper, 1430)</td>\n",
       "      <td>(birthday, 1093)</td>\n",
       "      <td>(cake, 824)</td>\n",
       "      <td>(happy, 231)</td>\n",
       "      <td>(christmas, 215)</td>\n",
       "      <td>(tree, 192)</td>\n",
       "      <td>(ball, 179)</td>\n",
       "      <td>(confetti, 166)</td>\n",
       "      <td>...</td>\n",
       "      <td>(man’s, 0)</td>\n",
       "      <td>(mask, 0)</td>\n",
       "      <td>(masks, 0)</td>\n",
       "      <td>(massage, 0)</td>\n",
       "      <td>(math, 0)</td>\n",
       "      <td>(meal, 0)</td>\n",
       "      <td>(medical, 0)</td>\n",
       "      <td>(men, 0)</td>\n",
       "      <td>(mexican, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>5752</td>\n",
       "      <td>(gift, 3455)</td>\n",
       "      <td>(birthday, 1121)</td>\n",
       "      <td>(christmas, 823)</td>\n",
       "      <td>(tree, 561)</td>\n",
       "      <td>(happy, 502)</td>\n",
       "      <td>(card, 297)</td>\n",
       "      <td>(santa, 262)</td>\n",
       "      <td>(claus, 261)</td>\n",
       "      <td>(gifts, 246)</td>\n",
       "      <td>...</td>\n",
       "      <td>(eggs, 0)</td>\n",
       "      <td>(electric, 0)</td>\n",
       "      <td>(electricity, 0)</td>\n",
       "      <td>(pouting, 0)</td>\n",
       "      <td>(potato, 0)</td>\n",
       "      <td>(position, 0)</td>\n",
       "      <td>(evil, 0)</td>\n",
       "      <td>(exclamation, 0)</td>\n",
       "      <td>(popping, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>11362</td>\n",
       "      <td>(face, 6417)</td>\n",
       "      <td>(person, 1030)</td>\n",
       "      <td>(dog, 960)</td>\n",
       "      <td>(getting, 888)</td>\n",
       "      <td>(flag, 840)</td>\n",
       "      <td>(hole, 790)</td>\n",
       "      <td>(haircut, 779)</td>\n",
       "      <td>(mouth, 426)</td>\n",
       "      <td>(mask, 346)</td>\n",
       "      <td>...</td>\n",
       "      <td>(din, 0)</td>\n",
       "      <td>(pregnant, 0)</td>\n",
       "      <td>(pretzel, 0)</td>\n",
       "      <td>(deciduous, 0)</td>\n",
       "      <td>(december, 0)</td>\n",
       "      <td>(daycare, 0)</td>\n",
       "      <td>(pump, 0)</td>\n",
       "      <td>(purse, 0)</td>\n",
       "      <td>(curry, 0)</td>\n",
       "      <td>(tutoring, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1324</td>\n",
       "      <td>(bills, 1281)</td>\n",
       "      <td>(splitwisecom, 507)</td>\n",
       "      <td>(states, 73)</td>\n",
       "      <td>(united, 73)</td>\n",
       "      <td>(expenses, 71)</td>\n",
       "      <td>(splitwise, 16)</td>\n",
       "      <td>(beers, 8)</td>\n",
       "      <td>(phone, 8)</td>\n",
       "      <td>(march, 7)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pho, 0)</td>\n",
       "      <td>(person, 0)</td>\n",
       "      <td>(performing, 0)</td>\n",
       "      <td>(pepper, 0)</td>\n",
       "      <td>(people, 0)</td>\n",
       "      <td>(peanuts, 0)</td>\n",
       "      <td>(payment, 0)</td>\n",
       "      <td>(payback, 0)</td>\n",
       "      <td>(paw, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>5047</td>\n",
       "      <td>(glass, 1849)</td>\n",
       "      <td>(wine, 1201)</td>\n",
       "      <td>(beer_mugs, 1158)</td>\n",
       "      <td>(clinking, 1158)</td>\n",
       "      <td>(drink, 829)</td>\n",
       "      <td>(tropical, 794)</td>\n",
       "      <td>(beer, 594)</td>\n",
       "      <td>(festival, 561)</td>\n",
       "      <td>(bottle, 527)</td>\n",
       "      <td>...</td>\n",
       "      <td>(electric, 0)</td>\n",
       "      <td>(dumb, 0)</td>\n",
       "      <td>(payback, 0)</td>\n",
       "      <td>(earn, 0)</td>\n",
       "      <td>(paw, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(eat, 0)</td>\n",
       "      <td>(egg, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2572</td>\n",
       "      <td>(tickets, 1438)</td>\n",
       "      <td>(ticket, 1151)</td>\n",
       "      <td>(admission, 736)</td>\n",
       "      <td>(tix, 204)</td>\n",
       "      <td>(musical, 126)</td>\n",
       "      <td>(notes, 89)</td>\n",
       "      <td>(movie, 88)</td>\n",
       "      <td>(festival, 80)</td>\n",
       "      <td>(raffle, 79)</td>\n",
       "      <td>...</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(nail, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>3248</td>\n",
       "      <td>(thank, 3207)</td>\n",
       "      <td>(heart, 172)</td>\n",
       "      <td>(face, 118)</td>\n",
       "      <td>(red, 82)</td>\n",
       "      <td>(love, 56)</td>\n",
       "      <td>(gift, 55)</td>\n",
       "      <td>(hearts, 41)</td>\n",
       "      <td>(great, 41)</td>\n",
       "      <td>(dog, 35)</td>\n",
       "      <td>...</td>\n",
       "      <td>(let’s, 0)</td>\n",
       "      <td>(lifting, 0)</td>\n",
       "      <td>(lion, 0)</td>\n",
       "      <td>(lollipop, 0)</td>\n",
       "      <td>(lotus, 0)</td>\n",
       "      <td>(machine, 0)</td>\n",
       "      <td>(mama, 0)</td>\n",
       "      <td>(man’s, 0)</td>\n",
       "      <td>(maple, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1190</td>\n",
       "      <td>(sweat, 1390)</td>\n",
       "      <td>(droplets, 1385)</td>\n",
       "      <td>(electric, 482)</td>\n",
       "      <td>(plug, 481)</td>\n",
       "      <td>(money, 225)</td>\n",
       "      <td>(eggplant, 113)</td>\n",
       "      <td>(festival, 70)</td>\n",
       "      <td>(face, 69)</td>\n",
       "      <td>(floaty, 65)</td>\n",
       "      <td>...</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(need, 0)</td>\n",
       "      <td>(nauseated, 0)</td>\n",
       "      <td>(nails, 0)</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1023</td>\n",
       "      <td>(glass, 1303)</td>\n",
       "      <td>(wine, 742)</td>\n",
       "      <td>(bottle, 702)</td>\n",
       "      <td>(cork, 681)</td>\n",
       "      <td>(popping, 681)</td>\n",
       "      <td>(clinking, 537)</td>\n",
       "      <td>(beer_mugs, 537)</td>\n",
       "      <td>(beer, 398)</td>\n",
       "      <td>(mug, 382)</td>\n",
       "      <td>...</td>\n",
       "      <td>(flight, 0)</td>\n",
       "      <td>(moms, 0)</td>\n",
       "      <td>(floor, 0)</td>\n",
       "      <td>(flower, 0)</td>\n",
       "      <td>(flowers, 0)</td>\n",
       "      <td>(fluttering, 0)</td>\n",
       "      <td>(mobile, 0)</td>\n",
       "      <td>(soap, 0)</td>\n",
       "      <td>(foods, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>12871</td>\n",
       "      <td>(stuff, 1676)</td>\n",
       "      <td>(wifi, 458)</td>\n",
       "      <td>(lol, 437)</td>\n",
       "      <td>(ass, 366)</td>\n",
       "      <td>(bday, 354)</td>\n",
       "      <td>(july, 353)</td>\n",
       "      <td>(poo, 322)</td>\n",
       "      <td>(costco, 307)</td>\n",
       "      <td>(shit, 304)</td>\n",
       "      <td>...</td>\n",
       "      <td>(ibotta, 0)</td>\n",
       "      <td>(index, 0)</td>\n",
       "      <td>(jacket, 0)</td>\n",
       "      <td>(jeans, 0)</td>\n",
       "      <td>(jersey, 0)</td>\n",
       "      <td>(joy, 0)</td>\n",
       "      <td>(kale, 0)</td>\n",
       "      <td>(key, 0)</td>\n",
       "      <td>(knife, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2618</td>\n",
       "      <td>(phone, 2350)</td>\n",
       "      <td>(mobile, 1531)</td>\n",
       "      <td>(money, 917)</td>\n",
       "      <td>(telephone, 353)</td>\n",
       "      <td>(receiver, 241)</td>\n",
       "      <td>(cell, 199)</td>\n",
       "      <td>(computer, 158)</td>\n",
       "      <td>(laptop, 155)</td>\n",
       "      <td>(arrow, 91)</td>\n",
       "      <td>...</td>\n",
       "      <td>(pants, 0)</td>\n",
       "      <td>(panda, 0)</td>\n",
       "      <td>(pancakes, 0)</td>\n",
       "      <td>(palm_tree, 0)</td>\n",
       "      <td>(palette, 0)</td>\n",
       "      <td>(painting, 0)</td>\n",
       "      <td>(paella, 0)</td>\n",
       "      <td>(order, 0)</td>\n",
       "      <td>(orange, 0)</td>\n",
       "      <td>(1st, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2176</td>\n",
       "      <td>(football, 2347)</td>\n",
       "      <td>(american, 2020)</td>\n",
       "      <td>(fantasy, 482)</td>\n",
       "      <td>(basketball, 377)</td>\n",
       "      <td>(ball, 181)</td>\n",
       "      <td>(soccer, 178)</td>\n",
       "      <td>(baseball, 168)</td>\n",
       "      <td>(place, 67)</td>\n",
       "      <td>(trophy, 65)</td>\n",
       "      <td>...</td>\n",
       "      <td>(music, 0)</td>\n",
       "      <td>(mrs, 0)</td>\n",
       "      <td>(mowing, 0)</td>\n",
       "      <td>(movies, 0)</td>\n",
       "      <td>(mountain, 0)</td>\n",
       "      <td>(motor, 0)</td>\n",
       "      <td>(mother’s, 0)</td>\n",
       "      <td>(mother, 0)</td>\n",
       "      <td>(mortgage, 0)</td>\n",
       "      <td>(kissing, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>807</td>\n",
       "      <td>(face, 2890)</td>\n",
       "      <td>(smiling, 1281)</td>\n",
       "      <td>(eyes, 725)</td>\n",
       "      <td>(middle, 501)</td>\n",
       "      <td>(finger, 501)</td>\n",
       "      <td>(heart, 453)</td>\n",
       "      <td>(kiss, 280)</td>\n",
       "      <td>(blowing, 269)</td>\n",
       "      <td>(hearts, 253)</td>\n",
       "      <td>...</td>\n",
       "      <td>(massage, 0)</td>\n",
       "      <td>(dance, 0)</td>\n",
       "      <td>(masks, 0)</td>\n",
       "      <td>(march, 0)</td>\n",
       "      <td>(man’s, 0)</td>\n",
       "      <td>(tour, 0)</td>\n",
       "      <td>(date, 0)</td>\n",
       "      <td>(tournament, 0)</td>\n",
       "      <td>(daycare, 0)</td>\n",
       "      <td>(supplies, 0)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>53 rows × 923 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      0                   0                    1                  2    \\\n",
       "0   21466       (house, 1208)           (car, 791)        (love, 770)   \n",
       "1    1946      (cookie, 1267)       (cookies, 456)      (rocket, 265)   \n",
       "2    3338         (food, 820)         (bread, 557)        (face, 535)   \n",
       "3   14830      (thanks, 1533)          (good, 583)        (know, 420)   \n",
       "4    2429     (festival, 590)          (trip, 491)      (floaty, 303)   \n",
       "5    1040       (heart, 2925)          (red, 1576)      (purple, 222)   \n",
       "6    5107       (heart, 4526)          (red, 2294)      (hearts, 856)   \n",
       "7    1515         (fish, 357)      (tropical, 239)        (tree, 189)   \n",
       "8   70573     (services, 108)           (head, 96)          (din, 84)   \n",
       "9   14599          (tip, 518)          (nail, 503)        (face, 502)   \n",
       "10  12744       (lunch, 1111)        (dinner, 992)     (chicken, 720)   \n",
       "11   3404     (baseball, 550)    (basketball, 521)      (soccer, 442)   \n",
       "12    714        (taco, 1012)         (pizza, 937)   (hamburger, 335)   \n",
       "13   4274        (uber, 1687)         (hotel, 777)        (taxi, 736)   \n",
       "14   2259       (knife, 2333)         (fork, 2212)       (plate, 540)   \n",
       "15   4052       (shirt, 1425)       (clothes, 534)        (shoe, 457)   \n",
       "16   2136        (skin, 4718)         (tone, 4718)      (light, 3588)   \n",
       "17    924        (pizza, 917)  (french_fries, 490)   (hamburger, 432)   \n",
       "18   8597       (money, 3478)        (house, 3326)     (deposit, 638)   \n",
       "19    885      (burrito, 999)           (taco, 74)         (face, 14)   \n",
       "20   2861        (green, 497)        (cheese, 480)       (wedge, 456)   \n",
       "21   1093  (babysitting, 610)      (tutoring, 291)     (daycare, 145)   \n",
       "22   4082        (taco, 2024)        (sushi, 1096)   (hamburger, 890)   \n",
       "23   7694       (face, 10153)      (smiling, 4467)       (eyes, 2166)   \n",
       "24   3160        (rent, 3033)         (house, 135)      (rental, 130)   \n",
       "25   6611        (food, 6414)         (foods, 246)      (chinese, 96)   \n",
       "26   2500      (dollar, 2827)     (banknote, 1693)      (venmo, 1142)   \n",
       "27   3380   (groceries, 1304)        (drinks, 446)    (shopping, 316)   \n",
       "28   1676        (beer, 1836)          (mug, 1808)        (pizza, 75)   \n",
       "29   1099      (camera, 1027)         (movie, 742)       (flash, 130)   \n",
       "30   3673  (automobile, 1705)          (gas, 1197)    (electric, 543)   \n",
       "31   1623       (money, 1853)           (bag, 831)    (computer, 486)   \n",
       "32   2351      (coffee, 2486)       (cooking, 177)         (tea, 165)   \n",
       "33   6339        (skin, 6299)         (tone, 6298)      (light, 4718)   \n",
       "34   1001         (game, 689)         (video, 236)     (musical, 155)   \n",
       "35   1849        (fuel, 1931)         (pump, 1928)          (gas, 81)   \n",
       "36    899       (pizza, 1234)           (face, 38)        (party, 35)   \n",
       "37    784      (voltage, 836)          (high, 836)    (electric, 724)   \n",
       "38   2309         (baby, 762)         (woman, 633)        (face, 375)   \n",
       "39   3275       (pizza, 3274)          (thanks, 7)          (team, 2)   \n",
       "40   1383       (party, 1496)       (popper, 1430)   (birthday, 1093)   \n",
       "41   5752        (gift, 3455)     (birthday, 1121)   (christmas, 823)   \n",
       "42  11362        (face, 6417)       (person, 1030)         (dog, 960)   \n",
       "43   1324       (bills, 1281)  (splitwisecom, 507)       (states, 73)   \n",
       "44   5047       (glass, 1849)         (wine, 1201)  (beer_mugs, 1158)   \n",
       "45   2572     (tickets, 1438)       (ticket, 1151)   (admission, 736)   \n",
       "46   3248       (thank, 3207)         (heart, 172)        (face, 118)   \n",
       "47   1190       (sweat, 1390)     (droplets, 1385)    (electric, 482)   \n",
       "48   1023       (glass, 1303)          (wine, 742)      (bottle, 702)   \n",
       "49  12871       (stuff, 1676)          (wifi, 458)         (lol, 437)   \n",
       "50   2618       (phone, 2350)       (mobile, 1531)       (money, 917)   \n",
       "51   2176    (football, 2347)     (american, 2020)     (fantasy, 482)   \n",
       "52    807        (face, 2890)      (smiling, 1281)        (eyes, 725)   \n",
       "\n",
       "                        3                4                    5    \\\n",
       "0               (baby, 764)  (cleaning, 482)         (water, 456)   \n",
       "1           (popsicle, 234)     (candy, 182)          (girl, 147)   \n",
       "2               (meat, 438)      (rice, 419)       (chicken, 379)   \n",
       "3                (day, 385)      (test, 366)          (time, 324)   \n",
       "4            (camping, 286)  (donation, 244)        (raffle, 189)   \n",
       "5               (blue, 199)    (yellow, 195)        (hearts, 158)   \n",
       "6               (suit, 305)   (growing, 264)        (purple, 239)   \n",
       "7                (sun, 171)     (beach, 170)      (umbrella, 167)   \n",
       "8                (sale, 71)      (paper, 60)        (present, 60)   \n",
       "9              (party, 472)    (polish, 472)          (hair, 471)   \n",
       "10     (steaming_bowl, 469)     (salad, 415)      (chipotle, 357)   \n",
       "11              (ball, 402)      (golf, 379)       (bowling, 303)   \n",
       "12             (sushi, 265)   (burrito, 241)  (french_fries, 185)   \n",
       "13              (lyft, 321)    (airbnb, 242)      (airplane, 226)   \n",
       "14           (kitchen, 122)     (pistol, 74)          (lunch, 69)   \n",
       "15           (woman’s, 373)     (dress, 364)        (shirts, 312)   \n",
       "16           (medium, 2818)    (woman, 1245)           (man, 634)   \n",
       "17           (doughnut, 64)   (sandwich, 59)         (hotdog, 52)   \n",
       "18            (garden, 631)   (payment, 608)        (refund, 484)   \n",
       "19              (drink, 11)   (tropical, 11)         (coffee, 11)   \n",
       "20             (bread, 410)  (eggplant, 356)         (salad, 354)   \n",
       "21             (school, 26)     (thanks, 22)          (child, 21)   \n",
       "22             (tacos, 197)      (bell, 161)           (pho, 126)   \n",
       "23             (kiss, 1671)  (blowing, 1597)         (heart, 823)   \n",
       "24              (july, 129)     (money, 106)          (june, 103)   \n",
       "25               (thai, 72)        (dog, 68)          (stuff, 40)   \n",
       "26             (arrow, 353)     (money, 348)           (star, 84)   \n",
       "27          (supplies, 263)    (snacks, 242)         (goods, 234)   \n",
       "28          (hamburger, 54)  (beer_mugs, 44)       (clinking, 44)   \n",
       "29              (film, 108)    (clapper, 70)          (board, 70)   \n",
       "30               (car, 172)      (plug, 149)           (oil, 147)   \n",
       "31            (laptop, 479)      (cash, 318)         (check, 185)   \n",
       "32              (shake, 28)      (table, 26)          (bagel, 25)   \n",
       "33           (medium, 3583)    (woman, 1732)          (hand, 844)   \n",
       "34               (die, 107)      (score, 90)         (points, 76)   \n",
       "35         (automobile, 59)       (face, 26)         (rocket, 23)   \n",
       "36  (chicken_drumstick, 26)      (night, 18)         (popper, 16)   \n",
       "37        (light_bulb, 690)      (plug, 672)         (money, 597)   \n",
       "38               (man, 355)     (chick, 353)          (girl, 238)   \n",
       "39              (points, 1)   (utilities, 1)          (change, 1)   \n",
       "40              (cake, 824)     (happy, 231)     (christmas, 215)   \n",
       "41              (tree, 561)     (happy, 502)          (card, 297)   \n",
       "42           (getting, 888)      (flag, 840)          (hole, 790)   \n",
       "43             (united, 73)   (expenses, 71)      (splitwise, 16)   \n",
       "44         (clinking, 1158)     (drink, 829)      (tropical, 794)   \n",
       "45               (tix, 204)   (musical, 126)          (notes, 89)   \n",
       "46                (red, 82)       (love, 56)           (gift, 55)   \n",
       "47              (plug, 481)     (money, 225)      (eggplant, 113)   \n",
       "48              (cork, 681)   (popping, 681)      (clinking, 537)   \n",
       "49               (ass, 366)      (bday, 354)          (july, 353)   \n",
       "50         (telephone, 353)  (receiver, 241)          (cell, 199)   \n",
       "51        (basketball, 377)      (ball, 181)        (soccer, 178)   \n",
       "52            (middle, 501)    (finger, 501)         (heart, 453)   \n",
       "\n",
       "                        6                   7                         8    \\\n",
       "0                (fun, 395)          (dog, 389)          (telephone, 383)   \n",
       "1              (scout, 140)     (snowflake, 84)           (chocolate, 81)   \n",
       "2           (savoring, 370)      (cooking, 369)  (chicken_drumstick, 351)   \n",
       "3               (work, 323)         (week, 322)              (night, 295)   \n",
       "4         (fundraiser, 149)       (musical, 91)             (concert, 91)   \n",
       "5               (face, 143)        (black, 123)              (green, 122)   \n",
       "6               (blue, 235)        (candy, 190)               (love, 184)   \n",
       "7              (water, 155)         (wave, 139)             (desert, 136)   \n",
       "8              (august, 57)        (square, 48)               (board, 36)   \n",
       "9             (popper, 451)          (ice, 350)  (chicken_drumstick, 338)   \n",
       "10            (paella, 351)        (green, 330)       (french_fries, 314)   \n",
       "11        (volleyball, 284)     (softball, 257)             (hockey, 244)   \n",
       "12     (steaming_bowl, 156)       (cookie, 107)   (chicken_drumstick, 96)   \n",
       "13               (bus, 215)          (car, 194)                (bnb, 106)   \n",
       "14             (dinner, 51)          (face, 50)            (scissors, 40)   \n",
       "15             (shoes, 281)        (jeans, 243)            (running, 243)   \n",
       "16           (dancing, 488)         (hand, 428)               (dark, 423)   \n",
       "17            (popcorn, 44)  (fried_shrimp, 43)            (pancakes, 31)   \n",
       "18               (fee, 388)         (dues, 338)                (pay, 331)   \n",
       "19              (sushi, 11)          (food, 10)            (chipotle, 10)   \n",
       "20              (rice, 330)          (ice, 280)              (cream, 272)   \n",
       "21               (care, 14)          (week, 14)                (kids, 12)   \n",
       "22          (sandwich, 114)        (burger, 97)           (bento_box, 78)   \n",
       "23            (hearts, 731)   (sunglasses, 550)           (grinning, 538)   \n",
       "24             (august, 97)         (april, 93)               (march, 84)   \n",
       "25                (cat, 31)       (mexican, 29)              (drinks, 26)   \n",
       "26       (splitwisecom, 83)         (white, 82)              (medium, 81)   \n",
       "27              (bags, 197)      (grocery, 195)              (candy, 132)   \n",
       "28  (chicken_drumstick, 42)          (face, 33)               (glass, 23)   \n",
       "29         (microphone, 60)       (musical, 57)             (popcorn, 56)   \n",
       "30         (insurance, 125)  (electricity, 111)                (pge, 103)   \n",
       "31            (ibotta, 179)          (way, 169)                (fun, 165)   \n",
       "32               (face, 24)           (tip, 23)               (heart, 22)   \n",
       "33               (man, 822)        (hands, 654)               (dark, 544)   \n",
       "34          (collision, 53)          (ball, 49)               (notes, 47)   \n",
       "35              (money, 22)           (suv, 17)               (heart, 16)   \n",
       "36               (time, 15)          (love, 14)               (drink, 14)   \n",
       "37               (fuel, 40)          (pump, 40)            (computer, 29)   \n",
       "38               (dog, 232)        (women, 231)              (bunny, 223)   \n",
       "39                (make, 1)          (women, 1)                  (new, 1)   \n",
       "40              (tree, 192)         (ball, 179)           (confetti, 166)   \n",
       "41             (santa, 262)        (claus, 261)              (gifts, 246)   \n",
       "42           (haircut, 779)        (mouth, 426)               (mask, 346)   \n",
       "43               (beers, 8)          (phone, 8)                (march, 7)   \n",
       "44              (beer, 594)     (festival, 561)             (bottle, 527)   \n",
       "45              (movie, 88)      (festival, 80)              (raffle, 79)   \n",
       "46             (hearts, 41)         (great, 41)                 (dog, 35)   \n",
       "47           (festival, 70)          (face, 69)              (floaty, 65)   \n",
       "48         (beer_mugs, 537)         (beer, 398)                (mug, 382)   \n",
       "49               (poo, 322)       (costco, 307)               (shit, 304)   \n",
       "50          (computer, 158)       (laptop, 155)               (arrow, 91)   \n",
       "51          (baseball, 168)         (place, 67)              (trophy, 65)   \n",
       "52              (kiss, 280)      (blowing, 269)             (hearts, 253)   \n",
       "\n",
       "    ...             912              913               914             915  \\\n",
       "0   ...       (mama, 0)      (makeup, 0)         (lyft, 0)      (lunch, 0)   \n",
       "1   ...      (music, 0)         (mug, 0)          (mrs, 0)     (mowing, 0)   \n",
       "2   ...     (loudly, 0)        (lyft, 0)      (machine, 0)      (magic, 0)   \n",
       "3   ...      (money, 0)      (monday, 0)         (moms, 0)        (mom, 0)   \n",
       "4   ...     (mowing, 0)      (movies, 0)        (mouth, 0)      (motor, 0)   \n",
       "5   ...     (mother, 0)    (mortgage, 0)        (month, 0)    (monster, 0)   \n",
       "6   ...      (photo, 0)     (crossed, 0)   (crossbones, 0)  (croissant, 0)   \n",
       "7   ...      (movie, 0)      (mobile, 0)        (mouth, 0)   (mother’s, 0)   \n",
       "8   ...        (pig, 0)         (pie, 0)      (picture, 0)       (pics, 0)   \n",
       "9   ...        (pie, 0)      (family, 0)         (pics, 0)      (phone, 0)   \n",
       "10  ...      (march, 0)      (makeup, 0)     (lipstick, 0)      (magic, 0)   \n",
       "11  ...      (movie, 0)       (mouth, 0)     (mother’s, 0)   (mortgage, 0)   \n",
       "12  ...    (package, 0)         (owe, 0)       (orange, 0)       (open, 0)   \n",
       "13  ...      (medal, 0)         (mom, 0)       (mobile, 0)       (miss, 0)   \n",
       "14  ...       (nerd, 0)        (need, 0)    (nauseated, 0)      (nails, 0)   \n",
       "15  ...     (monday, 0)       (medal, 0)       (mobile, 0)       (milk, 0)   \n",
       "16  ...    (cupcake, 0)         (idk, 0)         (sent, 0)       (cute, 0)   \n",
       "17  ...    (parking, 0)        (park, 0)        (paper, 0)      (pants, 0)   \n",
       "18  ...      (maple, 0)     (massage, 0)         (math, 0)       (meat, 0)   \n",
       "19  ...       (park, 0)       (paper, 0)        (pants, 0)      (panda, 0)   \n",
       "20  ...       (june, 0)      (kiddos, 0)         (kids, 0)     (laptop, 0)   \n",
       "21  ...        (pge, 0)  (performing, 0)       (pepper, 0)     (people, 0)   \n",
       "22  ...       (need, 0)   (nauseated, 0)        (nails, 0)    (musical, 0)   \n",
       "23  ...        (key, 0)      (brands, 0)      (sending, 0)       (earn, 0)   \n",
       "24  ...      (panda, 0)    (pancakes, 0)    (palm_tree, 0)    (palette, 0)   \n",
       "25  ...        (old, 0)         (oil, 0)         (ogre, 0)    (october, 0)   \n",
       "26  ...        (mrs, 0)      (mowing, 0)       (movies, 0)   (mountain, 0)   \n",
       "27  ...       (ogre, 0)     (october, 0)     (november, 0)        (nov, 0)   \n",
       "28  ...   (mortgage, 0)       (nails, 0)         (nail, 0)      (music, 0)   \n",
       "29  ...  (palm_tree, 0)    (painting, 0)         (paid, 0)     (paella, 0)   \n",
       "30  ...     (movies, 0)        (nerd, 0)    (nauseated, 0)      (nails, 0)   \n",
       "31  ...    (monster, 0)     (mexican, 0)       (monkey, 0)       (moms, 0)   \n",
       "32  ...      (motor, 0)       (nails, 0)        (music, 0)        (mrs, 0)   \n",
       "33  ...    (lobster, 0)        (crab, 0)        (shoes, 0)       (corn, 0)   \n",
       "34  ...     (movies, 0)         (nov, 0)         (nose, 0)  (nauseated, 0)   \n",
       "35  ...    (palette, 0)    (painting, 0)          (owe, 0)      (order, 0)   \n",
       "36  ...      (notes, 0)        (note, 0)         (nose, 0)       (nice, 0)   \n",
       "37  ...    (parking, 0)        (park, 0)        (pants, 0)      (panda, 0)   \n",
       "38  ...      (poker, 0)       (chips, 0)    (splitwise, 0)      (spice, 0)   \n",
       "39  ...       (pile, 0)         (pig, 0)          (pie, 0)    (picture, 0)   \n",
       "40  ...      (man’s, 0)        (mask, 0)        (masks, 0)    (massage, 0)   \n",
       "41  ...       (eggs, 0)    (electric, 0)  (electricity, 0)    (pouting, 0)   \n",
       "42  ...        (din, 0)    (pregnant, 0)      (pretzel, 0)  (deciduous, 0)   \n",
       "43  ...        (pho, 0)      (person, 0)   (performing, 0)     (pepper, 0)   \n",
       "44  ...   (electric, 0)        (dumb, 0)      (payback, 0)       (earn, 0)   \n",
       "45  ...       (need, 0)   (nauseated, 0)        (nails, 0)       (nail, 0)   \n",
       "46  ...      (let’s, 0)     (lifting, 0)         (lion, 0)   (lollipop, 0)   \n",
       "47  ...     (mother, 0)        (need, 0)    (nauseated, 0)      (nails, 0)   \n",
       "48  ...     (flight, 0)        (moms, 0)        (floor, 0)     (flower, 0)   \n",
       "49  ...     (ibotta, 0)       (index, 0)       (jacket, 0)      (jeans, 0)   \n",
       "50  ...      (pants, 0)       (panda, 0)     (pancakes, 0)  (palm_tree, 0)   \n",
       "51  ...      (music, 0)         (mrs, 0)       (mowing, 0)     (movies, 0)   \n",
       "52  ...    (massage, 0)       (dance, 0)        (masks, 0)      (march, 0)   \n",
       "\n",
       "              916              917            918               919  \\\n",
       "0     (loudly, 0)       (lotus, 0)  (lollipop, 0)          (lol, 0)   \n",
       "1     (movies, 0)       (movie, 0)     (mouth, 0)        (motor, 0)   \n",
       "2     (makeup, 0)       (maple, 0)     (march, 0)         (mark, 0)   \n",
       "3     (mobile, 0)  (microphone, 0)   (microbe, 0)       (mexico, 0)   \n",
       "4   (mother’s, 0)      (mother, 0)  (mortgage, 0)        (month, 0)   \n",
       "5     (monday, 0)      (mobile, 0)      (milk, 0)       (middle, 0)   \n",
       "6     (photos, 0)       (piano, 0)       (pig, 0)    (pineapple, 0)   \n",
       "7     (mother, 0)    (mortgage, 0)    (monday, 0)         (moms, 0)   \n",
       "8       (pick, 0)       (piano, 0)    (photos, 0)        (photo, 0)   \n",
       "9   (father’s, 0)    (favorite, 0)       (pho, 0)          (feb, 0)   \n",
       "10      (lyft, 0)      (loudly, 0)     (lotus, 0)          (lol, 0)   \n",
       "11      (moon, 0)       (month, 0)   (monster, 0)         (moms, 0)   \n",
       "12      (oops, 0)         (old, 0)       (oil, 0)         (ogre, 0)   \n",
       "13    (middle, 0)     (microbe, 0)     (merry, 0)          (men, 0)   \n",
       "14      (nail, 0)     (musical, 0)     (music, 0)          (mrs, 0)   \n",
       "15    (middle, 0)      (mexico, 0)   (mexican, 0)        (merry, 0)   \n",
       "16       (cuz, 0)         (dad, 0)     (daddy, 0)      (sending, 0)   \n",
       "17     (panda, 0)   (palm_tree, 0)   (palette, 0)     (painting, 0)   \n",
       "18       (men, 0)       (merry, 0)   (mexican, 0)       (mexico, 0)   \n",
       "19   (palette, 0)    (painting, 0)      (paid, 0)      (package, 0)   \n",
       "20    (lashes, 0)      (league, 0)    (lesson, 0)      (lessons, 0)   \n",
       "21   (peanuts, 0)       (peach, 0)    (paying, 0)      (payback, 0)   \n",
       "22     (music, 0)         (mug, 0)       (mrs, 0)       (mowing, 0)   \n",
       "23     (leafy, 0)      (lesson, 0)     (cable, 0)          (run, 0)   \n",
       "24  (painting, 0)      (paella, 0)   (package, 0)        (order, 0)   \n",
       "25  (november, 0)         (nov, 0)     (notes, 0)         (note, 0)   \n",
       "26     (motor, 0)    (mother’s, 0)    (mother, 0)     (mortgage, 0)   \n",
       "27     (notes, 0)        (note, 0)      (nose, 0)         (nice, 0)   \n",
       "28       (mrs, 0)      (mowing, 0)    (movies, 0)     (mother’s, 0)   \n",
       "29   (package, 0)         (owe, 0)     (order, 0)       (orange, 0)   \n",
       "30      (nail, 0)       (music, 0)       (mug, 0)          (mrs, 0)   \n",
       "31       (mom, 0)        (milk, 0)    (middle, 0)      (microbe, 0)   \n",
       "32    (mowing, 0)      (movies, 0)     (movie, 0)        (mouth, 0)   \n",
       "33    (loudly, 0)        (shit, 0)      (tips, 0)      (cookies, 0)   \n",
       "34     (nails, 0)        (nail, 0)       (mug, 0)          (mrs, 0)   \n",
       "35    (orange, 0)        (open, 0)      (oops, 0)         (ogre, 0)   \n",
       "36       (new, 0)        (nerd, 0)      (need, 0)    (nauseated, 0)   \n",
       "37  (pancakes, 0)   (palm_tree, 0)   (palette, 0)     (painting, 0)   \n",
       "38      (tour, 0)  (tournament, 0)     (train, 0)     (training, 0)   \n",
       "39      (pics, 0)        (pick, 0)     (piano, 0)       (photos, 0)   \n",
       "40      (math, 0)        (meal, 0)   (medical, 0)          (men, 0)   \n",
       "41    (potato, 0)    (position, 0)      (evil, 0)  (exclamation, 0)   \n",
       "42  (december, 0)     (daycare, 0)      (pump, 0)        (purse, 0)   \n",
       "43    (people, 0)     (peanuts, 0)   (payment, 0)      (payback, 0)   \n",
       "44       (paw, 0)       (panda, 0)       (eat, 0)          (egg, 0)   \n",
       "45     (music, 0)         (mrs, 0)    (mowing, 0)        (motor, 0)   \n",
       "46     (lotus, 0)     (machine, 0)      (mama, 0)        (man’s, 0)   \n",
       "47     (music, 0)         (mrs, 0)    (mowing, 0)       (movies, 0)   \n",
       "48   (flowers, 0)  (fluttering, 0)    (mobile, 0)         (soap, 0)   \n",
       "49    (jersey, 0)         (joy, 0)      (kale, 0)          (key, 0)   \n",
       "50   (palette, 0)    (painting, 0)    (paella, 0)        (order, 0)   \n",
       "51  (mountain, 0)       (motor, 0)  (mother’s, 0)       (mother, 0)   \n",
       "52     (man’s, 0)        (tour, 0)      (date, 0)   (tournament, 0)   \n",
       "\n",
       "              920             921  \n",
       "0    (lobster, 0)        (1st, 0)  \n",
       "1     (mother, 0)    (kissing, 0)  \n",
       "2      (masks, 0)        (1st, 0)  \n",
       "3    (mexican, 0)        (1st, 0)  \n",
       "4    (monster, 0)        (1st, 0)  \n",
       "5    (microbe, 0)        (1st, 0)  \n",
       "6     (pistol, 0)    (kissing, 0)  \n",
       "7        (mom, 0)        (1st, 0)  \n",
       "8      (phone, 0)        (1st, 0)  \n",
       "9   (february, 0)       (zany, 0)  \n",
       "10      (loan, 0)        (1st, 0)  \n",
       "11    (mobile, 0)    (kissing, 0)  \n",
       "12    (office, 0)        (1st, 0)  \n",
       "13    (medium, 0)        (1st, 0)  \n",
       "14    (mowing, 0)        (1st, 0)  \n",
       "15   (medical, 0)        (1st, 0)  \n",
       "16    (ibotta, 0)       (plug, 0)  \n",
       "17      (paid, 0)        (1st, 0)  \n",
       "18   (microbe, 0)    (kissing, 0)  \n",
       "19       (owe, 0)        (1st, 0)  \n",
       "20      (life, 0)        (1st, 0)  \n",
       "21       (paw, 0)        (1st, 0)  \n",
       "22    (movies, 0)        (1st, 0)  \n",
       "23   (lobster, 0)        (1st, 0)  \n",
       "24    (orange, 0)        (1st, 0)  \n",
       "25      (nose, 0)        (1st, 0)  \n",
       "26   (monster, 0)        (1st, 0)  \n",
       "27      (nerd, 0)        (1st, 0)  \n",
       "28    (mother, 0)        (1st, 0)  \n",
       "29      (oops, 0)    (kissing, 0)  \n",
       "30    (mowing, 0)        (1st, 0)  \n",
       "31    (mexico, 0)        (1st, 0)  \n",
       "32  (mountain, 0)        (1st, 0)  \n",
       "33    (makeup, 0)     (really, 0)  \n",
       "34    (mowing, 0)    (kissing, 0)  \n",
       "35    (office, 0)        (1st, 0)  \n",
       "36     (nails, 0)        (1st, 0)  \n",
       "37      (paid, 0)        (1st, 0)  \n",
       "38      (soup, 0)  (grimacing, 0)  \n",
       "39     (photo, 0)        (1st, 0)  \n",
       "40   (mexican, 0)        (1st, 0)  \n",
       "41   (popping, 0)    (kissing, 0)  \n",
       "42     (curry, 0)   (tutoring, 0)  \n",
       "43       (paw, 0)        (1st, 0)  \n",
       "44  (painting, 0)        (1st, 0)  \n",
       "45    (mother, 0)        (1st, 0)  \n",
       "46     (maple, 0)        (1st, 0)  \n",
       "47  (mother’s, 0)        (1st, 0)  \n",
       "48     (foods, 0)    (kissing, 0)  \n",
       "49     (knife, 0)        (1st, 0)  \n",
       "50    (orange, 0)        (1st, 0)  \n",
       "51  (mortgage, 0)    (kissing, 0)  \n",
       "52   (daycare, 0)   (supplies, 0)  \n",
       "\n",
       "[53 rows x 923 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "framed_cluster_with_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_note_themes = [Cluster_Theme_dict[str(x)] for x in range(53)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "themed_cluster_with_counts = pd.concat([pd.Series(cluster_note_themes,name='theme'),note_count,pd.DataFrame(ordered_cluster_content)],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>theme</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Other</td>\n",
       "      <td>70573</td>\n",
       "      <td>(services, 108)</td>\n",
       "      <td>(head, 96)</td>\n",
       "      <td>(din, 84)</td>\n",
       "      <td>(sale, 71)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Domestic</td>\n",
       "      <td>21466</td>\n",
       "      <td>(house, 1208)</td>\n",
       "      <td>(car, 791)</td>\n",
       "      <td>(love, 770)</td>\n",
       "      <td>(baby, 764)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gratitude</td>\n",
       "      <td>14830</td>\n",
       "      <td>(thanks, 1533)</td>\n",
       "      <td>(good, 583)</td>\n",
       "      <td>(know, 420)</td>\n",
       "      <td>(day, 385)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tip</td>\n",
       "      <td>14599</td>\n",
       "      <td>(tip, 518)</td>\n",
       "      <td>(nail, 503)</td>\n",
       "      <td>(face, 502)</td>\n",
       "      <td>(party, 472)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Stuff</td>\n",
       "      <td>12871</td>\n",
       "      <td>(stuff, 1676)</td>\n",
       "      <td>(wifi, 458)</td>\n",
       "      <td>(lol, 437)</td>\n",
       "      <td>(ass, 366)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Food</td>\n",
       "      <td>12744</td>\n",
       "      <td>(lunch, 1111)</td>\n",
       "      <td>(dinner, 992)</td>\n",
       "      <td>(chicken, 720)</td>\n",
       "      <td>(steaming_bowl, 469)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Face</td>\n",
       "      <td>11362</td>\n",
       "      <td>(face, 6417)</td>\n",
       "      <td>(person, 1030)</td>\n",
       "      <td>(dog, 960)</td>\n",
       "      <td>(getting, 888)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Domestic</td>\n",
       "      <td>8597</td>\n",
       "      <td>(money, 3478)</td>\n",
       "      <td>(house, 3326)</td>\n",
       "      <td>(deposit, 638)</td>\n",
       "      <td>(garden, 631)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Face</td>\n",
       "      <td>7694</td>\n",
       "      <td>(face, 10153)</td>\n",
       "      <td>(smiling, 4467)</td>\n",
       "      <td>(eyes, 2166)</td>\n",
       "      <td>(kiss, 1671)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Food</td>\n",
       "      <td>6611</td>\n",
       "      <td>(food, 6414)</td>\n",
       "      <td>(foods, 246)</td>\n",
       "      <td>(chinese, 96)</td>\n",
       "      <td>(thai, 72)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>People</td>\n",
       "      <td>6339</td>\n",
       "      <td>(skin, 6299)</td>\n",
       "      <td>(tone, 6298)</td>\n",
       "      <td>(light, 4718)</td>\n",
       "      <td>(medium, 3583)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Gifts</td>\n",
       "      <td>5752</td>\n",
       "      <td>(gift, 3455)</td>\n",
       "      <td>(birthday, 1121)</td>\n",
       "      <td>(christmas, 823)</td>\n",
       "      <td>(tree, 561)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Gratitude</td>\n",
       "      <td>5107</td>\n",
       "      <td>(heart, 4526)</td>\n",
       "      <td>(red, 2294)</td>\n",
       "      <td>(hearts, 856)</td>\n",
       "      <td>(suit, 305)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Alcoholic Drinks</td>\n",
       "      <td>5047</td>\n",
       "      <td>(glass, 1849)</td>\n",
       "      <td>(wine, 1201)</td>\n",
       "      <td>(beer_mugs, 1158)</td>\n",
       "      <td>(clinking, 1158)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Travel</td>\n",
       "      <td>4274</td>\n",
       "      <td>(uber, 1687)</td>\n",
       "      <td>(hotel, 777)</td>\n",
       "      <td>(taxi, 736)</td>\n",
       "      <td>(lyft, 321)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Food</td>\n",
       "      <td>4082</td>\n",
       "      <td>(taco, 2024)</td>\n",
       "      <td>(sushi, 1096)</td>\n",
       "      <td>(hamburger, 890)</td>\n",
       "      <td>(tacos, 197)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Clothes</td>\n",
       "      <td>4052</td>\n",
       "      <td>(shirt, 1425)</td>\n",
       "      <td>(clothes, 534)</td>\n",
       "      <td>(shoe, 457)</td>\n",
       "      <td>(woman’s, 373)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Car</td>\n",
       "      <td>3673</td>\n",
       "      <td>(automobile, 1705)</td>\n",
       "      <td>(gas, 1197)</td>\n",
       "      <td>(electric, 543)</td>\n",
       "      <td>(car, 172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Sports</td>\n",
       "      <td>3404</td>\n",
       "      <td>(baseball, 550)</td>\n",
       "      <td>(basketball, 521)</td>\n",
       "      <td>(soccer, 442)</td>\n",
       "      <td>(ball, 402)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Groceries</td>\n",
       "      <td>3380</td>\n",
       "      <td>(groceries, 1304)</td>\n",
       "      <td>(drinks, 446)</td>\n",
       "      <td>(shopping, 316)</td>\n",
       "      <td>(supplies, 263)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Food</td>\n",
       "      <td>3338</td>\n",
       "      <td>(food, 820)</td>\n",
       "      <td>(bread, 557)</td>\n",
       "      <td>(face, 535)</td>\n",
       "      <td>(meat, 438)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Food</td>\n",
       "      <td>3275</td>\n",
       "      <td>(pizza, 3274)</td>\n",
       "      <td>(thanks, 7)</td>\n",
       "      <td>(team, 2)</td>\n",
       "      <td>(points, 1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Gratitude</td>\n",
       "      <td>3248</td>\n",
       "      <td>(thank, 3207)</td>\n",
       "      <td>(heart, 172)</td>\n",
       "      <td>(face, 118)</td>\n",
       "      <td>(red, 82)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rent</td>\n",
       "      <td>3160</td>\n",
       "      <td>(rent, 3033)</td>\n",
       "      <td>(house, 135)</td>\n",
       "      <td>(rental, 130)</td>\n",
       "      <td>(july, 129)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Food</td>\n",
       "      <td>2861</td>\n",
       "      <td>(green, 497)</td>\n",
       "      <td>(cheese, 480)</td>\n",
       "      <td>(wedge, 456)</td>\n",
       "      <td>(bread, 410)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Phone</td>\n",
       "      <td>2618</td>\n",
       "      <td>(phone, 2350)</td>\n",
       "      <td>(mobile, 1531)</td>\n",
       "      <td>(money, 917)</td>\n",
       "      <td>(telephone, 353)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Tickets</td>\n",
       "      <td>2572</td>\n",
       "      <td>(tickets, 1438)</td>\n",
       "      <td>(ticket, 1151)</td>\n",
       "      <td>(admission, 736)</td>\n",
       "      <td>(tix, 204)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Money</td>\n",
       "      <td>2500</td>\n",
       "      <td>(dollar, 2827)</td>\n",
       "      <td>(banknote, 1693)</td>\n",
       "      <td>(venmo, 1142)</td>\n",
       "      <td>(arrow, 353)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Party</td>\n",
       "      <td>2429</td>\n",
       "      <td>(festival, 590)</td>\n",
       "      <td>(trip, 491)</td>\n",
       "      <td>(floaty, 303)</td>\n",
       "      <td>(camping, 286)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Coffee</td>\n",
       "      <td>2351</td>\n",
       "      <td>(coffee, 2486)</td>\n",
       "      <td>(cooking, 177)</td>\n",
       "      <td>(tea, 165)</td>\n",
       "      <td>(shake, 28)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>People</td>\n",
       "      <td>2309</td>\n",
       "      <td>(baby, 762)</td>\n",
       "      <td>(woman, 633)</td>\n",
       "      <td>(face, 375)</td>\n",
       "      <td>(man, 355)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Food</td>\n",
       "      <td>2259</td>\n",
       "      <td>(knife, 2333)</td>\n",
       "      <td>(fork, 2212)</td>\n",
       "      <td>(plate, 540)</td>\n",
       "      <td>(kitchen, 122)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Sports</td>\n",
       "      <td>2176</td>\n",
       "      <td>(football, 2347)</td>\n",
       "      <td>(american, 2020)</td>\n",
       "      <td>(fantasy, 482)</td>\n",
       "      <td>(basketball, 377)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>People</td>\n",
       "      <td>2136</td>\n",
       "      <td>(skin, 4718)</td>\n",
       "      <td>(tone, 4718)</td>\n",
       "      <td>(light, 3588)</td>\n",
       "      <td>(medium, 2818)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cookies</td>\n",
       "      <td>1946</td>\n",
       "      <td>(cookie, 1267)</td>\n",
       "      <td>(cookies, 456)</td>\n",
       "      <td>(rocket, 265)</td>\n",
       "      <td>(popsicle, 234)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Gas</td>\n",
       "      <td>1849</td>\n",
       "      <td>(fuel, 1931)</td>\n",
       "      <td>(pump, 1928)</td>\n",
       "      <td>(gas, 81)</td>\n",
       "      <td>(automobile, 59)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Alcoholic Drinks</td>\n",
       "      <td>1676</td>\n",
       "      <td>(beer, 1836)</td>\n",
       "      <td>(mug, 1808)</td>\n",
       "      <td>(pizza, 75)</td>\n",
       "      <td>(hamburger, 54)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Money</td>\n",
       "      <td>1623</td>\n",
       "      <td>(money, 1853)</td>\n",
       "      <td>(bag, 831)</td>\n",
       "      <td>(computer, 486)</td>\n",
       "      <td>(laptop, 479)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Beach</td>\n",
       "      <td>1515</td>\n",
       "      <td>(fish, 357)</td>\n",
       "      <td>(tropical, 239)</td>\n",
       "      <td>(tree, 189)</td>\n",
       "      <td>(sun, 171)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Birthday</td>\n",
       "      <td>1383</td>\n",
       "      <td>(party, 1496)</td>\n",
       "      <td>(popper, 1430)</td>\n",
       "      <td>(birthday, 1093)</td>\n",
       "      <td>(cake, 824)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Bills</td>\n",
       "      <td>1324</td>\n",
       "      <td>(bills, 1281)</td>\n",
       "      <td>(splitwisecom, 507)</td>\n",
       "      <td>(states, 73)</td>\n",
       "      <td>(united, 73)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Sweat</td>\n",
       "      <td>1190</td>\n",
       "      <td>(sweat, 1390)</td>\n",
       "      <td>(droplets, 1385)</td>\n",
       "      <td>(electric, 482)</td>\n",
       "      <td>(plug, 481)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Tickets</td>\n",
       "      <td>1099</td>\n",
       "      <td>(camera, 1027)</td>\n",
       "      <td>(movie, 742)</td>\n",
       "      <td>(flash, 130)</td>\n",
       "      <td>(film, 108)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Childcare</td>\n",
       "      <td>1093</td>\n",
       "      <td>(babysitting, 610)</td>\n",
       "      <td>(tutoring, 291)</td>\n",
       "      <td>(daycare, 145)</td>\n",
       "      <td>(school, 26)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Gratitude</td>\n",
       "      <td>1040</td>\n",
       "      <td>(heart, 2925)</td>\n",
       "      <td>(red, 1576)</td>\n",
       "      <td>(purple, 222)</td>\n",
       "      <td>(blue, 199)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Alcoholic Drinks</td>\n",
       "      <td>1023</td>\n",
       "      <td>(glass, 1303)</td>\n",
       "      <td>(wine, 742)</td>\n",
       "      <td>(bottle, 702)</td>\n",
       "      <td>(cork, 681)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Games</td>\n",
       "      <td>1001</td>\n",
       "      <td>(game, 689)</td>\n",
       "      <td>(video, 236)</td>\n",
       "      <td>(musical, 155)</td>\n",
       "      <td>(die, 107)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Food</td>\n",
       "      <td>924</td>\n",
       "      <td>(pizza, 917)</td>\n",
       "      <td>(french_fries, 490)</td>\n",
       "      <td>(hamburger, 432)</td>\n",
       "      <td>(doughnut, 64)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Food</td>\n",
       "      <td>899</td>\n",
       "      <td>(pizza, 1234)</td>\n",
       "      <td>(face, 38)</td>\n",
       "      <td>(party, 35)</td>\n",
       "      <td>(chicken_drumstick, 26)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Food</td>\n",
       "      <td>885</td>\n",
       "      <td>(burrito, 999)</td>\n",
       "      <td>(taco, 74)</td>\n",
       "      <td>(face, 14)</td>\n",
       "      <td>(drink, 11)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Face</td>\n",
       "      <td>807</td>\n",
       "      <td>(face, 2890)</td>\n",
       "      <td>(smiling, 1281)</td>\n",
       "      <td>(eyes, 725)</td>\n",
       "      <td>(middle, 501)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Bills</td>\n",
       "      <td>784</td>\n",
       "      <td>(voltage, 836)</td>\n",
       "      <td>(high, 836)</td>\n",
       "      <td>(electric, 724)</td>\n",
       "      <td>(light_bulb, 690)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Food</td>\n",
       "      <td>714</td>\n",
       "      <td>(taco, 1012)</td>\n",
       "      <td>(pizza, 937)</td>\n",
       "      <td>(hamburger, 335)</td>\n",
       "      <td>(sushi, 265)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               theme      0                   0                    1  \\\n",
       "8              Other  70573     (services, 108)           (head, 96)   \n",
       "0           Domestic  21466       (house, 1208)           (car, 791)   \n",
       "3          Gratitude  14830      (thanks, 1533)          (good, 583)   \n",
       "9                Tip  14599          (tip, 518)          (nail, 503)   \n",
       "49             Stuff  12871       (stuff, 1676)          (wifi, 458)   \n",
       "10              Food  12744       (lunch, 1111)        (dinner, 992)   \n",
       "42              Face  11362        (face, 6417)       (person, 1030)   \n",
       "18          Domestic   8597       (money, 3478)        (house, 3326)   \n",
       "23              Face   7694       (face, 10153)      (smiling, 4467)   \n",
       "25              Food   6611        (food, 6414)         (foods, 246)   \n",
       "33            People   6339        (skin, 6299)         (tone, 6298)   \n",
       "41             Gifts   5752        (gift, 3455)     (birthday, 1121)   \n",
       "6          Gratitude   5107       (heart, 4526)          (red, 2294)   \n",
       "44  Alcoholic Drinks   5047       (glass, 1849)         (wine, 1201)   \n",
       "13            Travel   4274        (uber, 1687)         (hotel, 777)   \n",
       "22              Food   4082        (taco, 2024)        (sushi, 1096)   \n",
       "15           Clothes   4052       (shirt, 1425)       (clothes, 534)   \n",
       "30               Car   3673  (automobile, 1705)          (gas, 1197)   \n",
       "11            Sports   3404     (baseball, 550)    (basketball, 521)   \n",
       "27         Groceries   3380   (groceries, 1304)        (drinks, 446)   \n",
       "2               Food   3338         (food, 820)         (bread, 557)   \n",
       "39              Food   3275       (pizza, 3274)          (thanks, 7)   \n",
       "46         Gratitude   3248       (thank, 3207)         (heart, 172)   \n",
       "24              Rent   3160        (rent, 3033)         (house, 135)   \n",
       "20              Food   2861        (green, 497)        (cheese, 480)   \n",
       "50             Phone   2618       (phone, 2350)       (mobile, 1531)   \n",
       "45           Tickets   2572     (tickets, 1438)       (ticket, 1151)   \n",
       "26             Money   2500      (dollar, 2827)     (banknote, 1693)   \n",
       "4              Party   2429     (festival, 590)          (trip, 491)   \n",
       "32            Coffee   2351      (coffee, 2486)       (cooking, 177)   \n",
       "38            People   2309         (baby, 762)         (woman, 633)   \n",
       "14              Food   2259       (knife, 2333)         (fork, 2212)   \n",
       "51            Sports   2176    (football, 2347)     (american, 2020)   \n",
       "16            People   2136        (skin, 4718)         (tone, 4718)   \n",
       "1            Cookies   1946      (cookie, 1267)       (cookies, 456)   \n",
       "35               Gas   1849        (fuel, 1931)         (pump, 1928)   \n",
       "28  Alcoholic Drinks   1676        (beer, 1836)          (mug, 1808)   \n",
       "31             Money   1623       (money, 1853)           (bag, 831)   \n",
       "7              Beach   1515         (fish, 357)      (tropical, 239)   \n",
       "40          Birthday   1383       (party, 1496)       (popper, 1430)   \n",
       "43             Bills   1324       (bills, 1281)  (splitwisecom, 507)   \n",
       "47             Sweat   1190       (sweat, 1390)     (droplets, 1385)   \n",
       "29           Tickets   1099      (camera, 1027)         (movie, 742)   \n",
       "21         Childcare   1093  (babysitting, 610)      (tutoring, 291)   \n",
       "5          Gratitude   1040       (heart, 2925)          (red, 1576)   \n",
       "48  Alcoholic Drinks   1023       (glass, 1303)          (wine, 742)   \n",
       "34             Games   1001         (game, 689)         (video, 236)   \n",
       "17              Food    924        (pizza, 917)  (french_fries, 490)   \n",
       "36              Food    899       (pizza, 1234)           (face, 38)   \n",
       "19              Food    885      (burrito, 999)           (taco, 74)   \n",
       "52              Face    807        (face, 2890)      (smiling, 1281)   \n",
       "37             Bills    784      (voltage, 836)          (high, 836)   \n",
       "12              Food    714        (taco, 1012)         (pizza, 937)   \n",
       "\n",
       "                    2                        3  \n",
       "8           (din, 84)               (sale, 71)  \n",
       "0         (love, 770)              (baby, 764)  \n",
       "3         (know, 420)               (day, 385)  \n",
       "9         (face, 502)             (party, 472)  \n",
       "49         (lol, 437)               (ass, 366)  \n",
       "10     (chicken, 720)     (steaming_bowl, 469)  \n",
       "42         (dog, 960)           (getting, 888)  \n",
       "18     (deposit, 638)            (garden, 631)  \n",
       "23       (eyes, 2166)             (kiss, 1671)  \n",
       "25      (chinese, 96)               (thai, 72)  \n",
       "33      (light, 4718)           (medium, 3583)  \n",
       "41   (christmas, 823)              (tree, 561)  \n",
       "6       (hearts, 856)              (suit, 305)  \n",
       "44  (beer_mugs, 1158)         (clinking, 1158)  \n",
       "13        (taxi, 736)              (lyft, 321)  \n",
       "22   (hamburger, 890)             (tacos, 197)  \n",
       "15        (shoe, 457)           (woman’s, 373)  \n",
       "30    (electric, 543)               (car, 172)  \n",
       "11      (soccer, 442)              (ball, 402)  \n",
       "27    (shopping, 316)          (supplies, 263)  \n",
       "2         (face, 535)              (meat, 438)  \n",
       "39          (team, 2)              (points, 1)  \n",
       "46        (face, 118)                (red, 82)  \n",
       "24      (rental, 130)              (july, 129)  \n",
       "20       (wedge, 456)             (bread, 410)  \n",
       "50       (money, 917)         (telephone, 353)  \n",
       "45   (admission, 736)               (tix, 204)  \n",
       "26      (venmo, 1142)             (arrow, 353)  \n",
       "4       (floaty, 303)           (camping, 286)  \n",
       "32         (tea, 165)              (shake, 28)  \n",
       "38        (face, 375)               (man, 355)  \n",
       "14       (plate, 540)           (kitchen, 122)  \n",
       "51     (fantasy, 482)        (basketball, 377)  \n",
       "16      (light, 3588)           (medium, 2818)  \n",
       "1       (rocket, 265)          (popsicle, 234)  \n",
       "35          (gas, 81)         (automobile, 59)  \n",
       "28        (pizza, 75)          (hamburger, 54)  \n",
       "31    (computer, 486)            (laptop, 479)  \n",
       "7         (tree, 189)               (sun, 171)  \n",
       "40   (birthday, 1093)              (cake, 824)  \n",
       "43       (states, 73)             (united, 73)  \n",
       "47    (electric, 482)              (plug, 481)  \n",
       "29       (flash, 130)              (film, 108)  \n",
       "21     (daycare, 145)             (school, 26)  \n",
       "5       (purple, 222)              (blue, 199)  \n",
       "48      (bottle, 702)              (cork, 681)  \n",
       "34     (musical, 155)               (die, 107)  \n",
       "17   (hamburger, 432)           (doughnut, 64)  \n",
       "36        (party, 35)  (chicken_drumstick, 26)  \n",
       "19         (face, 14)              (drink, 11)  \n",
       "52        (eyes, 725)            (middle, 501)  \n",
       "37    (electric, 724)        (light_bulb, 690)  \n",
       "12   (hamburger, 335)             (sushi, 265)  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "themed_cluster_with_counts.iloc[display_order,0:6]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Append to original data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_df = pickle.load(open(\"Data/clean_df.pickle\",\"rb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "theme_df = pd.concat([pd.Series(champion_demoji_notes,name='note'),pd.Series(labels,name='cluster'),pd.Series(note_themes,name='theme'),clean_df],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "theme_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "theme_df.to_csv(r'Data/theme_df.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## t-SNE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: The code block below takes a long time to run, It took 9 hours on this dataset using a 16 vCPU GCP instance. The output was underwhelming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = TSNE(n_components=2, random_state=0,verbose=2, n_jobs=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(datetime.now().strftime(\"%H:%M:%S\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "tsne = model.fit_transform(doc_vector_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(datetime.now().strftime(\"%H:%M:%S\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('Models/tsne_demoji_286k.pickle', 'wb') as f:\n",
    "    pickle.dump(tsne, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(datetime.now().strftime(\"%H:%M:%S\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = kmeans.labels_\n",
    "\n",
    "colorize = []\n",
    "for i in range(53):\n",
    "    for _ in range(num_points):\n",
    "        colorize.append(plt.cm.rainbow(i*20))\n",
    "x,y = zip(*low_data)\n",
    "plt.scatter(x,y,c=colorize,s=40)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kmeans k-search testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "k_clusters_num = []\n",
    "k_clusters_inertia = []\n",
    "for i in range(1,100):\n",
    "    kmeans = cluster.MiniBatchKMeans(n_clusters=i, random_state=42)\n",
    "    kmeans.fit(doc_vector_matrix)\n",
    "    k_clusters_num.append(i)\n",
    "    k_clusters_inertia.append(kmeans.inertia_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "k_clusters_inertia[45:55]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "k_clusters_inertia[70:80]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.plot(k_clusters_inertia);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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