Flowers Suggestion ML Bot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A Logistic Regressor Classifier ML Bot on Telegram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package wordnet to\n",
      "[nltk_data]     C:\\Users\\lenovo\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n",
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\lenovo\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\lenovo\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import nltk\n",
    "import numpy as np\n",
    "import string\n",
    "import warnings\n",
    "import requests\n",
    "import pickle\n",
    "import random\n",
    "\n",
    "nltk.download('wordnet')\n",
    "nltk.download('stopwords')\n",
    "nltk.download('punkt')\n",
    "\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "data = [[\"Hi\",0],[\"Hello\",0],[\"Hey\",0],[\"Heya\",0],\n",
    "        [\"Can you suggest some flowers.\",1],[\"Is flowers available?\",1],[\"Is bouquet available?\",1],[\"Are flowers fresh?\",1],\n",
    "        [\"Suggest for birthday\",2],[\"For Birthday\",2],[\"I want some flowers for Birthday\",2],[\"What type of flowers to give on Birthday?\",2],[\"Suggest something for Birthday\",2],[\"I want to give it to someone for Birthday\",2],        \n",
    "        [\"Suggest for anniversary\",3],[\"For Anniversary\",3],[\"I want some flowers for Anniversary\",3],[\"What type of flowers to give on Anniversary?\",3],[\"Suggest something for Anniversary\",3],[\"I want to give it to someone for Anniversary\",3],\n",
    "        [\"Suggest for congratulations\",4],[\"For Congratulations\",4],[\"I want some flowers for Congratulating someone\",4],[\"What type of flowers to give for Congratulations?\",4],[\"Suggest something for Congratulations\",4],[\"I want to give it to someone for Congratulating them\",4],\n",
    "        [\"Suggest for wedding\",5],[\"For Wedding\",5],[\"I want some flowers for Wedding\",5],[\"What type of flowers to give on Wedding?\",5],[\"Suggest something for Wedding\",5],[\"I want to give it to someone for Wedding\",5],\n",
    "        [\"Suggest for sorry\",6],[\"For Sorry\",6],[\"I want some flowers for saying Sorry\",6],[\"What type of flowers to give for saying Sorry?\",6],[\"Suggest something for saying Sorry\",6],[\"I want to give it to someone for saying Sorry\",6],\n",
    "        [\"Suggest for miss you\",7],[\"For Miss You\",7],[\"Missing Someone\",7],[\"I want some flowers for Miss You\",7],[\"What type of flowers to give on Miss You?\",7],[\"Suggest something for Miss You\",7],[\"I want to give it to someone for Miss You\",7],\n",
    "        [\"Suggest for get well soon\",8],[\"For Get Well Soon\",8],[\"I want some flowers for Get Well Soon\",8],[\"What type of flowers to give for Get Well Soon?\",8],[\"Suggest something for Get Well Soon\",8],[\"I want to give it to someone for Get Well Soon\",8],\n",
    "        [\"Goodbye\",9],[\"Byebye\",9],[\"Bye\",9],\n",
    "        [\"Thanku\",10],[\"Thank You\",10],[\"Thanks\",10],[\"Thanks a lot\",10],[\"Thank you very much\",10],[\"Thank you so much\",10]]\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>Text</th>\n",
       "      <th>Intent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hi</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hello</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Hey</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Heya</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Can you suggest some flowers.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Is flowers available?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Is bouquet available?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Are flowers fresh?</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Suggest for birthday</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>For Birthday</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>I want some flowers for Birthday</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>What type of flowers to give on Birthday?</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Suggest something for Birthday</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>I want to give it to someone for Birthday</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Suggest for anniversary</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>For Anniversary</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>I want some flowers for Anniversary</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>What type of flowers to give on Anniversary?</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Suggest something for Anniversary</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>I want to give it to someone for Anniversary</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Suggest for congratulations</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>For Congratulations</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>I want some flowers for Congratulating someone</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>What type of flowers to give for Congratulations?</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Suggest something for Congratulations</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>I want to give it to someone for Congratulatin...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Suggest for wedding</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>For Wedding</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>I want some flowers for Wedding</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>What type of flowers to give on Wedding?</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Suggest something for Wedding</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>I want to give it to someone for Wedding</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Suggest for sorry</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>For Sorry</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>I want some flowers for saying Sorry</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>What type of flowers to give for saying Sorry?</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Suggest something for saying Sorry</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>I want to give it to someone for saying Sorry</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Suggest for miss you</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>For Miss You</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Missing Someone</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>I want some flowers for Miss You</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>What type of flowers to give on Miss You?</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Suggest something for Miss You</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>I want to give it to someone for Miss You</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Suggest for get well soon</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>For Get Well Soon</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>I want some flowers for Get Well Soon</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>What type of flowers to give for Get Well Soon?</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Suggest something for Get Well Soon</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>I want to give it to someone for Get Well Soon</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Goodbye</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Byebye</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Bye</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Thanku</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Thank You</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Thanks</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Thanks a lot</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Thank you very much</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Thank you so much</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Text  Intent\n",
       "0                                                  Hi       0\n",
       "1                                               Hello       0\n",
       "2                                                 Hey       0\n",
       "3                                                Heya       0\n",
       "4                       Can you suggest some flowers.       1\n",
       "5                               Is flowers available?       1\n",
       "6                               Is bouquet available?       1\n",
       "7                                  Are flowers fresh?       1\n",
       "8                                Suggest for birthday       2\n",
       "9                                        For Birthday       2\n",
       "10                   I want some flowers for Birthday       2\n",
       "11          What type of flowers to give on Birthday?       2\n",
       "12                     Suggest something for Birthday       2\n",
       "13          I want to give it to someone for Birthday       2\n",
       "14                            Suggest for anniversary       3\n",
       "15                                    For Anniversary       3\n",
       "16                I want some flowers for Anniversary       3\n",
       "17       What type of flowers to give on Anniversary?       3\n",
       "18                  Suggest something for Anniversary       3\n",
       "19       I want to give it to someone for Anniversary       3\n",
       "20                        Suggest for congratulations       4\n",
       "21                                For Congratulations       4\n",
       "22     I want some flowers for Congratulating someone       4\n",
       "23  What type of flowers to give for Congratulations?       4\n",
       "24              Suggest something for Congratulations       4\n",
       "25  I want to give it to someone for Congratulatin...       4\n",
       "26                                Suggest for wedding       5\n",
       "27                                        For Wedding       5\n",
       "28                    I want some flowers for Wedding       5\n",
       "29           What type of flowers to give on Wedding?       5\n",
       "30                      Suggest something for Wedding       5\n",
       "31           I want to give it to someone for Wedding       5\n",
       "32                                  Suggest for sorry       6\n",
       "33                                          For Sorry       6\n",
       "34               I want some flowers for saying Sorry       6\n",
       "35     What type of flowers to give for saying Sorry?       6\n",
       "36                 Suggest something for saying Sorry       6\n",
       "37      I want to give it to someone for saying Sorry       6\n",
       "38                               Suggest for miss you       7\n",
       "39                                       For Miss You       7\n",
       "40                                    Missing Someone       7\n",
       "41                   I want some flowers for Miss You       7\n",
       "42          What type of flowers to give on Miss You?       7\n",
       "43                     Suggest something for Miss You       7\n",
       "44          I want to give it to someone for Miss You       7\n",
       "45                          Suggest for get well soon       8\n",
       "46                                  For Get Well Soon       8\n",
       "47              I want some flowers for Get Well Soon       8\n",
       "48    What type of flowers to give for Get Well Soon?       8\n",
       "49                Suggest something for Get Well Soon       8\n",
       "50     I want to give it to someone for Get Well Soon       8\n",
       "51                                            Goodbye       9\n",
       "52                                             Byebye       9\n",
       "53                                                Bye       9\n",
       "54                                             Thanku      10\n",
       "55                                          Thank You      10\n",
       "56                                             Thanks      10\n",
       "57                                       Thanks a lot      10\n",
       "58                                Thank you very much      10\n",
       "59                                  Thank you so much      10"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data, columns = [\"Text\",\"Intent\"])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Text processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lemmitization\n",
    "\n",
    "lemmer = nltk.stem.WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def LemTokens(tokens):\n",
    "    return [lemmer.lemmatize(token) for token in tokens]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "remove_punct_dict = dict((ord(punct), None) for punct in string.punctuation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Normalize(text):\n",
    "    return LemTokens(nltk.word_tokenize(text.lower().translate(remove_punct_dict)))\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating & Training Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df['Text']\n",
    "y = df['Intent']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = TfidfVectorizer(tokenizer=Normalize,stop_words = 'english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\lenovo\\anaconda3\\envs\\chatbot\\lib\\site-packages\\sklearn\\feature_extraction\\text.py:385: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['ha', 'le', 'u', 'wa'] not in stop_words.\n",
      "  'stop_words.' % sorted(inconsistent))\n"
     ]
    }
   ],
   "source": [
    "X = vectorizer.fit_transform(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
       "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
       "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
       "                   warm_start=False)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# training a Naive Bayes classifier \n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "lr = LogisticRegression()\n",
    "\n",
    "lr.fit(X, y) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = [\"flowers\"]\n",
    "prediction = lr.predict(vectorizer.transform(X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1], dtype=int64)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.06526403, 0.18089201, 0.08574649, 0.08574649, 0.10237065,\n",
       "        0.08574649, 0.0786891 , 0.10137002, 0.08574649, 0.05138611,\n",
       "        0.07704211]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To get the probability of test data to be present in each Intent\n",
    "\n",
    "a = lr.predict_proba(vectorizer.transform(X_test))\n",
    "a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating Responses for each Intent "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "responses = {0 : {\"intent\":\"greetings\",\"response\":['Hi Dear','Hi','Hello', 'Nice to see you',]}, \n",
    "      1 : {\"intent\":\"availability\",\"response\":['Yes it is available and I can suggest you some.','Yes it is fresh and available']},\n",
    "      2 : {\"intent\":\"flowers\",\"response\":['Endearing Red Roses','Sunshine Yellow Roses','Extravagant 40 Red Roses']},\n",
    "      3 : {\"intent\":\"flowers\",\"response\":['Lillies & Roses Elegant','15 Regal Carnations','Purple Orchids']},\n",
    "      4 : {\"intent\":\"flowers\",\"response\":['Purple Orchids','Yellow Asiatic Lillies','Dark Pink Roses']},\n",
    "      5 : {\"intent\":\"flowers\",\"response\":['Vivid Red Roses','Sweet Pink Roses','12 Purple Orchids']},\n",
    "      6 : {\"intent\":\"flowers\",\"response\":['Pure Love Carnations','Majestic 18 white Roses','Multicolour Roses']},\n",
    "      7 : {\"intent\":\"flowers\",\"response\":['White N Red Floral Beauty','Red Carnation N Leaves','Admirable Asiatic Pink Lillies']},\n",
    "      8 : {\"intent\":\"flowers\",\"response\":['Mesmerizing Charm','Serene Carnation','Unending Love 18 Light Pink Flowers']},\n",
    "      9 : {\"intent\":\"goodbye\",\"response\":['Goodbye','Byebye','Bye','Have a good day']},\n",
    "      10 : {\"intent\":\"thankyou\",\"response\":['You\\'re welcome.' , 'No problem.', 'No worries.', ' My pleasure.' , 'Glad to help.']}}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Activating Telegram Bot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "token = \"1245993642:AAGc_EZbIoHag4SXhmx8QaNnpawTcckSCLM\"\n",
    "\n",
    "class telegram_bot():\n",
    "    def __init__(self):\n",
    "        self.token=token \n",
    "        self.url = f\"https://api.telegram.org/bot{self.token}\"\n",
    "\n",
    "    def get_updates(self,offset=None):\n",
    "        url = self.url+\"/getUpdates?timeout=100\"\n",
    "        if offset:\n",
    "            url = url+f\"&offset={offset+1}\"\n",
    "        url_info = requests.get(url)\n",
    "        return json.loads(url_info.content)\n",
    "    def send_message(self,msg,chat_id):\n",
    "        url = self.url + f\"/sendMessage?chat_id={chat_id}&text={msg}\"\n",
    "        if msg is not None:\n",
    "            requests.get(url)\n",
    "\n",
    "    def grab_token(self):\n",
    "        return tokens"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deploying Bot and making it Reply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To get responnse\n",
    "\n",
    "def response(user_response):\n",
    "    text_test = [user_response]\n",
    "    X_test = vectorizer.transform(text_test)\n",
    "    prediction = lr.predict(X_test)\n",
    "    reply = random.choice(responses[prediction[0]]['response'])\n",
    "    return reply\n",
    "\n",
    "# To get indent\n",
    "def intent(user_response):\n",
    "    text_intent = [user_response]\n",
    "    X_test_intent = vectorizer.transform(text_intent)\n",
    "    predicted_intent = lr.predict(X_test_intent)\n",
    "    intent_predicted = responses[predicted_intent[0]]['intent']\n",
    "    return intent_predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "def bot_initialize(user_msg):\n",
    "    flag=True\n",
    "    while(flag==True):\n",
    "        user_response = user_msg\n",
    "        \n",
    "        user_intent = intent(user_response)\n",
    "        \n",
    "        if(user_intent != 'goodbye'):\n",
    "            if(user_response == '/start'):\n",
    "                resp = \"\"\"Hi! Here You can get suggestion of what type of Flowers you can give on a particular occasion.\\nType Bye to Exit.\"\"\"\n",
    "                return resp\n",
    "            \n",
    "            elif (user_intent == 'greetings'):\n",
    "                resp = str(random.choice(responses[0]['response'])) + \", How may I help you?\"\n",
    "                return resp\n",
    "        \n",
    "            elif(user_intent == 'thankyou'):\n",
    "                resp = random.choice(responses[10]['response'])\n",
    "                return resp\n",
    "            \n",
    "            elif(user_intent == 'availability'):\n",
    "                resp = random.choice(responses[1]['response'])\n",
    "                return resp\n",
    "            \n",
    "            elif(user_intent == \"flowers\"):\n",
    "                user_response=user_response.lower()\n",
    "                resp = \"I will suggest you to give :-\\n \" + response(user_response)\n",
    "                return resp\n",
    "            \n",
    "            else:\n",
    "                resp = \"Ummm! Please rephrase your sentence. I am not that smart.\"\n",
    "                return resp\n",
    "            \n",
    "        else:\n",
    "            flag = False\n",
    "            resp = random.choice(responses[9]['response'])\n",
    "            return resp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...\n",
      "[{'update_id': 645834940, 'message': {'message_id': 508, 'from': {'id': 779810422, 'is_bot': False, 'first_name': 'ຸ', 'username': 'shSood', 'language_code': 'en'}, 'chat': {'id': 779810422, 'first_name': 'ຸ', 'username': 'shSood', 'type': 'private'}, 'date': 1594671306, 'text': 'Sbsbss sss'}}]\n",
      "645834940\n",
      "Sbsbss sss\n",
      "779810422\n",
      "...\n",
      "[{'update_id': 645834941, 'message': {'message_id': 510, 'from': {'id': 779810422, 'is_bot': False, 'first_name': 'ຸ', 'username': 'shSood', 'language_code': 'en'}, 'chat': {'id': 779810422, 'first_name': 'ຸ', 'username': 'shSood', 'type': 'private'}, 'date': 1594671309, 'text': 'Nbsns'}}]\n",
      "645834941\n",
      "Nbsns\n",
      "779810422\n",
      "...\n",
      "[]\n",
      "...\n",
      "[{'update_id': 645834942, 'message': {'message_id': 512, 'from': {'id': 779810422, 'is_bot': False, 'first_name': 'ຸ', 'username': 'shSood', 'language_code': 'en'}, 'chat': {'id': 779810422, 'first_name': 'ຸ', 'username': 'shSood', 'type': 'private'}, 'date': 1594671406, 'text': '/start', 'entities': [{'offset': 0, 'length': 6, 'type': 'bot_command'}]}}]\n",
      "645834942\n",
      "/start\n",
      "779810422\n",
      "...\n",
      "[]\n",
      "...\n",
      "[]\n",
      "...\n"
     ]
    }
   ],
   "source": [
    "tbot = telegram_bot()\n",
    "\n",
    "update_id = None\n",
    "\n",
    "def make_reply(msg):\n",
    "    if msg is not None:\n",
    "        reply = bot_initialize(msg)\n",
    "    return reply\n",
    "\n",
    "\n",
    "while True:\n",
    "    print(\"...\")\n",
    "    updates = tbot.get_updates(offset=update_id)\n",
    "    updates = updates['result']\n",
    "    print(updates)\n",
    "    if updates:\n",
    "        for item in updates:\n",
    "            update_id = item[\"update_id\"]\n",
    "            print(update_id)\n",
    "            try:\n",
    "                message = item[\"message\"][\"text\"]\n",
    "                print(message)\n",
    "            except:\n",
    "                message = None\n",
    "            from_ = item[\"message\"][\"from\"][\"id\"]\n",
    "            print(from_)\n",
    "\n",
    "            reply = make_reply(message)\n",
    "            tbot.send_message(reply,from_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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