stack-tag-predictor.ipynb

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   "source": [
    "#import library\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from wordcloud import WordCloud"
   ]
  },
  {
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   "execution_count": 2,
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   "source": [
    "import re\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.stem.snowball import SnowballStemmer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.multiclass import OneVsRestClassifier\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import f1_score,precision_score,recall_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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    "tags": []
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   "outputs": [],
   "source": [
    "#read data of stacks\n",
    "data = pd.read_csv(\"../input/facebook-recruiting-iii-keyword-extraction/Train.zip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
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   "outputs": [],
   "source": [
    "#printing first 5 rows\n",
    "data = data.head(100000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
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     "text": [
      "(100000, 4)\n",
      "Index(['Id', 'Title', 'Body', 'Tags'], dtype='object')\n",
      "Id        int64\n",
      "Title    object\n",
      "Body     object\n",
      "Tags     object\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "#printing shape , columns and datatypes\n",
    "print(data.shape)\n",
    "print(data.columns)\n",
    "print(data.dtypes)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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   "outputs": [],
   "source": [
    "#sort values according to title,body and tags\n",
    "data.sort_values(by = [\"Title\",\"Body\",\"Tags\"],inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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   "outputs": [],
   "source": [
    "#drop duplicate values\n",
    "data.drop_duplicates(subset = [\"Title\",\"Body\",\"Tags\"],inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "(99436, 4)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#size of data after deleting duplicates rows\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id       False\n",
       "Title    False\n",
       "Body     False\n",
       "Tags     False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check whether there is any null values are present or not\n",
    "data.isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
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   "outputs": [],
   "source": [
    "#drop all null value columns\n",
    "data = data.dropna()"
   ]
  },
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   "cell_type": "code",
   "execution_count": 11,
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    {
     "data": {
      "text/plain": [
       "(99436, 4)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shape of data after deleting null values\n",
    "data.shape"
   ]
  },
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   "cell_type": "code",
   "execution_count": 12,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id       False\n",
       "Title    False\n",
       "Body     False\n",
       "Tags     False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#now as we can see there is no null values\n",
    "data.isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
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   },
   "outputs": [],
   "source": [
    "#creating new column of no. of tags assigned to each rows\n",
    "data[\"tag_count\"] = data[\"Tags\"].apply(lambda x : len(x.split(\" \")))"
   ]
  },
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   "cell_type": "code",
   "execution_count": 14,
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   "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>Id</th>\n",
       "      <th>Title</th>\n",
       "      <th>Body</th>\n",
       "      <th>Tags</th>\n",
       "      <th>tag_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4749</th>\n",
       "      <td>4750</td>\n",
       "      <td>Accessing @Local Session Bean from an exposed...</td>\n",
       "      <td>&lt;p&gt;What I am trying to do should be very strai...</td>\n",
       "      <td>ejb resteasy</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35719</th>\n",
       "      <td>35720</td>\n",
       "      <td>Encoding of sent data not working</td>\n",
       "      <td>&lt;p&gt;I've got a little chatbox, everything's wor...</td>\n",
       "      <td>php jquery ajax encoding</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76895</th>\n",
       "      <td>76896</td>\n",
       "      <td>Files in Array, in Array to Tree?</td>\n",
       "      <td>&lt;p&gt;Using &lt;code&gt;C#&lt;/code&gt;, I have created a pro...</td>\n",
       "      <td>c# visual-studio-2010 visual-studio-2008 clear...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46994</th>\n",
       "      <td>46995</td>\n",
       "      <td>Google Map location based on address</td>\n",
       "      <td>&lt;p&gt;Im using Google Map in my application, it i...</td>\n",
       "      <td>android google-maps</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46671</th>\n",
       "      <td>46672</td>\n",
       "      <td>How to insert custom field in typo3 Dam modul...</td>\n",
       "      <td>&lt;p&gt;I introduced my custom field in Dam modules...</td>\n",
       "      <td>typo3 dam</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Id                                              Title  \\\n",
       "4749    4750   Accessing @Local Session Bean from an exposed...   \n",
       "35719  35720                  Encoding of sent data not working   \n",
       "76895  76896                  Files in Array, in Array to Tree?   \n",
       "46994  46995               Google Map location based on address   \n",
       "46671  46672   How to insert custom field in typo3 Dam modul...   \n",
       "\n",
       "                                                    Body  \\\n",
       "4749   <p>What I am trying to do should be very strai...   \n",
       "35719  <p>I've got a little chatbox, everything's wor...   \n",
       "76895  <p>Using <code>C#</code>, I have created a pro...   \n",
       "46994  <p>Im using Google Map in my application, it i...   \n",
       "46671  <p>I introduced my custom field in Dam modules...   \n",
       "\n",
       "                                                    Tags  tag_count  \n",
       "4749                                        ejb resteasy          2  \n",
       "35719                           php jquery ajax encoding          4  \n",
       "76895  c# visual-studio-2010 visual-studio-2008 clear...          4  \n",
       "46994                                android google-maps          2  \n",
       "46671                                          typo3 dam          2  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    28603\n",
       "2    26384\n",
       "4    19009\n",
       "1    13784\n",
       "5    11656\n",
       "Name: tag_count, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#count values of no.of tag\n",
    "data[\"tag_count\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
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    "tags": []
   },
   "outputs": [],
   "source": [
    "#converting tag matrix in vector\n",
    "CoVec = CountVectorizer(tokenizer = (lambda x : x.split(\" \")))\n",
    "tag_vec = CoVec.fit_transform(data[\"Tags\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of datapoint :  99436\n",
      "Number of tag :  18448\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of datapoint : \" , tag_vec.shape[0])\n",
    "print(\"Number of tag : \" , tag_vec.shape[1] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
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    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "scipy.sparse.csr.csr_matrix"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(tag_vec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:33.806585Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['.a', '.bash-profile', '.class-file', '.each', '.emf', '.hgtags', '.htaccess', '.htpasswd', '.mov', '.net']\n",
      "18448\n"
     ]
    }
   ],
   "source": [
    "#getting all tags\n",
    "tag = CoVec.get_feature_names()\n",
    "print(tag[:10])\n",
    "print(len(tag))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:33.896645Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(18448,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "dtype('int64')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#count freq of tag how many time it is appearing\n",
    "freq = tag_vec.sum(axis = 0).A1\n",
    "print(freq.shape)\n",
    "freq[0].dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
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     "status": "completed"
    },
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   },
   "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>freq</th>\n",
       "      <th>tag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>.a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>.bash-profile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>.class-file</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>.each</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>.emf</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   freq            tag\n",
       "0     2             .a\n",
       "1     1  .bash-profile\n",
       "2     1    .class-file\n",
       "3     6          .each\n",
       "4     2           .emf"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tag_freq = pd.DataFrame(freq.T,columns = [\"freq\"])\n",
    "tag_freq[\"tag\"] = tag\n",
    "tag_freq.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:34.088456Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "tag_freq[\"freq\"] = tag_freq[\"freq\"].values.astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:34.178129Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "tag_freq.sort_values(by = ['freq'],ascending= False,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
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   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>freq</th>\n",
       "      <th>tag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>7745</td>\n",
       "      <td>c#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8044</th>\n",
       "      <td>6753</td>\n",
       "      <td>java</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11936</th>\n",
       "      <td>6545</td>\n",
       "      <td>php</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8086</th>\n",
       "      <td>6102</td>\n",
       "      <td>javascript</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>5287</td>\n",
       "      <td>android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8294</th>\n",
       "      <td>4925</td>\n",
       "      <td>jquery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>3258</td>\n",
       "      <td>c++</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12719</th>\n",
       "      <td>3063</td>\n",
       "      <td>python</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7870</th>\n",
       "      <td>3038</td>\n",
       "      <td>iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>2918</td>\n",
       "      <td>asp.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10374</th>\n",
       "      <td>2818</td>\n",
       "      <td>mysql</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7088</th>\n",
       "      <td>2709</td>\n",
       "      <td>html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2668</td>\n",
       "      <td>.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7829</th>\n",
       "      <td>2255</td>\n",
       "      <td>ios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14966</th>\n",
       "      <td>2232</td>\n",
       "      <td>sql</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11034</th>\n",
       "      <td>2222</td>\n",
       "      <td>objective-c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3341</th>\n",
       "      <td>2108</td>\n",
       "      <td>css</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8973</th>\n",
       "      <td>2072</td>\n",
       "      <td>linux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13715</th>\n",
       "      <td>1940</td>\n",
       "      <td>ruby-on-rails</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>1609</td>\n",
       "      <td>c</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       freq            tag\n",
       "2010   7745             c#\n",
       "8044   6753           java\n",
       "11936  6545            php\n",
       "8086   6102     javascript\n",
       "569    5287        android\n",
       "8294   4925         jquery\n",
       "2017   3258            c++\n",
       "12719  3063         python\n",
       "7870   3038         iphone\n",
       "1043   2918        asp.net\n",
       "10374  2818          mysql\n",
       "7088   2709           html\n",
       "9      2668           .net\n",
       "7829   2255            ios\n",
       "14966  2232            sql\n",
       "11034  2222    objective-c\n",
       "3341   2108            css\n",
       "8973   2072          linux\n",
       "13715  1940  ruby-on-rails\n",
       "2009   1609              c"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tag_freq.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(tag_freq['freq'].values)\n",
    "plt.ylabel(\"No of time\")\n",
    "plt.xlabel(\"tags\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:34.807212Z",
     "iopub.status.busy": "2021-04-14T11:20:34.806517Z",
     "iopub.status.idle": "2021-04-14T11:20:35.091614Z",
     "shell.execute_reply": "2021-04-14T11:20:35.092162Z"
    },
    "papermill": {
     "duration": 0.333148,
     "end_time": "2021-04-14T11:20:35.092317",
     "exception": false,
     "start_time": "2021-04-14T11:20:34.759169",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(tag_freq['freq'].values[0:20000])\n",
    "plt.ylabel(\"No of time\")\n",
    "plt.xlabel(\"tags\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:35.182620Z",
     "iopub.status.busy": "2021-04-14T11:20:35.181996Z",
     "iopub.status.idle": "2021-04-14T11:20:35.449432Z",
     "shell.execute_reply": "2021-04-14T11:20:35.450001Z"
    },
    "papermill": {
     "duration": 0.314161,
     "end_time": "2021-04-14T11:20:35.450150",
     "exception": false,
     "start_time": "2021-04-14T11:20:35.135989",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(tag_freq['freq'].values[0:5000])\n",
    "plt.ylabel(\"No of time\")\n",
    "plt.xlabel(\"tags\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:35.541880Z",
     "iopub.status.busy": "2021-04-14T11:20:35.541186Z",
     "iopub.status.idle": "2021-04-14T11:20:35.812365Z",
     "shell.execute_reply": "2021-04-14T11:20:35.811734Z"
    },
    "papermill": {
     "duration": 0.318274,
     "end_time": "2021-04-14T11:20:35.812484",
     "exception": false,
     "start_time": "2021-04-14T11:20:35.494210",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(tag_freq['freq'].values[0:500])\n",
    "plt.ylabel(\"No of time\")\n",
    "plt.xlabel(\"tags\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:35.928735Z",
     "iopub.status.busy": "2021-04-14T11:20:35.927650Z",
     "iopub.status.idle": "2021-04-14T11:20:36.188351Z",
     "shell.execute_reply": "2021-04-14T11:20:36.188913Z"
    },
    "papermill": {
     "duration": 0.317627,
     "end_time": "2021-04-14T11:20:36.189058",
     "exception": false,
     "start_time": "2021-04-14T11:20:35.871431",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(tag_freq['freq'].values[0:100])\n",
    "plt.ylabel(\"No of time\")\n",
    "plt.xlabel(\"tags\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:36.285175Z",
     "iopub.status.busy": "2021-04-14T11:20:36.284135Z",
     "iopub.status.idle": "2021-04-14T11:20:36.294015Z",
     "shell.execute_reply": "2021-04-14T11:20:36.294518Z"
    },
    "papermill": {
     "duration": 0.059555,
     "end_time": "2021-04-14T11:20:36.294653",
     "exception": false,
     "start_time": "2021-04-14T11:20:36.235098",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tags more than 10000 times :  25\n",
      "Number of tags more than 10000 times :  0\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of tags more than 10000 times : \" ,len(tag_freq[tag_freq.freq > 1000].tag))\n",
    "print(\"Number of tags more than 10000 times : \" ,len(tag_freq[tag_freq.freq > 10000].tag))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:36.391127Z",
     "iopub.status.busy": "2021-04-14T11:20:36.390436Z",
     "iopub.status.idle": "2021-04-14T11:20:36.541473Z",
     "shell.execute_reply": "2021-04-14T11:20:36.541993Z"
    },
    "papermill": {
     "duration": 0.201103,
     "end_time": "2021-04-14T11:20:36.542154",
     "exception": false,
     "start_time": "2021-04-14T11:20:36.341051",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#coount no. of tag in each question\n",
    "tag_count_vec = tag_vec.sum(axis = 1).tolist()\n",
    "tag_count_vec = [int(j) for i in tag_count_vec for j in i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:36.638803Z",
     "iopub.status.busy": "2021-04-14T11:20:36.638164Z",
     "iopub.status.idle": "2021-04-14T11:20:36.644049Z",
     "shell.execute_reply": "2021-04-14T11:20:36.643384Z"
    },
    "papermill": {
     "duration": 0.055261,
     "end_time": "2021-04-14T11:20:36.644161",
     "exception": false,
     "start_time": "2021-04-14T11:20:36.588900",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, 4, 4, 2, 2]\n",
      "99436\n"
     ]
    }
   ],
   "source": [
    "print(tag_count_vec[:5])\n",
    "print(len(tag_count_vec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:36.749911Z",
     "iopub.status.busy": "2021-04-14T11:20:36.749024Z",
     "iopub.status.idle": "2021-04-14T11:20:36.752341Z",
     "shell.execute_reply": "2021-04-14T11:20:36.752893Z"
    },
    "papermill": {
     "duration": 0.061077,
     "end_time": "2021-04-14T11:20:36.753041",
     "exception": false,
     "start_time": "2021-04-14T11:20:36.691964",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum number of tag in any question 5\n",
      "Minimum number of tag in any question 1\n"
     ]
    }
   ],
   "source": [
    "print(\"Maximum number of tag in any question\",max(tag_count_vec))\n",
    "print(\"Minimum number of tag in any question\",min(tag_count_vec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:36.855661Z",
     "iopub.status.busy": "2021-04-14T11:20:36.854777Z",
     "iopub.status.idle": "2021-04-14T11:20:36.858516Z",
     "shell.execute_reply": "2021-04-14T11:20:36.857886Z"
    },
    "papermill": {
     "duration": 0.057645,
     "end_time": "2021-04-14T11:20:36.858632",
     "exception": false,
     "start_time": "2021-04-14T11:20:36.800987",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average number of tag in any question  2.8830302908403396\n"
     ]
    }
   ],
   "source": [
    "print(\"Average number of tag in any question \", sum(tag_count_vec)/len(tag_count_vec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:36.995440Z",
     "iopub.status.busy": "2021-04-14T11:20:36.994462Z",
     "iopub.status.idle": "2021-04-14T11:20:37.332724Z",
     "shell.execute_reply": "2021-04-14T11:20:37.332161Z"
    },
    "papermill": {
     "duration": 0.42411,
     "end_time": "2021-04-14T11:20:37.332867",
     "exception": false,
     "start_time": "2021-04-14T11:20:36.908757",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(tag_count_vec)\n",
    "plt.xlabel(\"no. of tags\")\n",
    "plt.ylabel(\"no. of times it appear\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:20:37.451071Z",
     "iopub.status.busy": "2021-04-14T11:20:37.445723Z",
     "iopub.status.idle": "2021-04-14T11:22:03.552948Z",
     "shell.execute_reply": "2021-04-14T11:22:03.553502Z"
    },
    "papermill": {
     "duration": 86.17147,
     "end_time": "2021-04-14T11:22:03.553666",
     "exception": false,
     "start_time": "2021-04-14T11:20:37.382196",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8f39f19d10>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tup = {x:y for x in tag_freq[\"tag\"] for y in tag_freq[\"freq\"]}\n",
    "wordcloud = WordCloud(background_color='black',height = 2000, width = 4000).generate_from_frequencies(tup)\n",
    "plt.figure(figsize = (15,8))\n",
    "plt.imshow(wordcloud)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:22:03.676130Z",
     "iopub.status.busy": "2021-04-14T11:22:03.675424Z",
     "iopub.status.idle": "2021-04-14T11:22:04.171071Z",
     "shell.execute_reply": "2021-04-14T11:22:04.170349Z"
    },
    "papermill": {
     "duration": 0.559451,
     "end_time": "2021-04-14T11:22:04.171189",
     "exception": false,
     "start_time": "2021-04-14T11:22:03.611738",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tag_freq.head(30).plot(kind=\"bar\")\n",
    "plt.xticks(range(1,30),tag_freq['tag'])\n",
    "plt.xlabel(\"tag\")\n",
    "plt.ylabel(\"no. of time appears\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:22:04.302839Z",
     "iopub.status.busy": "2021-04-14T11:22:04.302063Z",
     "iopub.status.idle": "2021-04-14T11:26:39.066978Z",
     "shell.execute_reply": "2021-04-14T11:26:39.067683Z"
    },
    "papermill": {
     "duration": 274.836967,
     "end_time": "2021-04-14T11:26:39.067893",
     "exception": false,
     "start_time": "2021-04-14T11:22:04.230926",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "question_list = []\n",
    "stop_words = set(stopwords.words(\"english\"))\n",
    "stemmer = SnowballStemmer(\"english\")\n",
    "\n",
    "for index ,row in data.iterrows():\n",
    "    title , body , tags = row[\"Title\"] , row[\"Body\"] , row[\"Tags\"]\n",
    "    \n",
    "    body = re.sub(\"<code>(.*?)</code>\",' ',body,flags= re.MULTILINE | re.DOTALL)\n",
    "    body = re.sub(\"<.*?>\",\" \",str(body.encode(\"utf-8\")))\n",
    "    title = title.encode(\"utf-8\")\n",
    "    question = str(title) + \" \" + str(title) + \" \" + str(title) + \" \" + str(body)\n",
    "    question = re.sub(r\"[^A-Za-z]+\",\" \",question)\n",
    "    words = word_tokenize(str(question.lower()))\n",
    "    question  = \" \".join(str(stemmer.stem(j)) for j in words if j not in stop_words and (len(j) != 1))\n",
    "    question_list.append(question)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:39.194084Z",
     "iopub.status.busy": "2021-04-14T11:26:39.193368Z",
     "iopub.status.idle": "2021-04-14T11:26:39.198054Z",
     "shell.execute_reply": "2021-04-14T11:26:39.198517Z"
    },
    "papermill": {
     "duration": 0.068478,
     "end_time": "2021-04-14T11:26:39.198665",
     "exception": false,
     "start_time": "2021-04-14T11:26:39.130187",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "99436"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(question_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:39.323565Z",
     "iopub.status.busy": "2021-04-14T11:26:39.322842Z",
     "iopub.status.idle": "2021-04-14T11:26:39.340524Z",
     "shell.execute_reply": "2021-04-14T11:26:39.341116Z"
    },
    "papermill": {
     "duration": 0.08229,
     "end_time": "2021-04-14T11:26:39.341275",
     "exception": false,
     "start_time": "2021-04-14T11:26:39.258985",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data[\"question\"] = question_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:39.485314Z",
     "iopub.status.busy": "2021-04-14T11:26:39.484606Z",
     "iopub.status.idle": "2021-04-14T11:26:39.488877Z",
     "shell.execute_reply": "2021-04-14T11:26:39.488109Z"
    },
    "papermill": {
     "duration": 0.086181,
     "end_time": "2021-04-14T11:26:39.489011",
     "exception": false,
     "start_time": "2021-04-14T11:26:39.402830",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"question\"].isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:39.646619Z",
     "iopub.status.busy": "2021-04-14T11:26:39.641434Z",
     "iopub.status.idle": "2021-04-14T11:26:40.339983Z",
     "shell.execute_reply": "2021-04-14T11:26:40.339243Z"
    },
    "papermill": {
     "duration": 0.788888,
     "end_time": "2021-04-14T11:26:40.340099",
     "exception": false,
     "start_time": "2021-04-14T11:26:39.551211",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "CoVec = CountVectorizer(tokenizer = lambda x : x.split() , binary=True)\n",
    "y_multilabel = CoVec.fit_transform(data[\"Tags\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:40.467219Z",
     "iopub.status.busy": "2021-04-14T11:26:40.466498Z",
     "iopub.status.idle": "2021-04-14T11:26:40.469471Z",
     "shell.execute_reply": "2021-04-14T11:26:40.469982Z"
    },
    "papermill": {
     "duration": 0.069463,
     "end_time": "2021-04-14T11:26:40.470125",
     "exception": false,
     "start_time": "2021-04-14T11:26:40.400662",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(99436, 18448)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_multilabel.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:40.596125Z",
     "iopub.status.busy": "2021-04-14T11:26:40.595441Z",
     "iopub.status.idle": "2021-04-14T11:26:40.604161Z",
     "shell.execute_reply": "2021-04-14T11:26:40.603494Z"
    },
    "papermill": {
     "duration": 0.072872,
     "end_time": "2021-04-14T11:26:40.604283",
     "exception": false,
     "start_time": "2021-04-14T11:26:40.531411",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#in tags_t0_consider, nested matrix return and we convert it into list and it is nested hence index 0\n",
    "# in sorted, key represent on which basis we want to sorted , it is actually working like argsort in reverse\n",
    "\n",
    "def tags_to_consider(n):\n",
    "    tag_i_sum = y_multilabel.sum(axis=0).tolist()[0]\n",
    "    sorted_tags_i = sorted(range(len(tag_i_sum)), key=lambda i: tag_i_sum[i], reverse=True)\n",
    "    yn_multilabel=y_multilabel[:,sorted_tags_i[:n]]\n",
    "    return yn_multilabel\n",
    "\n",
    "def questions_covered_fn(numb):\n",
    "    yn_multilabel = tags_to_consider(numb)\n",
    "    x= yn_multilabel.sum(axis=1)\n",
    "    return (np.count_nonzero(x==0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:40.734594Z",
     "iopub.status.busy": "2021-04-14T11:26:40.733876Z",
     "iopub.status.idle": "2021-04-14T11:26:44.159215Z",
     "shell.execute_reply": "2021-04-14T11:26:44.159742Z"
    },
    "papermill": {
     "duration": 3.491468,
     "end_time": "2021-04-14T11:26:44.159938",
     "exception": false,
     "start_time": "2021-04-14T11:26:40.668470",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "questions_covered = []\n",
    "total_tags=y_multilabel.shape[1]\n",
    "total_qus=data.shape[0]\n",
    "for i in range(100, total_tags, 100):\n",
    "    questions_covered.append(np.round(((total_qus-questions_covered_fn(i))/total_qus)*100,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:44.289430Z",
     "iopub.status.busy": "2021-04-14T11:26:44.288376Z",
     "iopub.status.idle": "2021-04-14T11:26:44.586407Z",
     "shell.execute_reply": "2021-04-14T11:26:44.585844Z"
    },
    "papermill": {
     "duration": 0.363201,
     "end_time": "2021-04-14T11:26:44.586530",
     "exception": false,
     "start_time": "2021-04-14T11:26:44.223329",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "93.879 % of questions covered by 1000 tags\n",
      "Number of questions that are not covered by 100 tags :  6086 out of  99436\n"
     ]
    }
   ],
   "source": [
    "plt.plot(np.arange(100,total_tags, 100),questions_covered)\n",
    "plt.xlabel(\"Number of tags\")\n",
    "plt.ylabel(\"Number of questions covered partially\")\n",
    "plt.grid()\n",
    "plt.show()\n",
    "print(questions_covered[9],\"% of questions covered by 1000 tags\")\n",
    "print(\"Number of questions that are not covered by 100 tags : \", questions_covered_fn(1000),\"out of \", total_qus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:44.720354Z",
     "iopub.status.busy": "2021-04-14T11:26:44.719306Z",
     "iopub.status.idle": "2021-04-14T11:26:44.735890Z",
     "shell.execute_reply": "2021-04-14T11:26:44.736623Z"
    },
    "papermill": {
     "duration": 0.08769,
     "end_time": "2021-04-14T11:26:44.737000",
     "exception": false,
     "start_time": "2021-04-14T11:26:44.649310",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tags in the subset : 18448\n",
      "Number of tags considered : 1000 ( 5.420641803989593 %)\n"
     ]
    }
   ],
   "source": [
    "yx_multilabel = tags_to_consider(1000)\n",
    "print(\"Number of tags in the subset :\", y_multilabel.shape[1])\n",
    "print(\"Number of tags considered :\", yx_multilabel.shape[1],\"(\",(yx_multilabel.shape[1]/y_multilabel.shape[1])*100,\"%)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:44.872152Z",
     "iopub.status.busy": "2021-04-14T11:26:44.871334Z",
     "iopub.status.idle": "2021-04-14T11:26:44.931368Z",
     "shell.execute_reply": "2021-04-14T11:26:44.931981Z"
    },
    "papermill": {
     "duration": 0.12949,
     "end_time": "2021-04-14T11:26:44.932164",
     "exception": false,
     "start_time": "2021-04-14T11:26:44.802674",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "x_train , x_test , y_train , y_test = train_test_split(data , yx_multilabel ,test_size = 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:45.065336Z",
     "iopub.status.busy": "2021-04-14T11:26:45.064565Z",
     "iopub.status.idle": "2021-04-14T11:26:45.072055Z",
     "shell.execute_reply": "2021-04-14T11:26:45.071505Z"
    },
    "papermill": {
     "duration": 0.074737,
     "end_time": "2021-04-14T11:26:45.072188",
     "exception": false,
     "start_time": "2021-04-14T11:26:44.997451",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(79548, 6)\n",
      "(79548, 1000)\n",
      "(19888, 6)\n",
      "(19888, 1000)\n"
     ]
    }
   ],
   "source": [
    "print(x_train.shape)\n",
    "print(y_train.shape)\n",
    "print(x_test.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:26:50.842806Z",
     "iopub.status.busy": "2021-04-14T11:26:50.836634Z",
     "iopub.status.idle": "2021-04-14T11:27:50.731335Z",
     "shell.execute_reply": "2021-04-14T11:27:50.730632Z"
    },
    "papermill": {
     "duration": 65.595157,
     "end_time": "2021-04-14T11:27:50.731492",
     "exception": false,
     "start_time": "2021-04-14T11:26:45.136335",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "vectorizer = TfidfVectorizer(min_df=0.00009, max_features=200000, tokenizer = lambda x: x.split(), ngram_range=(1,3))\n",
    "x_train_multilabel = vectorizer.fit_transform(x_train['question'].values.astype(str))\n",
    "x_test_multilabel = vectorizer.transform(x_test['question'].values.astype(str))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:27:50.872393Z",
     "iopub.status.busy": "2021-04-14T11:27:50.871257Z",
     "iopub.status.idle": "2021-04-14T11:38:40.825229Z",
     "shell.execute_reply": "2021-04-14T11:38:40.824222Z"
    },
    "papermill": {
     "duration": 650.027339,
     "end_time": "2021-04-14T11:38:40.825365",
     "exception": false,
     "start_time": "2021-04-14T11:27:50.798026",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#using direct implementation of Logistic Regression\n",
    "clf2 = OneVsRestClassifier(LogisticRegression(penalty='l2'),n_jobs=-1)\n",
    "clf2.fit(x_train_multilabel, y_train)\n",
    "y_pred2 = clf2.predict(x_test_multilabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T11:38:41.018493Z",
     "iopub.status.busy": "2021-04-14T11:38:41.017462Z",
     "iopub.status.idle": "2021-04-14T11:38:41.046433Z",
     "shell.execute_reply": "2021-04-14T11:38:41.047066Z"
    },
    "papermill": {
     "duration": 0.101002,
     "end_time": "2021-04-14T11:38:41.047229",
     "exception": false,
     "start_time": "2021-04-14T11:38:40.946227",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Macro f1 score : 0.10043501556177806\n",
      "Micro f1 score : 0.32870273059064076\n",
      "Hamming loss : 0.0017664420756234916\n"
     ]
    }
   ],
   "source": [
    "print(\"Macro f1 score :\",metrics.f1_score(y_test, y_pred2, average = 'macro'))\n",
    "print(\"Micro f1 score :\",metrics.f1_score(y_test, y_pred2, average = 'micro'))\n",
    "print(\"Hamming loss :\",metrics.hamming_loss(y_test,y_pred2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
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     "end_time": "2021-04-14T11:38:41.178108",
     "exception": false,
     "start_time": "2021-04-14T11:38:41.112850",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
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