Examples/PyCaret NLP.ipynb

{
 "cells": [
  {
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   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dataset</th>\n",
       "      <th>Data Types</th>\n",
       "      <th>Default Task</th>\n",
       "      <th>Target Variable</th>\n",
       "      <th># Instances</th>\n",
       "      <th># Attributes</th>\n",
       "      <th>Missing Values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cancer</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Class</td>\n",
       "      <td>683</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>credit</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>default</td>\n",
       "      <td>24000</td>\n",
       "      <td>24</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>employee</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>left</td>\n",
       "      <td>14999</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>heart</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>DEATH</td>\n",
       "      <td>200</td>\n",
       "      <td>17</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>hepatitis</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Class</td>\n",
       "      <td>154</td>\n",
       "      <td>32</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>income</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>income &gt;50K</td>\n",
       "      <td>32561</td>\n",
       "      <td>14</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>iris</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Class</td>\n",
       "      <td>100</td>\n",
       "      <td>5</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>juice</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Purchase</td>\n",
       "      <td>1070</td>\n",
       "      <td>15</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>heart_disease</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Disease</td>\n",
       "      <td>270</td>\n",
       "      <td>14</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>glass</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Multiclass Classification</td>\n",
       "      <td>Type</td>\n",
       "      <td>214</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>satellite</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Multiclass Classification</td>\n",
       "      <td>Class</td>\n",
       "      <td>6435</td>\n",
       "      <td>37</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>poker</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Multiclass Classification</td>\n",
       "      <td>CLASS</td>\n",
       "      <td>100000</td>\n",
       "      <td>11</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>automobile</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>price</td>\n",
       "      <td>202</td>\n",
       "      <td>26</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>bike</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>cnt</td>\n",
       "      <td>17379</td>\n",
       "      <td>15</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>boston</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>medv</td>\n",
       "      <td>506</td>\n",
       "      <td>14</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>diamond</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>Price</td>\n",
       "      <td>6000</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>gold</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>Gold_T+22</td>\n",
       "      <td>2558</td>\n",
       "      <td>121</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>tweets</td>\n",
       "      <td>Text</td>\n",
       "      <td>NLP</td>\n",
       "      <td>tweet</td>\n",
       "      <td>8594</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>amazon</td>\n",
       "      <td>Text</td>\n",
       "      <td>NLP / Classification</td>\n",
       "      <td>reviewText</td>\n",
       "      <td>20000</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>kiva</td>\n",
       "      <td>Text</td>\n",
       "      <td>NLP / Classification</td>\n",
       "      <td>en</td>\n",
       "      <td>6818</td>\n",
       "      <td>7</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>spx</td>\n",
       "      <td>Text</td>\n",
       "      <td>NLP / Regression</td>\n",
       "      <td>text</td>\n",
       "      <td>874</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>germany</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Association Rule Mining</td>\n",
       "      <td>InvoiceNo, Description</td>\n",
       "      <td>9495</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>france</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Association Rule Mining</td>\n",
       "      <td>InvoiceNo, Description</td>\n",
       "      <td>8557</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Dataset    Data Types               Default Task  \\\n",
       "0          cancer  Multivariate             Classification   \n",
       "1          credit  Multivariate             Classification   \n",
       "2        employee  Multivariate             Classification   \n",
       "3           heart  Multivariate             Classification   \n",
       "4       hepatitis  Multivariate             Classification   \n",
       "5          income  Multivariate             Classification   \n",
       "6            iris  Multivariate             Classification   \n",
       "7           juice  Multivariate             Classification   \n",
       "8   heart_disease  Multivariate             Classification   \n",
       "9           glass  Multivariate  Multiclass Classification   \n",
       "10      satellite  Multivariate  Multiclass Classification   \n",
       "11          poker  Multivariate  Multiclass Classification   \n",
       "12     automobile  Multivariate                 Regression   \n",
       "13           bike  Multivariate                 Regression   \n",
       "14         boston  Multivariate                 Regression   \n",
       "15        diamond  Multivariate                 Regression   \n",
       "16           gold  Multivariate                 Regression   \n",
       "17         tweets          Text                        NLP   \n",
       "18         amazon          Text       NLP / Classification   \n",
       "19           kiva          Text       NLP / Classification   \n",
       "20            spx          Text           NLP / Regression   \n",
       "21        germany  Multivariate    Association Rule Mining   \n",
       "22         france  Multivariate    Association Rule Mining   \n",
       "\n",
       "           Target Variable  # Instances  # Attributes Missing Values  \n",
       "0                    Class          683            10              N  \n",
       "1                  default        24000            24              N  \n",
       "2                     left        14999            10              N  \n",
       "3                    DEATH          200            17              N  \n",
       "4                    Class          154            32              Y  \n",
       "5              income >50K        32561            14              Y  \n",
       "6                    Class          100             5              N  \n",
       "7                 Purchase         1070            15              N  \n",
       "8                  Disease          270            14              N  \n",
       "9                     Type          214            10              N  \n",
       "10                   Class         6435            37              N  \n",
       "11                   CLASS       100000            11              N  \n",
       "12                   price          202            26              Y  \n",
       "13                     cnt        17379            15              N  \n",
       "14                    medv          506            14              N  \n",
       "15                   Price         6000             8              N  \n",
       "16               Gold_T+22         2558           121              N  \n",
       "17                   tweet         8594             2              N  \n",
       "18              reviewText        20000             2              N  \n",
       "19                      en         6818             7              N  \n",
       "20                    text          874             4              N  \n",
       "21  InvoiceNo, Description         9495             8              N  \n",
       "22  InvoiceNo, Description         8557             8              N  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pycaret.datasets import get_data\n",
    "get_data('index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>en</th>\n",
       "      <th>gender</th>\n",
       "      <th>loan_amount</th>\n",
       "      <th>nonpayment</th>\n",
       "      <th>sector</th>\n",
       "      <th>status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>\"Banco Esperanza\" is a group of 10 women looki...</td>\n",
       "      <td>F</td>\n",
       "      <td>1225</td>\n",
       "      <td>partner</td>\n",
       "      <td>Retail</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>\"Caminemos Hacia Adelante\" or \"Walking Forward...</td>\n",
       "      <td>F</td>\n",
       "      <td>1975</td>\n",
       "      <td>lender</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>\"Creciendo Por La Union\" is a group of 10 peop...</td>\n",
       "      <td>F</td>\n",
       "      <td>2175</td>\n",
       "      <td>partner</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>\"Cristo Vive\" (\"Christ lives\" is a group of 10...</td>\n",
       "      <td>F</td>\n",
       "      <td>1425</td>\n",
       "      <td>partner</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>\"Cristo Vive\" is a large group of 35 people, 2...</td>\n",
       "      <td>F</td>\n",
       "      <td>4025</td>\n",
       "      <td>partner</td>\n",
       "      <td>Food</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              country                                                 en  \\\n",
       "0  Dominican Republic  \"Banco Esperanza\" is a group of 10 women looki...   \n",
       "1  Dominican Republic  \"Caminemos Hacia Adelante\" or \"Walking Forward...   \n",
       "2  Dominican Republic  \"Creciendo Por La Union\" is a group of 10 peop...   \n",
       "3  Dominican Republic  \"Cristo Vive\" (\"Christ lives\" is a group of 10...   \n",
       "4  Dominican Republic  \"Cristo Vive\" is a large group of 35 people, 2...   \n",
       "\n",
       "  gender  loan_amount nonpayment    sector  status  \n",
       "0      F         1225    partner    Retail       0  \n",
       "1      F         1975     lender  Clothing       0  \n",
       "2      F         2175    partner  Clothing       0  \n",
       "3      F         1425    partner  Clothing       0  \n",
       "4      F         4025    partner      Food       0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = get_data('kiva')\n",
    "data = data.head(1500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pycaret.nlp import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >Description</th>        <th class=\"col_heading level0 col1\" >Value</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                                <td id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7row0_col0\" class=\"data row0 col0\" >session_id</td>\n",
       "                        <td id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7row0_col1\" class=\"data row0 col1\" >8937</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7row1_col0\" class=\"data row1 col0\" ># Documents</td>\n",
       "                        <td id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7row1_col1\" class=\"data row1 col1\" >1500</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7row2_col0\" class=\"data row2 col0\" >Vocab Size</td>\n",
       "                        <td id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7row2_col1\" class=\"data row2 col1\" >4648</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7row3_col0\" class=\"data row3 col0\" >Custom Stopwords</td>\n",
       "                        <td id=\"T_7c1a9bfa_3283_11ea_b204_84fdd13f47d7row3_col1\" class=\"data row3 col1\" >False</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1c908af41c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = setup(data, target='en')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "lda = create_model(model='lda', multi_core=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<gensim.models.ldamulticore.LdaMulticore at 0x1c9084cd3c8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>en</th>\n",
       "      <th>gender</th>\n",
       "      <th>loan_amount</th>\n",
       "      <th>nonpayment</th>\n",
       "      <th>sector</th>\n",
       "      <th>status</th>\n",
       "      <th>Topic_0</th>\n",
       "      <th>Topic_1</th>\n",
       "      <th>Topic_2</th>\n",
       "      <th>Topic_3</th>\n",
       "      <th>Dominant_Topic</th>\n",
       "      <th>Perc_Dominant_Topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>woman look receive small loan take small loan ...</td>\n",
       "      <td>F</td>\n",
       "      <td>1225</td>\n",
       "      <td>partner</td>\n",
       "      <td>Retail</td>\n",
       "      <td>0</td>\n",
       "      <td>0.987402</td>\n",
       "      <td>0.004230</td>\n",
       "      <td>0.004225</td>\n",
       "      <td>0.004143</td>\n",
       "      <td>Topic 0</td>\n",
       "      <td>0.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>caminemos walk forward group entrepreneur seek...</td>\n",
       "      <td>F</td>\n",
       "      <td>1975</td>\n",
       "      <td>lender</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "      <td>0.003711</td>\n",
       "      <td>0.884861</td>\n",
       "      <td>0.003750</td>\n",
       "      <td>0.107678</td>\n",
       "      <td>Topic 1</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>group people hope start business group look re...</td>\n",
       "      <td>F</td>\n",
       "      <td>2175</td>\n",
       "      <td>partner</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "      <td>0.984549</td>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.005155</td>\n",
       "      <td>0.005116</td>\n",
       "      <td>Topic 0</td>\n",
       "      <td>0.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>live group woman look receive first loan young...</td>\n",
       "      <td>F</td>\n",
       "      <td>1425</td>\n",
       "      <td>partner</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "      <td>0.987515</td>\n",
       "      <td>0.004219</td>\n",
       "      <td>0.004298</td>\n",
       "      <td>0.003968</td>\n",
       "      <td>Topic 0</td>\n",
       "      <td>0.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>vive large group people hope take loan many se...</td>\n",
       "      <td>F</td>\n",
       "      <td>4025</td>\n",
       "      <td>partner</td>\n",
       "      <td>Food</td>\n",
       "      <td>0</td>\n",
       "      <td>0.758973</td>\n",
       "      <td>0.232949</td>\n",
       "      <td>0.004069</td>\n",
       "      <td>0.004009</td>\n",
       "      <td>Topic 0</td>\n",
       "      <td>0.76</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",
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       "    <tr>\n",
       "      <th>1495</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>year old mother son attend school start busine...</td>\n",
       "      <td>F</td>\n",
       "      <td>475</td>\n",
       "      <td>partner</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>1</td>\n",
       "      <td>0.006583</td>\n",
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       "      <td>0.980557</td>\n",
       "      <td>0.006404</td>\n",
       "      <td>Topic 2</td>\n",
       "      <td>0.98</td>\n",
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       "    <tr>\n",
       "      <th>1496</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>coordinator entrepreneur friend take second lo...</td>\n",
       "      <td>F</td>\n",
       "      <td>900</td>\n",
       "      <td>lender</td>\n",
       "      <td>Retail</td>\n",
       "      <td>0</td>\n",
       "      <td>0.817535</td>\n",
       "      <td>0.003528</td>\n",
       "      <td>0.175468</td>\n",
       "      <td>0.003469</td>\n",
       "      <td>Topic 0</td>\n",
       "      <td>0.82</td>\n",
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       "    <tr>\n",
       "      <th>1497</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>start sell snack push street able open permane...</td>\n",
       "      <td>M</td>\n",
       "      <td>475</td>\n",
       "      <td>partner</td>\n",
       "      <td>Food</td>\n",
       "      <td>0</td>\n",
       "      <td>0.005541</td>\n",
       "      <td>0.005611</td>\n",
       "      <td>0.005514</td>\n",
       "      <td>0.983334</td>\n",
       "      <td>Topic 3</td>\n",
       "      <td>0.98</td>\n",
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       "    <tr>\n",
       "      <th>1498</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>woman live husband child age small community c...</td>\n",
       "      <td>F</td>\n",
       "      <td>4000</td>\n",
       "      <td>partner</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "      <td>0.005380</td>\n",
       "      <td>0.983791</td>\n",
       "      <td>0.005489</td>\n",
       "      <td>0.005339</td>\n",
       "      <td>Topic 1</td>\n",
       "      <td>0.98</td>\n",
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       "    <tr>\n",
       "      <th>1499</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>make bread year say main difficulty buy flour ...</td>\n",
       "      <td>F</td>\n",
       "      <td>300</td>\n",
       "      <td>partner</td>\n",
       "      <td>Food</td>\n",
       "      <td>0</td>\n",
       "      <td>0.003694</td>\n",
       "      <td>0.003654</td>\n",
       "      <td>0.989013</td>\n",
       "      <td>0.003638</td>\n",
       "      <td>Topic 2</td>\n",
       "      <td>0.99</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1500 rows × 13 columns</p>\n",
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      "text/plain": [
       "                 country                                                 en  \\\n",
       "0     Dominican Republic  woman look receive small loan take small loan ...   \n",
       "1     Dominican Republic  caminemos walk forward group entrepreneur seek...   \n",
       "2     Dominican Republic  group people hope start business group look re...   \n",
       "3     Dominican Republic  live group woman look receive first loan young...   \n",
       "4     Dominican Republic  vive large group people hope take loan many se...   \n",
       "...                  ...                                                ...   \n",
       "1495  Dominican Republic  year old mother son attend school start busine...   \n",
       "1496  Dominican Republic  coordinator entrepreneur friend take second lo...   \n",
       "1497  Dominican Republic  start sell snack push street able open permane...   \n",
       "1498  Dominican Republic  woman live husband child age small community c...   \n",
       "1499  Dominican Republic  make bread year say main difficulty buy flour ...   \n",
       "\n",
       "     gender  loan_amount nonpayment    sector  status   Topic_0   Topic_1  \\\n",
       "0         F         1225    partner    Retail       0  0.987402  0.004230   \n",
       "1         F         1975     lender  Clothing       0  0.003711  0.884861   \n",
       "2         F         2175    partner  Clothing       0  0.984549  0.005180   \n",
       "3         F         1425    partner  Clothing       0  0.987515  0.004219   \n",
       "4         F         4025    partner      Food       0  0.758973  0.232949   \n",
       "...     ...          ...        ...       ...     ...       ...       ...   \n",
       "1495      F          475    partner  Clothing       1  0.006583  0.006456   \n",
       "1496      F          900     lender    Retail       0  0.817535  0.003528   \n",
       "1497      M          475    partner      Food       0  0.005541  0.005611   \n",
       "1498      F         4000    partner  Clothing       0  0.005380  0.983791   \n",
       "1499      F          300    partner      Food       0  0.003694  0.003654   \n",
       "\n",
       "       Topic_2   Topic_3 Dominant_Topic  Perc_Dominant_Topic  \n",
       "0     0.004225  0.004143        Topic 0                 0.99  \n",
       "1     0.003750  0.107678        Topic 1                 0.88  \n",
       "2     0.005155  0.005116        Topic 0                 0.98  \n",
       "3     0.004298  0.003968        Topic 0                 0.99  \n",
       "4     0.004069  0.004009        Topic 0                 0.76  \n",
       "...        ...       ...            ...                  ...  \n",
       "1495  0.980557  0.006404        Topic 2                 0.98  \n",
       "1496  0.175468  0.003469        Topic 0                 0.82  \n",
       "1497  0.005514  0.983334        Topic 3                 0.98  \n",
       "1498  0.005489  0.005339        Topic 1                 0.98  \n",
       "1499  0.989013  0.003638        Topic 2                 0.99  \n",
       "\n",
       "[1500 rows x 13 columns]"
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     },
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         "text": "3d TSNE Plot for Topic Model"
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       "                 country                                                 en  \\\n",
       "0     Dominican Republic  woman look receive small loan take small loan ...   \n",
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       "2     Dominican Republic  group people hope start business group look re...   \n",
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\"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"Topic 0: Top 100 bigrams after removing stop words\"}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"linecolor\": \"black\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"linecolor\": \"black\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"Count\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
       "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
       "                    ).then(function(){\n",
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       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "var outputEl = gd.closest('.output');\n",
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       "    x.observe(outputEl, {childList: true});\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_model(lda, plot='bigram')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_model(lda, plot='wordcloud')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": true
       },
       "data": [
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         "marker": {
          "color": "rgba(255, 153, 51, 0.6)",
          "line": {
           "color": "rgba(255, 153, 51, 1.0)",
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         },
         "name": "count",
         "orientation": "v",
         "text": "",
         "type": "bar",
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         "font": {
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        },
        "paper_bgcolor": "#F5F6F9",
        "plot_bgcolor": "#F5F6F9",
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       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Model: Latent Dirichlet Allocation | # Topics: 16 | Accuracy : 0.812\n"
     ]
    }
   ],
   "source": [
    "tuned_model = tune_model(model='lda', multi_core = True, supervised_target='status')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>en</th>\n",
       "      <th>gender</th>\n",
       "      <th>loan_amount</th>\n",
       "      <th>nonpayment</th>\n",
       "      <th>sector</th>\n",
       "      <th>status</th>\n",
       "      <th>Topic_0</th>\n",
       "      <th>Topic_1</th>\n",
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       "      <th>...</th>\n",
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       "      <th>Topic_11</th>\n",
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       "      <th>Topic_14</th>\n",
       "      <th>Topic_15</th>\n",
       "      <th>Dominant_Topic</th>\n",
       "      <th>Perc_Dominant_Topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Dominican Republic</td>\n",
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       "      <td>F</td>\n",
       "      <td>1225</td>\n",
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       "      <td>0.000992</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>0.181299</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>Topic 6</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>caminemos walk forward group entrepreneur seek...</td>\n",
       "      <td>F</td>\n",
       "      <td>1975</td>\n",
       "      <td>lender</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000868</td>\n",
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       "      <td>0.000868</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.109973</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>Topic 6</td>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>group people hope start business group look re...</td>\n",
       "      <td>F</td>\n",
       "      <td>2175</td>\n",
       "      <td>partner</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>0.001226</td>\n",
       "      <td>Topic 6</td>\n",
       "      <td>0.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>live group woman look receive first loan young...</td>\n",
       "      <td>F</td>\n",
       "      <td>1425</td>\n",
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       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.137479</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>Topic 6</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>vive large group people hope take loan many se...</td>\n",
       "      <td>F</td>\n",
       "      <td>4025</td>\n",
       "      <td>partner</td>\n",
       "      <td>Food</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>0.000947</td>\n",
       "      <td>Topic 6</td>\n",
       "      <td>0.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>1495</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>year old mother son attend school start busine...</td>\n",
       "      <td>F</td>\n",
       "      <td>475</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0.001525</td>\n",
       "      <td>0.001525</td>\n",
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       "      <td>0.001525</td>\n",
       "      <td>0.001525</td>\n",
       "      <td>0.001525</td>\n",
       "      <td>0.001525</td>\n",
       "      <td>0.001525</td>\n",
       "      <td>0.001525</td>\n",
       "      <td>0.329779</td>\n",
       "      <td>Topic 6</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1496</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>coordinator entrepreneur friend take second lo...</td>\n",
       "      <td>F</td>\n",
       "      <td>900</td>\n",
       "      <td>lender</td>\n",
       "      <td>Retail</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.023327</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>Topic 6</td>\n",
       "      <td>0.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1497</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>start sell snack push street able open permane...</td>\n",
       "      <td>M</td>\n",
       "      <td>475</td>\n",
       "      <td>partner</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.557979</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.071241</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>Topic 11</td>\n",
       "      <td>0.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1498</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>woman live husband child age small community c...</td>\n",
       "      <td>F</td>\n",
       "      <td>4000</td>\n",
       "      <td>partner</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.782090</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.024798</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>Topic 1</td>\n",
       "      <td>0.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1499</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>make bread year say main difficulty buy flour ...</td>\n",
       "      <td>F</td>\n",
       "      <td>300</td>\n",
       "      <td>partner</td>\n",
       "      <td>Food</td>\n",
       "      <td>0</td>\n",
       "      <td>0.080166</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>...</td>\n",
       "      <td>0.030306</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.021401</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>Topic 6</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1500 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 country                                                 en  \\\n",
       "0     Dominican Republic  woman look receive small loan take small loan ...   \n",
       "1     Dominican Republic  caminemos walk forward group entrepreneur seek...   \n",
       "2     Dominican Republic  group people hope start business group look re...   \n",
       "3     Dominican Republic  live group woman look receive first loan young...   \n",
       "4     Dominican Republic  vive large group people hope take loan many se...   \n",
       "...                  ...                                                ...   \n",
       "1495  Dominican Republic  year old mother son attend school start busine...   \n",
       "1496  Dominican Republic  coordinator entrepreneur friend take second lo...   \n",
       "1497  Dominican Republic  start sell snack push street able open permane...   \n",
       "1498  Dominican Republic  woman live husband child age small community c...   \n",
       "1499  Dominican Republic  make bread year say main difficulty buy flour ...   \n",
       "\n",
       "     gender  loan_amount nonpayment    sector  status   Topic_0   Topic_1  \\\n",
       "0         F         1225    partner    Retail       0  0.000992  0.000992   \n",
       "1         F         1975     lender  Clothing       0  0.000868  0.000868   \n",
       "2         F         2175    partner  Clothing       0  0.001226  0.001226   \n",
       "3         F         1425    partner  Clothing       0  0.000947  0.000947   \n",
       "4         F         4025    partner      Food       0  0.000947  0.000947   \n",
       "...     ...          ...        ...       ...     ...       ...       ...   \n",
       "1495      F          475    partner  Clothing       1  0.001525  0.001525   \n",
       "1496      F          900     lender    Retail       0  0.000881  0.000881   \n",
       "1497      M          475    partner      Food       0  0.001359  0.001359   \n",
       "1498      F         4000    partner  Clothing       0  0.001302  0.782090   \n",
       "1499      F          300    partner      Food       0  0.080166  0.000977   \n",
       "\n",
       "       Topic_2  ...   Topic_8   Topic_9  Topic_10  Topic_11  Topic_12  \\\n",
       "0     0.000992  ...  0.000992  0.181299  0.000992  0.000992  0.000992   \n",
       "1     0.000868  ...  0.000868  0.150545  0.000868  0.000868  0.000868   \n",
       "2     0.001226  ...  0.001226  0.001226  0.001226  0.001226  0.001226   \n",
       "3     0.000947  ...  0.000947  0.000947  0.000947  0.137479  0.000947   \n",
       "4     0.000947  ...  0.000947  0.000947  0.000947  0.000947  0.000947   \n",
       "...        ...  ...       ...       ...       ...       ...       ...   \n",
       "1495  0.001525  ...  0.001525  0.001525  0.001525  0.001525  0.001525   \n",
       "1496  0.023327  ...  0.000881  0.000881  0.000881  0.000881  0.000881   \n",
       "1497  0.001359  ...  0.001359  0.001359  0.001359  0.557979  0.001359   \n",
       "1498  0.001302  ...  0.001302  0.001302  0.024798  0.001302  0.001302   \n",
       "1499  0.000977  ...  0.030306  0.000977  0.000977  0.000977  0.021401   \n",
       "\n",
       "      Topic_13  Topic_14  Topic_15  Dominant_Topic  Perc_Dominant_Topic  \n",
       "0     0.000992  0.000992  0.000992         Topic 6                 0.80  \n",
       "1     0.109973  0.000868  0.000868         Topic 6                 0.73  \n",
       "2     0.001226  0.001226  0.001226         Topic 6                 0.98  \n",
       "3     0.000947  0.000947  0.000947         Topic 6                 0.85  \n",
       "4     0.000947  0.000947  0.000947         Topic 6                 0.99  \n",
       "...        ...       ...       ...             ...                  ...  \n",
       "1495  0.001525  0.001525  0.329779         Topic 6                 0.45  \n",
       "1496  0.000881  0.000881  0.000881         Topic 6                 0.96  \n",
       "1497  0.071241  0.001359  0.001359        Topic 11                 0.56  \n",
       "1498  0.001302  0.001302  0.001302         Topic 1                 0.78  \n",
       "1499  0.000977  0.000977  0.000977         Topic 6                 0.46  \n",
       "\n",
       "[1500 rows x 25 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
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