hybrid_search.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('bigBasketProducts.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 27555 entries, 0 to 27554\n",
      "Data columns (total 10 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   index         27555 non-null  int64  \n",
      " 1   product       27554 non-null  object \n",
      " 2   category      27555 non-null  object \n",
      " 3   sub_category  27555 non-null  object \n",
      " 4   brand         27554 non-null  object \n",
      " 5   sale_price    27555 non-null  float64\n",
      " 6   market_price  27555 non-null  float64\n",
      " 7   type          27555 non-null  object \n",
      " 8   rating        18929 non-null  float64\n",
      " 9   description   27440 non-null  object \n",
      "dtypes: float64(3), int64(1), object(6)\n",
      "memory usage: 2.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.fillna(\"Not Available\", inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>product</th>\n",
       "      <th>category</th>\n",
       "      <th>sub_category</th>\n",
       "      <th>brand</th>\n",
       "      <th>sale_price</th>\n",
       "      <th>market_price</th>\n",
       "      <th>type</th>\n",
       "      <th>rating</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Garlic Oil - Vegetarian Capsule 500 mg</td>\n",
       "      <td>Beauty &amp; Hygiene</td>\n",
       "      <td>Hair Care</td>\n",
       "      <td>Sri Sri Ayurveda</td>\n",
       "      <td>220.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Hair Oil &amp; Serum</td>\n",
       "      <td>4.1</td>\n",
       "      <td>This Product contains Garlic Oil that is known...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Water Bottle - Orange</td>\n",
       "      <td>Kitchen, Garden &amp; Pets</td>\n",
       "      <td>Storage &amp; Accessories</td>\n",
       "      <td>Mastercook</td>\n",
       "      <td>180.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Water &amp; Fridge Bottles</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Each product is microwave safe (without lid), ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Brass Angle Deep - Plain, No.2</td>\n",
       "      <td>Cleaning &amp; Household</td>\n",
       "      <td>Pooja Needs</td>\n",
       "      <td>Trm</td>\n",
       "      <td>119.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Lamp &amp; Lamp Oil</td>\n",
       "      <td>3.4</td>\n",
       "      <td>A perfect gift for all occasions, be it your m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Cereal Flip Lid Container/Storage Jar - Assort...</td>\n",
       "      <td>Cleaning &amp; Household</td>\n",
       "      <td>Bins &amp; Bathroom Ware</td>\n",
       "      <td>Nakoda</td>\n",
       "      <td>149.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>Laundry, Storage Baskets</td>\n",
       "      <td>3.7</td>\n",
       "      <td>Multipurpose container with an attractive desi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Creme Soft Soap - For Hands &amp; Body</td>\n",
       "      <td>Beauty &amp; Hygiene</td>\n",
       "      <td>Bath &amp; Hand Wash</td>\n",
       "      <td>Nivea</td>\n",
       "      <td>162.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Bathing Bars &amp; Soaps</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Nivea Creme Soft Soap gives your skin the best...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index                                            product  \\\n",
       "0      1             Garlic Oil - Vegetarian Capsule 500 mg   \n",
       "1      2                              Water Bottle - Orange   \n",
       "2      3                     Brass Angle Deep - Plain, No.2   \n",
       "3      4  Cereal Flip Lid Container/Storage Jar - Assort...   \n",
       "4      5                 Creme Soft Soap - For Hands & Body   \n",
       "\n",
       "                 category           sub_category              brand  \\\n",
       "0        Beauty & Hygiene              Hair Care  Sri Sri Ayurveda    \n",
       "1  Kitchen, Garden & Pets  Storage & Accessories         Mastercook   \n",
       "2    Cleaning & Household            Pooja Needs                Trm   \n",
       "3    Cleaning & Household   Bins & Bathroom Ware             Nakoda   \n",
       "4        Beauty & Hygiene       Bath & Hand Wash              Nivea   \n",
       "\n",
       "   sale_price  market_price                      type rating  \\\n",
       "0       220.0         220.0          Hair Oil & Serum    4.1   \n",
       "1       180.0         180.0    Water & Fridge Bottles    2.3   \n",
       "2       119.0         250.0           Lamp & Lamp Oil    3.4   \n",
       "3       149.0         176.0  Laundry, Storage Baskets    3.7   \n",
       "4       162.0         162.0      Bathing Bars & Soaps    4.4   \n",
       "\n",
       "                                         description  \n",
       "0  This Product contains Garlic Oil that is known...  \n",
       "1  Each product is microwave safe (without lid), ...  \n",
       "2  A perfect gift for all occasions, be it your m...  \n",
       "3  Multipurpose container with an attractive desi...  \n",
       "4  Nivea Creme Soft Soap gives your skin the best...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['index', 'product', 'category', 'sub_category', 'brand', 'sale_price',\n",
       "       'market_price', 'type', 'rating', 'description'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from meilisearch import Client\n",
    "\n",
    "client = Client('http://localhost:7700')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = client.get_indexes({'limit': 3})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TaskInfo(task_uid=57346, index_uid='movies', status='enqueued', type='indexDeletion', enqueued_at=datetime.datetime(2024, 4, 14, 8, 19, 12, 753447))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client.index('movies').delete()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TaskInfo(task_uid=27562, index_uid='products', status='enqueued', type='indexCreation', enqueued_at=datetime.datetime(2024, 4, 12, 12, 41, 8, 278427))"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client.create_index('products',  {'primaryKey': 'index'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df.to_dict(orient='records' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [{str(k): v for k, v in item.items()} for item in data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'index': 1,\n",
       " 'product': 'Garlic Oil - Vegetarian Capsule 500 mg',\n",
       " 'category': 'Beauty & Hygiene',\n",
       " 'sub_category': 'Hair Care',\n",
       " 'brand': 'Sri Sri Ayurveda ',\n",
       " 'sale_price': 220.0,\n",
       " 'market_price': 220.0,\n",
       " 'type': 'Hair Oil & Serum',\n",
       " 'rating': 4.1,\n",
       " 'description': 'This Product contains Garlic Oil that is known to help proper digestion, maintain proper cholesterol levels, support cardiovascular and also build immunity.  For Beauty tips, tricks & more visit https://bigbasket.blog/'}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "for d in data:\n",
    "    client.index('products').add_documents([d], primary_key='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = client.get_index('products')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = index.search('Garlic Oil - Vegetarian Capsule 500 mg') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = index.search( 'smart tech for home', {\n",
    "  'limit': 3,\n",
    "  \"hybrid\": {\n",
    "      \"semanticRatio\": 0.5,\n",
    "      \"embedder\": \"default\"\n",
    "    }\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'hits': [{'product': 'Smart LED Bulb - 12 Watt, Wi-Fi Enabled, Multicolour (SSK-SMW 12W)',\n",
       "   'category': 'Kitchen, Garden & Pets',\n",
       "   'sub_category': 'Appliances & Electricals',\n",
       "   'brand': 'Syska',\n",
       "   'type': 'CFL & Led Bulbs',\n",
       "   'sale_price': 749.0,\n",
       "   'market_price': 2499.0,\n",
       "   'rating': 3.2,\n",
       "   'description': 'Too lazy to turn on or turn off your light? Syska Smart Bulb has got your back. It comes equipped with features such as Voice Control and Wi-Fi Compatibility so that you can control the light with just your voice. Wifi-enabled, With the alarm clock feature in this smart bulb, you can easily set daily schedules.\\xa0Syska smart bulb works perfectly well with any Wi-Fi router without a need for a separate hub or paid subscription service. Your existing Wi-Fi is enough (2.4 GHz only). It works well with a wireless connection. It has 16 million colour options as it offers you 16 million shades and different tones to make any occasion extra special and allow to change colours as per your mood.\\xa0Supported OS:\\xa0Android 4.3 and above, iOS 6 and above.',\n",
       "   '_semanticScore': 0.42159176},\n",
       "  {'product': 'Smart LED Bulb - 7 Watt, Wi-Fi Enabled, Multicolour (SSK-SMW 7W)',\n",
       "   'category': 'Kitchen, Garden & Pets',\n",
       "   'sub_category': 'Appliances & Electricals',\n",
       "   'brand': 'Syska',\n",
       "   'type': 'CFL & Led Bulbs',\n",
       "   'sale_price': 499.0,\n",
       "   'market_price': 1799.0,\n",
       "   'rating': 3.1,\n",
       "   'description': 'Too lazy to turn on or turn off your light? Syska Smart Bulb has got your back. It comes equipped with features such as Voice Control and Wi-Fi Compatibility so that you can control the light with just your voice. Wifi-enabled, With the alarm clock feature in this smart bulb, you can easily set daily schedules.\\xa0Syska smart bulb works perfectly well with any Wi-Fi router without a need for a separate hub or paid subscription service. Your existing Wi-Fi is enough (2.4 GHz only). It works well with a wireless connection. It has 16 million colour options as it offers you 16 million shades and different tones to make any occasion extra special and allow to change colours as per your mood.Supported OS:\\xa0Android 4.3 and above, iOS 6 and above.',\n",
       "   '_semanticScore': 0.412138},\n",
       "  {'product': 'Clippy 2 Pin Extension Box With 5 Meter Wire 1086',\n",
       "   'category': 'Kitchen, Garden & Pets',\n",
       "   'sub_category': 'Appliances & Electricals',\n",
       "   'brand': 'Milltec',\n",
       "   'type': 'Battery & Electrical',\n",
       "   'sale_price': 349.0,\n",
       "   'market_price': 504.0,\n",
       "   'rating': 3.6,\n",
       "   'description': 'This 3 Outlet Adapters with switch and indicator, One 3 Pin socket and Two 2 Pin sockets are an ultra smooth rotation, International multisocket, sleek and attractive model. Also, it is suitable for all types of plugs around the world. The high-quality Extension box can be used for television, computers, fax, printers, projectors, mobile chargers, Epbx systems and so on. This 5 Meter good quality wire and it is made in India with high-quality virgin plastic. The rated voltage is 10A. 240V-.',\n",
       "   '_semanticScore': 0.34966183}],\n",
       " 'query': 'smart tech for home',\n",
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       " 'processingTimeMs': 15,\n",
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      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'displayedAttributes': ['product',\n",
       "  'category',\n",
       "  'sub_category',\n",
       "  'brand',\n",
       "  'sale_price',\n",
       "  'market_price',\n",
       "  'type',\n",
       "  'rating',\n",
       "  'description'],\n",
       " 'searchableAttributes': ['product',\n",
       "  'category',\n",
       "  'sub_category',\n",
       "  'brand',\n",
       "  'type'],\n",
       " 'filterableAttributes': ['Sale_price',\n",
       "  'brand',\n",
       "  'category',\n",
       "  'rating',\n",
       "  'sub_category'],\n",
       " 'sortableAttributes': ['market_price', 'rating', 'sale_price'],\n",
       " 'rankingRules': ['words',\n",
       "  'typo',\n",
       "  'proximity',\n",
       "  'attribute',\n",
       "  'sort',\n",
       "  'exactness'],\n",
       " 'stopWords': [],\n",
       " 'nonSeparatorTokens': [],\n",
       " 'separatorTokens': [],\n",
       " 'dictionary': [],\n",
       " 'synonyms': {},\n",
       " 'distinctAttribute': None,\n",
       " 'proximityPrecision': 'byWord',\n",
       " 'typoTolerance': {'enabled': True,\n",
       "  'minWordSizeForTypos': {'oneTypo': 5, 'twoTypos': 9},\n",
       "  'disableOnWords': [],\n",
       "  'disableOnAttributes': []},\n",
       " 'faceting': {'maxValuesPerFacet': 100, 'sortFacetValuesBy': {'*': 'alpha'}},\n",
       " 'pagination': {'maxTotalHits': 300},\n",
       " 'embedders': {'default': HuggingFaceEmbedder(source='huggingFace', model='BAAI/bge-base-en-v1.5', revision=None, document_template='Introducing {{doc.product}} from {{doc.brand}} is a {{doc.type}} designed specifically for {{doc.sub_category}} in the {{doc.category}} domain. A short description is \"{{doc.description|truncatewords: 20}}...')}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_settings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TaskInfo(task_uid=57336, index_uid='products', status='enqueued', type='settingsUpdate', enqueued_at=datetime.datetime(2024, 4, 12, 13, 44, 28, 647563))"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.update_displayed_attributes(['product', 'category', 'sub_category', 'brand', 'sale_price', 'market_price', 'type', 'rating', 'description'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "index.get_distinct_attribute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_filterable_attributes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TaskInfo(task_uid=57337, index_uid='products', status='enqueued', type='settingsUpdate', enqueued_at=datetime.datetime(2024, 4, 12, 13, 57, 54, 845662))"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.update_filterable_attributes(['category', 'sub_category', 'brand', 'Sale_price', 'rating'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Sale_price', 'brand', 'category', 'rating', 'sub_category']"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_filterable_attributes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pagination(max_total_hits=1000)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_pagination_settings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TaskInfo(task_uid=57338, index_uid='products', status='enqueued', type='settingsUpdate', enqueued_at=datetime.datetime(2024, 4, 12, 14, 2, 0, 516406))"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.update_pagination_settings({'maxTotalHits': 300})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['*']"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_searchable_attributes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TaskInfo(task_uid=57339, index_uid='products', status='enqueued', type='settingsUpdate', enqueued_at=datetime.datetime(2024, 4, 12, 14, 8, 35, 492149))"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.update_searchable_attributes(['product', 'category', 'sub_category', 'brand', 'type'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['product', 'category', 'sub_category', 'brand', 'type']"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_searchable_attributes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_sortable_attributes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TaskInfo(task_uid=57340, index_uid='products', status='enqueued', type='settingsUpdate', enqueued_at=datetime.datetime(2024, 4, 12, 14, 12, 37, 559498))"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.update_sortable_attributes(['sale_price', 'market_price', 'rating'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['market_price', 'rating', 'sale_price']"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_sortable_attributes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_stop_words()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_synonyms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TypoTolerance(enabled=True, disable_on_attributes=[], disable_on_words=[], min_word_size_for_typos=MinWordSizeForTypos(one_typo=5, two_typos=9))"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.get_typo_tolerance()"
   ]
  }
 ],
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   "display_name": "Python 3",
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  "language_info": {
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