{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os; os.chdir('..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/SentenceStructureComparision/venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    }
   ],
   "source": [
    "from utils.get_intent import get_top_intent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Commercial', 0.997),\n",
       " ('Transactional', 0.199),\n",
       " ('Local', 0.132),\n",
       " ('Navigational', 0.099),\n",
       " ('Informational', 0.088)]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"best cat ear headphones\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Transactional', 0.996),\n",
       " ('Commercial', 0.315),\n",
       " ('Navigational', 0.149),\n",
       " ('Local', 0.146),\n",
       " ('Informational', 0.133)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"buy cat ear headphones\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Informational', 0.999),\n",
       " ('Transactional', 0.116),\n",
       " ('Local', 0.094),\n",
       " ('Commercial', 0.075),\n",
       " ('Navigational', 0.075)]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"how to create a facebook account\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Local', 0.997),\n",
       " ('Commercial', 0.134),\n",
       " ('Informational', 0.122),\n",
       " ('Navigational', 0.121),\n",
       " ('Transactional', 0.12)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"barber shops in USA\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Informational', 0.892),\n",
       " ('Transactional', 0.685),\n",
       " ('Navigational', 0.533),\n",
       " ('Commercial', 0.123),\n",
       " ('Local', 0.072)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"Razer Kraken Headsets\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Informational', 0.993),\n",
       " ('Commercial', 0.183),\n",
       " ('Transactional', 0.173),\n",
       " ('Local', 0.123),\n",
       " ('Navigational', 0.082)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"Amazon Great indian festival\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Navigational', 0.998),\n",
       " ('Transactional', 0.271),\n",
       " ('Local', 0.164),\n",
       " ('Commercial', 0.134),\n",
       " ('Informational', 0.129)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"facebook\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Navigational', 0.998),\n",
       " ('Transactional', 0.256),\n",
       " ('Local', 0.171),\n",
       " ('Informational', 0.151),\n",
       " ('Commercial', 0.127)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"spotify\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Local', 0.997),\n",
       " ('Commercial', 0.136),\n",
       " ('Transactional', 0.124),\n",
       " ('Informational', 0.119),\n",
       " ('Navigational', 0.118)]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"parlours in dubai\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Informational', 0.999),\n",
       " ('Transactional', 0.131),\n",
       " ('Local', 0.09),\n",
       " ('Commercial', 0.072),\n",
       " ('Navigational', 0.069)]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"how to wear headphones\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Navigational', 0.997),\n",
       " ('Transactional', 0.452),\n",
       " ('Local', 0.127),\n",
       " ('Informational', 0.126),\n",
       " ('Commercial', 0.12)]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"receiptify\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Transactional', 0.995),\n",
       " ('Commercial', 0.27),\n",
       " ('Informational', 0.181),\n",
       " ('Local', 0.162),\n",
       " ('Navigational', 0.133)]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"cat ear headphones\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Transactional', 0.977),\n",
       " ('Navigational', 0.808),\n",
       " ('Commercial', 0.254),\n",
       " ('Informational', 0.107),\n",
       " ('Local', 0.081)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"sony headphones guide\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Navigational', 0.949),\n",
       " ('Transactional', 0.89),\n",
       " ('Informational', 0.328),\n",
       " ('Commercial', 0.113),\n",
       " ('Local', 0.069)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"wolf cut\") # informational"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Transactional', 0.996),\n",
       " ('Commercial', 0.217),\n",
       " ('Informational', 0.199),\n",
       " ('Navigational', 0.17),\n",
       " ('Local', 0.136)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent(\"help plumbing supply\") # informational"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Informational', 0.969),\n",
       " ('Commercial', 0.677),\n",
       " ('Transactional', 0.276),\n",
       " ('Local', 0.071),\n",
       " ('Navigational', 0.035)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_intent('yoga purpose') # informational"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os; os.chdir('..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils.get_category import get_top_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Computers_and_Electronics', 1.0), ('Shopping', 0.182)]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_top_labels(\n",
    "    \"best cat ear headphones\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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