karma_onreact_counting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [],
   "source": [
    "ban_channels=['bots','career','_jobs_top','jobs','_general']"
   
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "reacts=pd.read_csv('./wtf/imported_reactions_count.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "user=pd.read_csv('./wtf/imported_user_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "messages=pd.read_csv('./wtf/imported_message_fixed2.csv',sep=',',header=0,engine='c')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['bots', 'kaggle_crackers', '_meetings_kgd', 'proj_ods_introspect',\n",
       "       'conference', 'eng_mlcourse_open', '_meetings_omsk',\n",
       "       'network_analysis', '_meetings_france', 'class_coursera_aml',\n",
       "       'deep', 'hackathon', 'slack-slack', '_meetings_ekb', 'gis',\n",
       "       'traiding', 'engineering-hiring', 'fnbic_neural_networks',\n",
       "       'true_story', 'proj_kaggle_instacart', 'article_essence',\n",
       "       'meetings_spb', 'tst_remove', 'gnomiki', 'sandbox',\n",
       "       'data_breakfast', 'spacehack', 'proj_dsbowl_2017', '_meetings_nn',\n",
       "       '_meetings_chel', 'ods_habr', 'proj_tinkoff', 'jobs',\n",
       "       '_meetings_siberia', 'lang_python', 'recommender_systems',\n",
       "       '_general', 'recsys2017', '_jobs_top', 'visualization',\n",
       "       'deep_learning', 'deephack', 'lang_r', 'pydata', 'rnn', '_jobs',\n",
       "       '_meetings_tbilisi', '_meetings_sf', 'career'], dtype=object)"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages['channel'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<p>2 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id      name  deleted                tz              tz_label  \\\n",
       "0  U4EMUGFNG         0        0    Asia/Jerusalem  Israel Standard Time   \n",
       "1  U7SE7ANCW  00serd00        0  Asia/Vladivostok      Vladivostok Time   \n",
       "\n",
       "   tz_offset  is_admin  is_owner  is_primary_owner  is_restricted    ...      \\\n",
       "0       7200         0         0                 0              0    ...       \n",
       "1      36000         0         0                 0              0    ...       \n",
       "\n",
       "    avatar_hash  first_name  last_name  \\\n",
       "0  g204d33bf41b           0        NaN   \n",
       "1  g428cf084b50         NaN        NaN   \n",
       "\n",
       "                                            image_24  \\\n",
       "0  https://secure.gravatar.com/avatar/204d33bf41b...   \n",
       "1  https://secure.gravatar.com/avatar/428cf084b50...   \n",
       "\n",
       "                                            image_32  \\\n",
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       "\n",
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       "1  https://secure.gravatar.com/avatar/428cf084b50...   \n",
       "\n",
       "                                           image_512       team  \n",
       "0  https://secure.gravatar.com/avatar/204d33bf41b...  T040HKJE3  \n",
       "1  https://secure.gravatar.com/avatar/428cf084b50...  T040HKJE3  \n",
       "\n",
       "[2 rows x 34 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>channel</th>\n",
       "      <th>message_ts</th>\n",
       "      <th>name</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bots</td>\n",
       "      <td>1.502440e+09</td>\n",
       "      <td>coolstorybob</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bots</td>\n",
       "      <td>1.476875e+09</td>\n",
       "      <td>joy</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "  channel    message_ts          name  count\n",
       "0    bots  1.502440e+09  coolstorybob      2\n",
       "1    bots  1.476875e+09           joy      3"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reacts.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "react_mes=messages.merge(reacts,right_on=['channel','message_ts'],left_on=['channel','ts'],how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((256358, 12), (54468, 15), (169882, 4))"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.shape,react_mes.shape,reacts.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "top3=messages[['user','channel','text']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "top3=top3.groupby('user').apply(lambda x: x.groupby('channel').count().head(3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "top3=top3.rename(columns={'text':'count'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "top3=top3.drop('user',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user</th>\n",
       "      <th>channel</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">U040HKJE7</th>\n",
       "      <th>_general</th>\n",
       "      <td>370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_jobs</th>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_jobs_top</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">U040M0W0S</th>\n",
       "      <th>_general</th>\n",
       "      <td>645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_jobs</th>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                     count\n",
       "user      channel         \n",
       "U040HKJE7 _general     370\n",
       "          _jobs        300\n",
       "          _jobs_top      7\n",
       "U040M0W0S _general     645\n",
       "          _jobs        110"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "top3.to_csv('top_channel.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "react_mes=react_mes[['channel','user','name','count']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [],
   "source": [
    "react_mes=messages.merge(reacts,right_on=['channel','message_ts'],left_on=['channel','ts'],how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [],
   "source": [
    "fin=pd.DataFrame(react_mes.groupby(['user','name','channel','ts']).apply(lambda x: x['count'].sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [],
   "source": [
    "fin=fin.rename(columns={0:'react_count'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "fin=fin.sort_values('react_count',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json as js"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [],
   "source": [
    "fin=fin.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>name</th>\n",
       "      <th>channel</th>\n",
       "      <th>ts</th>\n",
       "      <th>react_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>U040HKJE7</td>\n",
       "      <td>+1</td>\n",
       "      <td>_general</td>\n",
       "      <td>1.501164e+09</td>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>U040HKJE7</td>\n",
       "      <td>+1</td>\n",
       "      <td>_general</td>\n",
       "      <td>1.497620e+09</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        user name   channel            ts  react_count\n",
       "0  U040HKJE7   +1  _general  1.501164e+09          157\n",
       "1  U040HKJE7   +1  _general  1.497620e+09          156"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fin.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [],
   "source": [
    "qw={\"-1\":\n",
    "[\"are_you_fucking_kidding_me\",\"heavy_minus_sign\",\"ban\",\"facepalm\"],\n",
    "\"1\":\n",
    "[\"\\+1\",\"fire\",\"heart\",\"check\",\"heavy_plus_sign\",\"fireball\",\"top\"],\n",
    "\"0.1\":[\"notbad\",\"100\",\"joy\",\"muscle\",\"white_check_mark\",\"parrot\",\"pepe\"],\n",
    "\"-0.1\":[\"slow\",\"loh\",\"imagine\"],\n",
    "   \"-0.5\":[\"fork\"]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'-0.1': ['slow', 'loh', 'imagine'],\n",
       " '-0.5': ['fork'],\n",
       " '-1': ['are_you_fucking_kidding_me', 'heavy_minus_sign', 'ban', 'facepalm'],\n",
       " '0.1': ['notbad',\n",
       "  '100',\n",
       "  'joy',\n",
       "  'muscle',\n",
       "  'white_check_mark',\n",
       "  'parrot',\n",
       "  'pepe'],\n",
       " '1': ['\\\\+1', 'fire', 'heart', 'check', 'heavy_plus_sign', 'fireball', 'top']}"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "fin['coeff']=0.00001"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.e-05])"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fin['coeff'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [],
   "source": [
    "fin.loc[fin['name'].str.contains(\"|\".join(qw['-0.1'])),\"coeff\"]=-0.1\n",
    "\n",
    "fin.loc[fin['name'].str.contains(\"|\".join(qw['-1'])),\"coeff\"]=-1\n",
    "\n",
    "fin.loc[fin['name'].str.contains(\"|\".join(qw['0.1'])),\"coeff\"]=0.1\n",
    "\n",
    "fin.loc[fin['name'].str.contains(\"|\".join(qw['1'])),\"coeff\"]=1\n",
    "\n",
    "fin.loc[fin['name'].str.contains(\"|\".join(qw['-0.5'])),\"coeff\"]=-0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['bots', 'career', '_jobs_top', 'jobs', '_general']"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ban_channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean=fin.drop(fin.loc[fin['channel'].str.contains('|'.join(ban_channels))].index,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean.groupby('user').apply(lambda x: x['coeff'].sum()).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [],
   "source": [
    "karma=fin.groupby('user').apply(lambda x: x['coeff'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [],
   "source": [
    "#user=user.set_index('id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean=clean.groupby('user').apply(lambda x: x['coeff'].sum()).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean=clean.rename('karma')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [],
   "source": [
    "uk=user.join(clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {},
   "outputs": [
    {
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       "      <td>zrahmonov</td>\n",
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       "    <tr>\n",
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       "      <td>zubkov_gb</td>\n",
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       "      <td>zujikka</td>\n",
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       "      <td>Arabia Standard Time</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>U1G23QR1S</th>\n",
       "      <td>zveroloff</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe/Moscow</td>\n",
       "      <td>Moscow Time</td>\n",
       "      <td>10800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Stepan</td>\n",
       "      <td>Bogoslovskiy</td>\n",
       "      <td>https://secure.gravatar.com/avatar/64137489f8e...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/64137489f8e...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/64137489f8e...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/64137489f8e...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/64137489f8e...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/64137489f8e...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>5.00004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U777R6KT5</th>\n",
       "      <td>zverun4eg</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe/Moscow</td>\n",
       "      <td>Moscow Time</td>\n",
       "      <td>10800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://secure.gravatar.com/avatar/1fd66d1f7c6...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/1fd66d1f7c6...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/1fd66d1f7c6...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/1fd66d1f7c6...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/1fd66d1f7c6...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/1fd66d1f7c6...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U7FJS28GY</th>\n",
       "      <td>zvezdov7</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe/Moscow</td>\n",
       "      <td>Moscow Time</td>\n",
       "      <td>10800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e6b10cd5bb5...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e6b10cd5bb5...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e6b10cd5bb5...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e6b10cd5bb5...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e6b10cd5bb5...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e6b10cd5bb5...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U1YTS58GG</th>\n",
       "      <td>zvovas</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe/Moscow</td>\n",
       "      <td>Moscow Time</td>\n",
       "      <td>10800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Evgeniy</td>\n",
       "      <td>Vovas</td>\n",
       "      <td>https://secure.gravatar.com/avatar/b7474254b3a...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/b7474254b3a...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/b7474254b3a...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/b7474254b3a...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/b7474254b3a...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/b7474254b3a...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U93S7T13R</th>\n",
       "      <td>zwimian</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe/Moscow</td>\n",
       "      <td>Moscow Time</td>\n",
       "      <td>10800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Moiseev</td>\n",
       "      <td>Alexey</td>\n",
       "      <td>https://avatars.slack-edge.com/2018-02-05/3100...</td>\n",
       "      <td>https://avatars.slack-edge.com/2018-02-05/3100...</td>\n",
       "      <td>https://avatars.slack-edge.com/2018-02-05/3100...</td>\n",
       "      <td>https://avatars.slack-edge.com/2018-02-05/3100...</td>\n",
       "      <td>https://avatars.slack-edge.com/2018-02-05/3100...</td>\n",
       "      <td>https://avatars.slack-edge.com/2018-02-05/3100...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U64J6H6MN</th>\n",
       "      <td>zxftr45</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe/Helsinki</td>\n",
       "      <td>Eastern European Time</td>\n",
       "      <td>7200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Denis</td>\n",
       "      <td>Sergienko</td>\n",
       "      <td>https://avatars.slack-edge.com/2017-07-07/2101...</td>\n",
       "      <td>https://avatars.slack-edge.com/2017-07-07/2101...</td>\n",
       "      <td>https://avatars.slack-edge.com/2017-07-07/2101...</td>\n",
       "      <td>https://avatars.slack-edge.com/2017-07-07/2101...</td>\n",
       "      <td>https://avatars.slack-edge.com/2017-07-07/2101...</td>\n",
       "      <td>https://avatars.slack-edge.com/2017-07-07/2101...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U49B3JU21</th>\n",
       "      <td>zxyzxy</td>\n",
       "      <td>0</td>\n",
       "      <td>Asia/Muscat</td>\n",
       "      <td>Gulf Standard Time</td>\n",
       "      <td>14400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Ivan</td>\n",
       "      <td>Sinitsyn</td>\n",
       "      <td>https://secure.gravatar.com/avatar/13594fd6005...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/13594fd6005...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/13594fd6005...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/13594fd6005...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/13594fd6005...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/13594fd6005...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U6ZCE2HC3</th>\n",
       "      <td>zytsar</td>\n",
       "      <td>0</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "      <td>Pacific Standard Time</td>\n",
       "      <td>-28800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Zitsar94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e7e5b74b16c...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e7e5b74b16c...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e7e5b74b16c...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e7e5b74b16c...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e7e5b74b16c...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/e7e5b74b16c...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U92RM0HQA</th>\n",
       "      <td>zzhqzz</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe/Moscow</td>\n",
       "      <td>Moscow Time</td>\n",
       "      <td>10800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://secure.gravatar.com/avatar/4a7304c2399...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/4a7304c2399...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/4a7304c2399...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/4a7304c2399...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/4a7304c2399...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/4a7304c2399...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U1F0LRNJX</th>\n",
       "      <td>zzzloyko</td>\n",
       "      <td>0</td>\n",
       "      <td>Asia/Kuwait</td>\n",
       "      <td>Arabia Standard Time</td>\n",
       "      <td>10800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Vasiliy</td>\n",
       "      <td>Pushkin</td>\n",
       "      <td>https://secure.gravatar.com/avatar/6b01febcd1f...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/6b01febcd1f...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/6b01febcd1f...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/6b01febcd1f...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/6b01febcd1f...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/6b01febcd1f...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>0.10001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U6QCW8KSQ</th>\n",
       "      <td>zzzukko</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe/Moscow</td>\n",
       "      <td>Moscow Time</td>\n",
       "      <td>10800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Roman</td>\n",
       "      <td>Grigorin</td>\n",
       "      <td>https://secure.gravatar.com/avatar/ea6a1cbe562...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/ea6a1cbe562...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/ea6a1cbe562...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/ea6a1cbe562...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/ea6a1cbe562...</td>\n",
       "      <td>https://secure.gravatar.com/avatar/ea6a1cbe562...</td>\n",
       "      <td>T040HKJE3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11159 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     name  deleted                   tz  \\\n",
       "id                                                        \n",
       "U4EMUGFNG               0        0       Asia/Jerusalem   \n",
       "U7SE7ANCW        00serd00        0     Asia/Vladivostok   \n",
       "U6YSPBJK0       012345vov        0          Asia/Kuwait   \n",
       "U8YE1BVPS          04ok11        0      Europe/Helsinki   \n",
       "U6U25UP96           0xdev        0         Europe/Minsk   \n",
       "U8Y1JEXU4       0xk175un3        0        Europe/Moscow   \n",
       "U7527KGCX      100hzjugin        0          Asia/Kuwait   \n",
       "U8Y8TM8HF            10ka        0        Europe/Moscow   \n",
       "U95NYFKQU          11812r        0         Asia/Kolkata   \n",
       "U6ZK44Z53         13torch        0        Europe/Moscow   \n",
       "U8ME1E8HY         1997_29        0  America/Los_Angeles   \n",
       "U93V5EZ9P      19chebakov        0        Europe/Moscow   \n",
       "U054CQTS7       1aguschin        0        Europe/Athens   \n",
       "U7CS0D7T8     1ce.mironov        0          Asia/Kuwait   \n",
       "U0ZFZ7PS7         1enigma        0        Europe/Athens   \n",
       "U6SMNRX09         1gnatov        0        Europe/Moscow   \n",
       "U77D3ETAR  1ingwar1sim121        0   Asia/Yekaterinburg   \n",
       "U2J2Q58GP         1pavlov        0        Europe/Moscow   \n",
       "U5MKML2C9            1x0r        0        Europe/Moscow   \n",
       "U6RQAQ3C2         20cubes        0        Europe/Moscow   \n",
       "U92TG4C4V        2231sino        0        Europe/Moscow   \n",
       "U6Z35MSNS         22mosin        0        Europe/Moscow   \n",
       "U71PH4E11     29lisalemon        0        Europe/Samara   \n",
       "U21S3V30Q       2ch2slack        0  America/Los_Angeles   \n",
       "U702YL21G          2kirya        0      Europe/Helsinki   \n",
       "U8HCCHEHL      2musuk2008        0  America/Los_Angeles   \n",
       "U8JFDNCJX        3.7.1978        0  America/Los_Angeles   \n",
       "U6XK203J8  3740ruslan3740        0        Europe/Moscow   \n",
       "U6WUREBC1         3draven        0        Europe/Moscow   \n",
       "U7JT0RKFD         3kozlov        0  America/Los_Angeles   \n",
       "...                   ...      ...                  ...   \n",
       "U8DJ4095L         zoynels        0         Asia/Karachi   \n",
       "U94EF7JGK       zrahmonov        0   Asia/Yekaterinburg   \n",
       "U722JQBRV        zsergeym        0        Europe/Moscow   \n",
       "U6R88587Q            zsim        0        Europe/Moscow   \n",
       "U8RN9K76K   zstaroselskii        0  America/Los_Angeles   \n",
       "U4MB7E745            ztep        0   Asia/Yekaterinburg   \n",
       "U8SCY7MMX      zubchevsky        0  America/Los_Angeles   \n",
       "U4CD72EFM       zubkov_gb        0         Asia/Barnaul   \n",
       "U5RS62801            zubo        0     Europe/Amsterdam   \n",
       "U8U5PLZJR     zubra.bubra        0        Europe/Moscow   \n",
       "U8SASLY7J          zuev22        0  America/Los_Angeles   \n",
       "U6Z9ARV6K          zuffar        0        Europe/Moscow   \n",
       "U4D79NUHH         zujikka        0          Asia/Kuwait   \n",
       "U6R3WCABX        zulfatmi        0        Europe/Moscow   \n",
       "U43SVH4SK       zuluglobe        0        Europe/Moscow   \n",
       "U49EYBB5G       zunion777        0        Europe/Moscow   \n",
       "U6YBAHC84             zur        0  America/Los_Angeles   \n",
       "U7Z67NCQG   zuyevvladimir        0  America/Los_Angeles   \n",
       "U4DA0H30T          zvadym        0     America/New_York   \n",
       "U1G23QR1S       zveroloff        0        Europe/Moscow   \n",
       "U777R6KT5       zverun4eg        0        Europe/Moscow   \n",
       "U7FJS28GY        zvezdov7        0        Europe/Moscow   \n",
       "U1YTS58GG          zvovas        0        Europe/Moscow   \n",
       "U93S7T13R         zwimian        0        Europe/Moscow   \n",
       "U64J6H6MN         zxftr45        0      Europe/Helsinki   \n",
       "U49B3JU21          zxyzxy        0          Asia/Muscat   \n",
       "U6ZCE2HC3          zytsar        0  America/Los_Angeles   \n",
       "U92RM0HQA          zzhqzz        0        Europe/Moscow   \n",
       "U1F0LRNJX        zzzloyko        0          Asia/Kuwait   \n",
       "U6QCW8KSQ         zzzukko        0        Europe/Moscow   \n",
       "\n",
       "                                tz_label  tz_offset  is_admin  is_owner  \\\n",
       "id                                                                        \n",
       "U4EMUGFNG           Israel Standard Time       7200         0         0   \n",
       "U7SE7ANCW               Vladivostok Time      36000         0         0   \n",
       "U6YSPBJK0           Arabia Standard Time      10800         0         0   \n",
       "U8YE1BVPS          Eastern European Time       7200         0         0   \n",
       "U6U25UP96  Further-eastern European Time      10800         0         0   \n",
       "U8Y1JEXU4                    Moscow Time      10800         0         0   \n",
       "U7527KGCX           Arabia Standard Time      10800         0         0   \n",
       "U8Y8TM8HF                    Moscow Time      10800         0         0   \n",
       "U95NYFKQU            India Standard Time      19800         0         0   \n",
       "U6ZK44Z53                    Moscow Time      10800         0         0   \n",
       "U8ME1E8HY          Pacific Standard Time     -28800         0         0   \n",
       "U93V5EZ9P                    Moscow Time      10800         0         0   \n",
       "U054CQTS7          Eastern European Time       7200         0         0   \n",
       "U7CS0D7T8           Arabia Standard Time      10800         0         0   \n",
       "U0ZFZ7PS7          Eastern European Time       7200         0         0   \n",
       "U6SMNRX09                    Moscow Time      10800         0         0   \n",
       "U77D3ETAR             Yekaterinburg Time      18000         0         0   \n",
       "U2J2Q58GP                    Moscow Time      10800         0         0   \n",
       "U5MKML2C9                    Moscow Time      10800         0         0   \n",
       "U6RQAQ3C2                    Moscow Time      10800         0         0   \n",
       "U92TG4C4V                    Moscow Time      10800         0         0   \n",
       "U6Z35MSNS                    Moscow Time      10800         0         0   \n",
       "U71PH4E11                    Samara Time      14400         0         0   \n",
       "U21S3V30Q          Pacific Standard Time     -28800         0         0   \n",
       "U702YL21G          Eastern European Time       7200         0         0   \n",
       "U8HCCHEHL          Pacific Standard Time     -28800         0         0   \n",
       "U8JFDNCJX          Pacific Standard Time     -28800         0         0   \n",
       "U6XK203J8                    Moscow Time      10800         0         0   \n",
       "U6WUREBC1                    Moscow Time      10800         0         0   \n",
       "U7JT0RKFD          Pacific Standard Time     -28800         0         0   \n",
       "...                                  ...        ...       ...       ...   \n",
       "U8DJ4095L         Pakistan Standard Time      18000         0         0   \n",
       "U94EF7JGK             Yekaterinburg Time      18000         0         0   \n",
       "U722JQBRV                    Moscow Time      10800         0         0   \n",
       "U6R88587Q                    Moscow Time      10800         0         0   \n",
       "U8RN9K76K          Pacific Standard Time     -28800         0         0   \n",
       "U4MB7E745             Yekaterinburg Time      18000         0         0   \n",
       "U8SCY7MMX          Pacific Standard Time     -28800         0         0   \n",
       "U4CD72EFM        Moscow Standard Time +4      25200         0         0   \n",
       "U5RS62801          Central European Time       3600         0         0   \n",
       "U8U5PLZJR                    Moscow Time      10800         0         0   \n",
       "U8SASLY7J          Pacific Standard Time     -28800         0         0   \n",
       "U6Z9ARV6K                    Moscow Time      10800         0         0   \n",
       "U4D79NUHH           Arabia Standard Time      10800         0         0   \n",
       "U6R3WCABX                    Moscow Time      10800         0         0   \n",
       "U43SVH4SK                    Moscow Time      10800         0         0   \n",
       "U49EYBB5G                    Moscow Time      10800         0         0   \n",
       "U6YBAHC84          Pacific Standard Time     -28800         0         0   \n",
       "U7Z67NCQG          Pacific Standard Time     -28800         0         0   \n",
       "U4DA0H30T          Eastern Standard Time     -18000         0         0   \n",
       "U1G23QR1S                    Moscow Time      10800         0         0   \n",
       "U777R6KT5                    Moscow Time      10800         0         0   \n",
       "U7FJS28GY                    Moscow Time      10800         0         0   \n",
       "U1YTS58GG                    Moscow Time      10800         0         0   \n",
       "U93S7T13R                    Moscow Time      10800         0         0   \n",
       "U64J6H6MN          Eastern European Time       7200         0         0   \n",
       "U49B3JU21             Gulf Standard Time      14400         0         0   \n",
       "U6ZCE2HC3          Pacific Standard Time     -28800         0         0   \n",
       "U92RM0HQA                    Moscow Time      10800         0         0   \n",
       "U1F0LRNJX           Arabia Standard Time      10800         0         0   \n",
       "U6QCW8KSQ                    Moscow Time      10800         0         0   \n",
       "\n",
       "           is_primary_owner  is_restricted  is_ultra_restricted   ...     \\\n",
       "id                                                                ...      \n",
       "U4EMUGFNG                 0              0                    0   ...      \n",
       "U7SE7ANCW                 0              0                    0   ...      \n",
       "U6YSPBJK0                 0              0                    0   ...      \n",
       "U8YE1BVPS                 0              0                    0   ...      \n",
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       "...                     ...            ...                  ...   ...      \n",
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       "\n",
       "             first_name      last_name  \\\n",
       "id                                       \n",
       "U4EMUGFNG             0            NaN   \n",
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       "U7JT0RKFD           NaN            NaN   \n",
       "...                 ...            ...   \n",
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       "U777R6KT5           NaN            NaN   \n",
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       "U6ZCE2HC3      Zitsar94            NaN   \n",
       "U92RM0HQA           NaN            NaN   \n",
       "U1F0LRNJX       Vasiliy        Pushkin   \n",
       "U6QCW8KSQ         Roman       Grigorin   \n",
       "\n",
       "                                                    image_24  \\\n",
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       "U64J6H6MN  https://avatars.slack-edge.com/2017-07-07/2101...  T040HKJE3   \n",
       "U49B3JU21  https://secure.gravatar.com/avatar/13594fd6005...  T040HKJE3   \n",
       "U6ZCE2HC3  https://secure.gravatar.com/avatar/e7e5b74b16c...  T040HKJE3   \n",
       "U92RM0HQA  https://secure.gravatar.com/avatar/4a7304c2399...  T040HKJE3   \n",
       "U1F0LRNJX  https://secure.gravatar.com/avatar/6b01febcd1f...  T040HKJE3   \n",
       "U6QCW8KSQ  https://secure.gravatar.com/avatar/ea6a1cbe562...  T040HKJE3   \n",
       "\n",
       "             karma  \n",
       "id                  \n",
       "U4EMUGFNG      NaN  \n",
       "U7SE7ANCW      NaN  \n",
       "U6YSPBJK0      NaN  \n",
       "U8YE1BVPS      NaN  \n",
       "U6U25UP96      NaN  \n",
       "U8Y1JEXU4      NaN  \n",
       "U7527KGCX      NaN  \n",
       "U8Y8TM8HF      NaN  \n",
       "U95NYFKQU      NaN  \n",
       "U6ZK44Z53      NaN  \n",
       "U8ME1E8HY      NaN  \n",
       "U93V5EZ9P      NaN  \n",
       "U054CQTS7  2.20010  \n",
       "U7CS0D7T8      NaN  \n",
       "U0ZFZ7PS7      NaN  \n",
       "U6SMNRX09      NaN  \n",
       "U77D3ETAR      NaN  \n",
       "U2J2Q58GP      NaN  \n",
       "U5MKML2C9      NaN  \n",
       "U6RQAQ3C2      NaN  \n",
       "U92TG4C4V      NaN  \n",
       "U6Z35MSNS      NaN  \n",
       "U71PH4E11      NaN  \n",
       "U21S3V30Q      NaN  \n",
       "U702YL21G      NaN  \n",
       "U8HCCHEHL      NaN  \n",
       "U8JFDNCJX      NaN  \n",
       "U6XK203J8      NaN  \n",
       "U6WUREBC1      NaN  \n",
       "U7JT0RKFD      NaN  \n",
       "...            ...  \n",
       "U8DJ4095L      NaN  \n",
       "U94EF7JGK      NaN  \n",
       "U722JQBRV      NaN  \n",
       "U6R88587Q      NaN  \n",
       "U8RN9K76K      NaN  \n",
       "U4MB7E745      NaN  \n",
       "U8SCY7MMX      NaN  \n",
       "U4CD72EFM      NaN  \n",
       "U5RS62801      NaN  \n",
       "U8U5PLZJR      NaN  \n",
       "U8SASLY7J      NaN  \n",
       "U6Z9ARV6K  0.00000  \n",
       "U4D79NUHH      NaN  \n",
       "U6R3WCABX      NaN  \n",
       "U43SVH4SK      NaN  \n",
       "U49EYBB5G      NaN  \n",
       "U6YBAHC84      NaN  \n",
       "U7Z67NCQG      NaN  \n",
       "U4DA0H30T      NaN  \n",
       "U1G23QR1S  5.00004  \n",
       "U777R6KT5      NaN  \n",
       "U7FJS28GY      NaN  \n",
       "U1YTS58GG      NaN  \n",
       "U93S7T13R      NaN  \n",
       "U64J6H6MN      NaN  \n",
       "U49B3JU21      NaN  \n",
       "U6ZCE2HC3      NaN  \n",
       "U92RM0HQA      NaN  \n",
       "U1F0LRNJX  0.10001  \n",
       "U6QCW8KSQ      NaN  \n",
       "\n",
       "[11159 rows x 34 columns]"
      ]
     },
     "execution_count": 313,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean.groupby('user').apply(lambda x: x['coeff'].sum()).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [],
   "source": [
    "uk.to_csv('karma.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [],
   "source": [
    "uk=uk[['name','karma']].dropna().sort_values('karma',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {},
   "outputs": [],
   "source": [
    "react_mes=messages.merge(reacts,right_on=['channel','message_ts'],left_on=['channel','ts'],how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {},
   "outputs": [],
   "source": [
    "react_mes=react_mes.drop(react_mes.loc[react_mes['channel'].str.contains('|'.join(ban_channels))].index,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['channel', 'ts', 'type', 'text', 'user', 'thread_ts', 'parent_user_id',\n",
       "       'subtype', 'reply_count', 'unread_count', 'bot_id', 'username',\n",
       "       'message_ts', 'name', 'count'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "react_mes.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [],
   "source": [
    "react_mes=react_mes[['text','count','name','channel','message_ts','user']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {},
   "outputs": [],
   "source": [
    "react_mes['coeff']=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [],
   "source": [
    "react_mes.loc[react_mes['name'].str.contains(\"|\".join(qw['-0.1'])),\"coeff\"]=-0.1\n",
    "\n",
    "react_mes.loc[react_mes['name'].str.contains(\"|\".join(qw['-1'])),\"coeff\"]=-1\n",
    "\n",
    "react_mes.loc[react_mes['name'].str.contains(\"|\".join(qw['0.1'])),\"coeff\"]=0.1\n",
    "\n",
    "react_mes.loc[react_mes['name'].str.contains(\"|\".join(qw['1'])),\"coeff\"]=1\n",
    "\n",
    "react_mes.loc[react_mes['name'].str.contains(\"|\".join(qw['-0.5'])),\"coeff\"]=-0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "metadata": {},
   "outputs": [],
   "source": [
    "karma=react_mes.groupby(['user','channel','message_ts']).apply(lambda x: x['coeff'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "metadata": {},
   "outputs": [],
   "source": [
    "highlights=karma.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 375,
   "metadata": {},
   "outputs": [],
   "source": [
    "karma=karma.rename('mes_karma')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "metadata": {},
   "outputs": [],
   "source": [
    "highlight=karma.groupby('user',group_keys=False).apply(lambda x: x.sort_values(ascending=False).head(3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['channel', 'ts', 'type', 'text', 'user', 'thread_ts', 'parent_user_id',\n",
       "       'subtype', 'reply_count', 'unread_count', 'bot_id', 'username'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 380,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "metadata": {},
   "outputs": [],
   "source": [
    "highlight=highlight.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['user', 'channel', 'message_ts', 'mes_karma'], dtype='object')"
      ]
     },
     "execution_count": 395,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highlight.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id\n",
       "U34Q3KU8H           ternaus\n",
       "U1CF22N7J        cepera_ang\n",
       "U0AD1L5NC         sim0nsays\n",
       "U07V1URT9             n01z3\n",
       "U06J1LG1M    mephistopheies\n",
       "U04ELQZAU          asobolev\n",
       "U040HKJE7           natekin\n",
       "U0DA4J82H             ololo\n",
       "U1G303UTW        arsenyinfo\n",
       "U1H5AN1BJ     artemklevtsov\n",
       "U0JHK9001           rushter\n",
       "U0H7VBQQ1       alex.ozerin\n",
       "U4ZNGNPQU                kt\n",
       "U1HHX1QS3          cityfish\n",
       "U04422XJL         mtrofimov\n",
       "U041P485A       sovcharenko\n",
       "U0P95857C            kostia\n",
       "U2N853RGF    evgeniimakarov\n",
       "U065VP6F7            libfun\n",
       "U1BAKQH2M       kiselev1189\n",
       "U049HDR2Z     egor.panfilov\n",
       "U04CH4QBD       ermakovpetr\n",
       "U4ZRFG1V0            artgor\n",
       "U3NTG7CCS               bes\n",
       "U0E4S5LU9        dselivanov\n",
       "U24FHECDD           statist\n",
       "U43FTJQ2V           zfturbo\n",
       "U0KQ5M6KX          roman-kh\n",
       "U0K47J3HR         madrugado\n",
       "U0FEJNBGQ            mabrek\n",
       "                  ...      \n",
       "U8PRW7VNF         faust.666\n",
       "U47U26BC5        nodir_azam\n",
       "U419TBDUL          pambadam\n",
       "U2QQRF2G4        jgazaryan6\n",
       "U4AA9GF26           vliseev\n",
       "U383XH7QE        serganikin\n",
       "U67819U2V            papenx\n",
       "U448J59RB             sasha\n",
       "U7KDVG6LS           iminusd\n",
       "U39J8LBTK         amoskalev\n",
       "U4W1CN40K             avfox\n",
       "U7S9PHKFG        elightelol\n",
       "U0M5S4EN6               alt\n",
       "U0PD48TRP          sergunok\n",
       "U0VQJFN81         ml_rookie\n",
       "U5QEMRZDH             anbel\n",
       "U8WRHAH7Y        codefather\n",
       "U6GDB3334      vladislavprh\n",
       "U5ZL2BT4L              cxov\n",
       "U2D5RFNE9           aelitta\n",
       "U8B3H6AF6           kraamis\n",
       "U6APMFMPE        mkrinitsky\n",
       "U5CD3D3RN    alex_chaptykov\n",
       "U8L10SY15             polak\n",
       "U5NBH8UP4           bacchus\n",
       "U4ASZ4620      fire_sparrow\n",
       "U93RXERAP      jainparas247\n",
       "U3DKMCWEB            gasdex\n",
       "U34SSE54G          madjuice\n",
       "U3LN56F7D            sander\n",
       "Name: name, Length: 1264, dtype: object"
      ]
     },
     "execution_count": 422,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uk['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "metadata": {},
   "outputs": [],
   "source": [
    "um=highlight.merge(messages[['channel','text','ts']],left_on=['channel','message_ts'],right_on=['channel','ts'])[['user','text']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Теперь у нас есть и видео потолков! Я сделяль <https://www.youtube.com/watch?v=2VMqYDNnWY8>',\n",
       " 'Судя по всему, там без магии и это старый кусок кода, бродивший по интернету <https://github.com/fchollet/keras/blob/7144aeb796d7e1bc6523bca8688dd3160d54e810/keras/utils/training_utils.py>',\n",
       " 'Уверен, что <@U43FTJQ2V> заменил себя сеткой, натренированной побеждать в соревнованиях']"
      ]
     },
     "execution_count": 424,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(um[um['user']=='U4MKDSYD9']['text'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['На тему PR через соревнования.\\n\\nВ октябре в канале <#C22BF2PC4|medicine> решали задачу <http://rsnachallenges.cloudapp.net/competitions/4> - DL, регрессия по картинкам.\\n\\nВписались в задачу за пару недель до конца, так что в топ уйти не удалось. Но:\\n\\n<@U6HFLJK7H> написал блог пост на хабр =&gt; <https://habrahabr.ru/company/ods/blog/341408/>\\n\\n<@U53E5MFNU> <@U0952QCHE> <@U6HFLJK7H> и я перебили результаты под статью, которую мы и на конференцию подадим: <https://www.biorxiv.org/content/early/2017/12/14/234120>\\n\\nЭто я все к тому, что опять призываю всех писать тексты о решениях, а то наработанные на задачах знания уносятся в могилу вместо того, чтобы стать достоянием широкой общественности, то есть приблизить нас на 1 / 100500 к полетам на марс.',\n",
       " '<https://twitter.com/odsai_en/status/896019971381358593>',\n",
       " 'оффтопик: Mail Ru Group отписались, что непричитающиеся мне 12 тысяч фунтов призовых за британские машинки таки перевели на развитие фундаментальной науки в России. Будем надеяться, что распилят не все и хоть что-то дойдет до самих двигателей науки. \\n\\nНа этом будем считать эту забавную историю законченной, и я даже соберусь с силами и вычитаю давно написанный блог пост на хабр с байками по мотивам.']"
      ]
     },
     "execution_count": 423,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(um[um['user']=='U34Q3KU8H']['text'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['<http://students.brown.edu/seeing-theory/>\\n\\nВизуализация разных понятий из теории вероятности. Почти все интерактивные',\n",
       " 'Мы постараемся организовать трансляцию, для того что бы те учатски кто живет не в москве, или не смогли выбраться в живую, тоже смогли поучавстовать.',\n",
       " 'И меня добавьте, я смерджу то что <@U04BFDYPV> Написал и <@U1HF2RRFE> , прикручу к боту на примере кода <@U0FNDT5NU> и можно будет задавать вопросы и получать советы куда постить\\n<https://github.com/gangiman/>']"
      ]
     },
     "execution_count": 425,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(um[um['user']=='U04URBM8V']['text'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "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>text</th>\n",
       "      <th>count</th>\n",
       "      <th>name</th>\n",
       "      <th>channel</th>\n",
       "      <th>message_ts</th>\n",
       "      <th>user</th>\n",
       "      <th>coeff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [text, count, name, channel, message_ts, user, coeff]\n",
       "Index: []"
      ]
     },
     "execution_count": 415,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "react_mes[reac]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "messages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 413,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [U6Y5MH7JQ] is not in the [index]'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/suggest_to_prod/updater/myvenv/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_has_valid_type\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1505\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1506\u001b[0;31m                     \u001b[0merror\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1507\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/suggest_to_prod/updater/myvenv/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36merror\u001b[0;34m()\u001b[0m\n\u001b[1;32m   1500\u001b[0m                                .format(key=key,\n\u001b[0;32m-> 1501\u001b[0;31m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[1;32m   1502\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'the label [U6Y5MH7JQ] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-413-32ad1c46cdae>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mkarma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'U6Y5MH7JQ'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/suggest_to_prod/updater/myvenv/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1371\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1372\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1373\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1374\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1375\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/suggest_to_prod/updater/myvenv/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1624\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1625\u001b[0m         \u001b[0;31m# fall thru to straight lookup\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1626\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_has_valid_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1627\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1628\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/suggest_to_prod/updater/myvenv/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_has_valid_type\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1512\u001b[0m                 \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1513\u001b[0m             \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1514\u001b[0;31m                 \u001b[0merror\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1515\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1516\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/suggest_to_prod/updater/myvenv/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36merror\u001b[0;34m()\u001b[0m\n\u001b[1;32m   1499\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[1;32m   1500\u001b[0m                                .format(key=key,\n\u001b[0;32m-> 1501\u001b[0;31m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[1;32m   1502\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1503\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'the label [U6Y5MH7JQ] is not in the [index]'"
     ]
    }
   ],
   "source": [
    "karma.loc['U6Y5MH7JQ']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "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",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>U040HKJE7</td>\n",
       "      <td>&lt;!channel&gt; просыпаемся от праздников! \\n:white...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>U040HKJE7</td>\n",
       "      <td>&lt;!channel&gt; вы знаете что делать :muscle: \\n\\n:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U040HKJE7</td>\n",
       "      <td>Впрочем чего мелочиться, посмотрим насколько м...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>U040M0W0S</td>\n",
       "      <td>Паша крутой \\n&lt;https://habrahabr.ru/company/ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>U040M0W0S</td>\n",
       "      <td>ну вы видели-видели\\n&lt;https://opendatascience....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>U040M0W0S</td>\n",
       "      <td>а есть люди здесь, которым курсы нравятся? пос...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>U041LH06L</td>\n",
       "      <td>Охтыж: &lt;http://www.tableau.com/about/blog/2016...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>U041LH06L</td>\n",
       "      <td>А как нужно?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>U041LH06L</td>\n",
       "      <td>А почему-бы создателям data.table не запилить ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>U041P485A</td>\n",
       "      <td>Петь, как ты и заказывал в 16.01 опубликовано:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>U041P485A</td>\n",
       "      <td>если любишь - отпусти</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>U041P485A</td>\n",
       "      <td>12. идем в &lt;#C040HKJF1|_random_flood&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>U041SDH03</td>\n",
       "      <td>интересно там одна модель или ансамбль - у ког...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>U041SH27M</td>\n",
       "      <td>Котаны и котанессы, тут планируется большой вы...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>U041SH27M</td>\n",
       "      <td>пора запилить статью, как дошел до такой жизни...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>U041SH27M</td>\n",
       "      <td>&lt;@U04ELQZAU&gt; что ж ты сразу то не сказал!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>U041X196C</td>\n",
       "      <td>Коллеги, ктонибудь работал с пакетом для струк...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>U042UQC96</td>\n",
       "      <td>в RandomizedSearch разве не poisson disk sampl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>U042UQC96</td>\n",
       "      <td>Feature pyramid network на ms coco практически...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>U042UQC96</td>\n",
       "      <td>&lt;https://gym.openai.com/evaluations/eval_6TBgJ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>U043814R6</td>\n",
       "      <td>В Вилларибо сделали pip install и хреначат в п...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>U043814R6</td>\n",
       "      <td>Сделяль PSPNet на :pytorch: с некоторой вариац...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>U043814R6</td>\n",
       "      <td>Огромное спасибо &lt;@U0748JETV&gt; и &lt;@U0873FY94&gt; з...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>U043J44Q5</td>\n",
       "      <td>&lt;http://compsciclub.ru/courses/datavisualizati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>U043ZLY35</td>\n",
       "      <td>я не причастна)) Но знаю кто здесь замешан :wi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>U043ZLY35</td>\n",
       "      <td>Social Informatics 2018, 25–28 сентября, Санкт...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>U043ZLY35</td>\n",
       "      <td>THE 11TH LEARNING AND INTELLIGENT OPTIMIZATION...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>U044084RH</td>\n",
       "      <td>Господа, мемы в эфире!\\n&lt;https://habrahabr.ru/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>U044084RH</td>\n",
       "      <td>Временные ряды запустились :rocket: \\n&lt;https:/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>U044084RH</td>\n",
       "      <td>&lt;@U040HKJE7&gt; А они все в репозитории валяются,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2565</th>\n",
       "      <td>U93SJF0Q5</td>\n",
       "      <td>Hi Guys.....My name is Vasu..I am also bitten ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2566</th>\n",
       "      <td>U93SSQEG4</td>\n",
       "      <td>Hi, guys. Could you explain, how was counted 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2567</th>\n",
       "      <td>U93TP3ETS</td>\n",
       "      <td>Hello!!!.. Ready to learn!!!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2568</th>\n",
       "      <td>U93UJGWQG</td>\n",
       "      <td>hello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2569</th>\n",
       "      <td>U94GWEH60</td>\n",
       "      <td>&lt;@U1UNFRQ1K&gt; \\nI had a humble request, I under...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2570</th>\n",
       "      <td>U94GWEH60</td>\n",
       "      <td>Hello World! I’m a Deep Learning and Computer ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2571</th>\n",
       "      <td>U94HF2L9Z</td>\n",
       "      <td>Hello all, I have recently started my career i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2572</th>\n",
       "      <td>U94HJLKCN</td>\n",
       "      <td>It says you don't have to use the *.data file,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2573</th>\n",
       "      <td>U94HJLKCN</td>\n",
       "      <td>Article mentions: \"...with International Plan,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2574</th>\n",
       "      <td>U94HK2PEJ</td>\n",
       "      <td>Hello everyone! Piyush here. I am junior year ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2575</th>\n",
       "      <td>U94HK2PEJ</td>\n",
       "      <td>Hello everyone! really looking forward to this...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2576</th>\n",
       "      <td>U94JU43NJ</td>\n",
       "      <td>wow!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2577</th>\n",
       "      <td>U94KGGVAA</td>\n",
       "      <td>hello everyone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2578</th>\n",
       "      <td>U94KW11V4</td>\n",
       "      <td>hi I'm Sendoh. 4 yrs ago I worked with sql ser...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2579</th>\n",
       "      <td>U94L83VJA</td>\n",
       "      <td>Hi all. Excited to join this  course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2580</th>\n",
       "      <td>U94LERPRQ</td>\n",
       "      <td>Hi guys!!!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2581</th>\n",
       "      <td>U94MC27N1</td>\n",
       "      <td>Done with Assignment #1 ! waiting for interest...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2582</th>\n",
       "      <td>U94MUTG15</td>\n",
       "      <td>why the hell would you want to give the solution</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2583</th>\n",
       "      <td>U94NFFVHT</td>\n",
       "      <td>hi people! :slightly_smiling_face:</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2584</th>\n",
       "      <td>U94Q93RC5</td>\n",
       "      <td>Thanks for the invite! I hope to learn many ne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2585</th>\n",
       "      <td>U94SN2FV5</td>\n",
       "      <td>Hello All , Sajal here . Pretty bumped about t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2586</th>\n",
       "      <td>U95CA2VK8</td>\n",
       "      <td>Thanks for allowing me to join</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2587</th>\n",
       "      <td>U95CWDLCE</td>\n",
       "      <td>I am spanish DS. Nice to meet all of yours :pi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2588</th>\n",
       "      <td>U96AVEVAA</td>\n",
       "      <td>hello everyone!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2589</th>\n",
       "      <td>U96AVEVAA</td>\n",
       "      <td>Hi Divyang!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2590</th>\n",
       "      <td>U96H5QQ7R</td>\n",
       "      <td>Hello all Divyang here.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2591</th>\n",
       "      <td>U96Q6MTC7</td>\n",
       "      <td>i see, thank you so much!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2592</th>\n",
       "      <td>USLACKBOT</td>\n",
       "      <td>This message was deleted.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2593</th>\n",
       "      <td>USLACKBOT</td>\n",
       "      <td>Reminder: ну как там дела у notabene.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2594</th>\n",
       "      <td>USLACKBOT</td>\n",
       "      <td>псс, а тут есть любители :python:? Я тут небол...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2595 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           user                                               text\n",
       "0     U040HKJE7  <!channel> просыпаемся от праздников! \\n:white...\n",
       "1     U040HKJE7  <!channel> вы знаете что делать :muscle: \\n\\n:...\n",
       "2     U040HKJE7  Впрочем чего мелочиться, посмотрим насколько м...\n",
       "3     U040M0W0S  Паша крутой \\n<https://habrahabr.ru/company/ma...\n",
       "4     U040M0W0S  ну вы видели-видели\\n<https://opendatascience....\n",
       "5     U040M0W0S  а есть люди здесь, которым курсы нравятся? пос...\n",
       "6     U041LH06L  Охтыж: <http://www.tableau.com/about/blog/2016...\n",
       "7     U041LH06L                                       А как нужно?\n",
       "8     U041LH06L  А почему-бы создателям data.table не запилить ...\n",
       "9     U041P485A  Петь, как ты и заказывал в 16.01 опубликовано:...\n",
       "10    U041P485A                              если любишь - отпусти\n",
       "11    U041P485A              12. идем в <#C040HKJF1|_random_flood>\n",
       "12    U041SDH03  интересно там одна модель или ансамбль - у ког...\n",
       "13    U041SH27M  Котаны и котанессы, тут планируется большой вы...\n",
       "14    U041SH27M  пора запилить статью, как дошел до такой жизни...\n",
       "15    U041SH27M          <@U04ELQZAU> что ж ты сразу то не сказал!\n",
       "16    U041X196C  Коллеги, ктонибудь работал с пакетом для струк...\n",
       "17    U042UQC96  в RandomizedSearch разве не poisson disk sampl...\n",
       "18    U042UQC96  Feature pyramid network на ms coco практически...\n",
       "19    U042UQC96  <https://gym.openai.com/evaluations/eval_6TBgJ...\n",
       "20    U043814R6  В Вилларибо сделали pip install и хреначат в п...\n",
       "21    U043814R6  Сделяль PSPNet на :pytorch: с некоторой вариац...\n",
       "22    U043814R6  Огромное спасибо <@U0748JETV> и <@U0873FY94> з...\n",
       "23    U043J44Q5  <http://compsciclub.ru/courses/datavisualizati...\n",
       "24    U043ZLY35  я не причастна)) Но знаю кто здесь замешан :wi...\n",
       "25    U043ZLY35  Social Informatics 2018, 25–28 сентября, Санкт...\n",
       "26    U043ZLY35  THE 11TH LEARNING AND INTELLIGENT OPTIMIZATION...\n",
       "27    U044084RH  Господа, мемы в эфире!\\n<https://habrahabr.ru/...\n",
       "28    U044084RH  Временные ряды запустились :rocket: \\n<https:/...\n",
       "29    U044084RH  <@U040HKJE7> А они все в репозитории валяются,...\n",
       "...         ...                                                ...\n",
       "2565  U93SJF0Q5  Hi Guys.....My name is Vasu..I am also bitten ...\n",
       "2566  U93SSQEG4  Hi, guys. Could you explain, how was counted 8...\n",
       "2567  U93TP3ETS                       Hello!!!.. Ready to learn!!!\n",
       "2568  U93UJGWQG                                              hello\n",
       "2569  U94GWEH60  <@U1UNFRQ1K> \\nI had a humble request, I under...\n",
       "2570  U94GWEH60  Hello World! I’m a Deep Learning and Computer ...\n",
       "2571  U94HF2L9Z  Hello all, I have recently started my career i...\n",
       "2572  U94HJLKCN  It says you don't have to use the *.data file,...\n",
       "2573  U94HJLKCN  Article mentions: \"...with International Plan,...\n",
       "2574  U94HK2PEJ  Hello everyone! Piyush here. I am junior year ...\n",
       "2575  U94HK2PEJ  Hello everyone! really looking forward to this...\n",
       "2576  U94JU43NJ                                               wow!\n",
       "2577  U94KGGVAA                                     hello everyone\n",
       "2578  U94KW11V4  hi I'm Sendoh. 4 yrs ago I worked with sql ser...\n",
       "2579  U94L83VJA               Hi all. Excited to join this  course\n",
       "2580  U94LERPRQ                                         Hi guys!!!\n",
       "2581  U94MC27N1  Done with Assignment #1 ! waiting for interest...\n",
       "2582  U94MUTG15   why the hell would you want to give the solution\n",
       "2583  U94NFFVHT                 hi people! :slightly_smiling_face:\n",
       "2584  U94Q93RC5  Thanks for the invite! I hope to learn many ne...\n",
       "2585  U94SN2FV5  Hello All , Sajal here . Pretty bumped about t...\n",
       "2586  U95CA2VK8                     Thanks for allowing me to join\n",
       "2587  U95CWDLCE  I am spanish DS. Nice to meet all of yours :pi...\n",
       "2588  U96AVEVAA                                    hello everyone!\n",
       "2589  U96AVEVAA                                        Hi Divyang!\n",
       "2590  U96H5QQ7R                            Hello all Divyang here.\n",
       "2591  U96Q6MTC7                          i see, thank you so much!\n",
       "2592  USLACKBOT                          This message was deleted.\n",
       "2593  USLACKBOT              Reminder: ну как там дела у notabene.\n",
       "2594  USLACKBOT  псс, а тут есть любители :python:? Я тут небол...\n",
       "\n",
       "[2595 rows x 2 columns]"
      ]
     },
     "execution_count": 416,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "um"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 409,
   "metadata": {},
   "outputs": [
    {
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       "      <td>U040HKJE7</td>\n",
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       "      <td>U040M0W0S</td>\n",
       "      <td>Паша крутой \\n&lt;https://habrahabr.ru/company/ma...</td>\n",
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       "      <th>4</th>\n",
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       "      <td>ну вы видели-видели\\n&lt;https://opendatascience....</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>U042UQC96</td>\n",
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       "      <th>18</th>\n",
       "      <td>U042UQC96</td>\n",
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       "      <th>19</th>\n",
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       "      <th>20</th>\n",
       "      <td>U043814R6</td>\n",
       "      <td>В Вилларибо сделали pip install и хреначат в п...</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>U043814R6</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>U043814R6</td>\n",
       "      <td>Огромное спасибо &lt;@U0748JETV&gt; и &lt;@U0873FY94&gt; з...</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>U043J44Q5</td>\n",
       "      <td>&lt;http://compsciclub.ru/courses/datavisualizati...</td>\n",
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       "      <th>24</th>\n",
       "      <td>U043ZLY35</td>\n",
       "      <td>я не причастна)) Но знаю кто здесь замешан :wi...</td>\n",
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       "      <th>26</th>\n",
       "      <td>U043ZLY35</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>U044084RH</td>\n",
       "      <td>Господа, мемы в эфире!\\n&lt;https://habrahabr.ru/...</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>U044084RH</td>\n",
       "      <td>Временные ряды запустились :rocket: \\n&lt;https:/...</td>\n",
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       "      <td>U044084RH</td>\n",
       "      <td>&lt;@U040HKJE7&gt; А они все в репозитории валяются,...</td>\n",
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       "      <th>2565</th>\n",
       "      <td>U93SJF0Q5</td>\n",
       "      <td>Hi Guys.....My name is Vasu..I am also bitten ...</td>\n",
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       "    <tr>\n",
       "      <th>2566</th>\n",
       "      <td>U93SSQEG4</td>\n",
       "      <td>Hi, guys. Could you explain, how was counted 8...</td>\n",
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       "    <tr>\n",
       "      <th>2567</th>\n",
       "      <td>U93TP3ETS</td>\n",
       "      <td>Hello!!!.. Ready to learn!!!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2568</th>\n",
       "      <td>U93UJGWQG</td>\n",
       "      <td>hello</td>\n",
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       "    <tr>\n",
       "      <th>2569</th>\n",
       "      <td>U94GWEH60</td>\n",
       "      <td>&lt;@U1UNFRQ1K&gt; \\nI had a humble request, I under...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2570</th>\n",
       "      <td>U94GWEH60</td>\n",
       "      <td>Hello World! I’m a Deep Learning and Computer ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2571</th>\n",
       "      <td>U94HF2L9Z</td>\n",
       "      <td>Hello all, I have recently started my career i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2572</th>\n",
       "      <td>U94HJLKCN</td>\n",
       "      <td>It says you don't have to use the *.data file,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2573</th>\n",
       "      <td>U94HJLKCN</td>\n",
       "      <td>Article mentions: \"...with International Plan,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2574</th>\n",
       "      <td>U94HK2PEJ</td>\n",
       "      <td>Hello everyone! Piyush here. I am junior year ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2575</th>\n",
       "      <td>U94HK2PEJ</td>\n",
       "      <td>Hello everyone! really looking forward to this...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2576</th>\n",
       "      <td>U94JU43NJ</td>\n",
       "      <td>wow!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2577</th>\n",
       "      <td>U94KGGVAA</td>\n",
       "      <td>hello everyone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2578</th>\n",
       "      <td>U94KW11V4</td>\n",
       "      <td>hi I'm Sendoh. 4 yrs ago I worked with sql ser...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2579</th>\n",
       "      <td>U94L83VJA</td>\n",
       "      <td>Hi all. Excited to join this  course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2580</th>\n",
       "      <td>U94LERPRQ</td>\n",
       "      <td>Hi guys!!!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2581</th>\n",
       "      <td>U94MC27N1</td>\n",
       "      <td>Done with Assignment #1 ! waiting for interest...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2582</th>\n",
       "      <td>U94MUTG15</td>\n",
       "      <td>why the hell would you want to give the solution</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2583</th>\n",
       "      <td>U94NFFVHT</td>\n",
       "      <td>hi people! :slightly_smiling_face:</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2584</th>\n",
       "      <td>U94Q93RC5</td>\n",
       "      <td>Thanks for the invite! I hope to learn many ne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2585</th>\n",
       "      <td>U94SN2FV5</td>\n",
       "      <td>Hello All , Sajal here . Pretty bumped about t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2586</th>\n",
       "      <td>U95CA2VK8</td>\n",
       "      <td>Thanks for allowing me to join</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2587</th>\n",
       "      <td>U95CWDLCE</td>\n",
       "      <td>I am spanish DS. Nice to meet all of yours :pi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2588</th>\n",
       "      <td>U96AVEVAA</td>\n",
       "      <td>hello everyone!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2589</th>\n",
       "      <td>U96AVEVAA</td>\n",
       "      <td>Hi Divyang!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2590</th>\n",
       "      <td>U96H5QQ7R</td>\n",
       "      <td>Hello all Divyang here.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2591</th>\n",
       "      <td>U96Q6MTC7</td>\n",
       "      <td>i see, thank you so much!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2592</th>\n",
       "      <td>USLACKBOT</td>\n",
       "      <td>This message was deleted.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2593</th>\n",
       "      <td>USLACKBOT</td>\n",
       "      <td>Reminder: ну как там дела у notabene.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2594</th>\n",
       "      <td>USLACKBOT</td>\n",
       "      <td>псс, а тут есть любители :python:? Я тут небол...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2595 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           user                                               text\n",
       "0     U040HKJE7  <!channel> просыпаемся от праздников! \\n:white...\n",
       "1     U040HKJE7  <!channel> вы знаете что делать :muscle: \\n\\n:...\n",
       "2     U040HKJE7  Впрочем чего мелочиться, посмотрим насколько м...\n",
       "3     U040M0W0S  Паша крутой \\n<https://habrahabr.ru/company/ma...\n",
       "4     U040M0W0S  ну вы видели-видели\\n<https://opendatascience....\n",
       "5     U040M0W0S  а есть люди здесь, которым курсы нравятся? пос...\n",
       "6     U041LH06L  Охтыж: <http://www.tableau.com/about/blog/2016...\n",
       "7     U041LH06L                                       А как нужно?\n",
       "8     U041LH06L  А почему-бы создателям data.table не запилить ...\n",
       "9     U041P485A  Петь, как ты и заказывал в 16.01 опубликовано:...\n",
       "10    U041P485A                              если любишь - отпусти\n",
       "11    U041P485A              12. идем в <#C040HKJF1|_random_flood>\n",
       "12    U041SDH03  интересно там одна модель или ансамбль - у ког...\n",
       "13    U041SH27M  Котаны и котанессы, тут планируется большой вы...\n",
       "14    U041SH27M  пора запилить статью, как дошел до такой жизни...\n",
       "15    U041SH27M          <@U04ELQZAU> что ж ты сразу то не сказал!\n",
       "16    U041X196C  Коллеги, ктонибудь работал с пакетом для струк...\n",
       "17    U042UQC96  в RandomizedSearch разве не poisson disk sampl...\n",
       "18    U042UQC96  Feature pyramid network на ms coco практически...\n",
       "19    U042UQC96  <https://gym.openai.com/evaluations/eval_6TBgJ...\n",
       "20    U043814R6  В Вилларибо сделали pip install и хреначат в п...\n",
       "21    U043814R6  Сделяль PSPNet на :pytorch: с некоторой вариац...\n",
       "22    U043814R6  Огромное спасибо <@U0748JETV> и <@U0873FY94> з...\n",
       "23    U043J44Q5  <http://compsciclub.ru/courses/datavisualizati...\n",
       "24    U043ZLY35  я не причастна)) Но знаю кто здесь замешан :wi...\n",
       "25    U043ZLY35  Social Informatics 2018, 25–28 сентября, Санкт...\n",
       "26    U043ZLY35  THE 11TH LEARNING AND INTELLIGENT OPTIMIZATION...\n",
       "27    U044084RH  Господа, мемы в эфире!\\n<https://habrahabr.ru/...\n",
       "28    U044084RH  Временные ряды запустились :rocket: \\n<https:/...\n",
       "29    U044084RH  <@U040HKJE7> А они все в репозитории валяются,...\n",
       "...         ...                                                ...\n",
       "2565  U93SJF0Q5  Hi Guys.....My name is Vasu..I am also bitten ...\n",
       "2566  U93SSQEG4  Hi, guys. Could you explain, how was counted 8...\n",
       "2567  U93TP3ETS                       Hello!!!.. Ready to learn!!!\n",
       "2568  U93UJGWQG                                              hello\n",
       "2569  U94GWEH60  <@U1UNFRQ1K> \\nI had a humble request, I under...\n",
       "2570  U94GWEH60  Hello World! I’m a Deep Learning and Computer ...\n",
       "2571  U94HF2L9Z  Hello all, I have recently started my career i...\n",
       "2572  U94HJLKCN  It says you don't have to use the *.data file,...\n",
       "2573  U94HJLKCN  Article mentions: \"...with International Plan,...\n",
       "2574  U94HK2PEJ  Hello everyone! Piyush here. I am junior year ...\n",
       "2575  U94HK2PEJ  Hello everyone! really looking forward to this...\n",
       "2576  U94JU43NJ                                               wow!\n",
       "2577  U94KGGVAA                                     hello everyone\n",
       "2578  U94KW11V4  hi I'm Sendoh. 4 yrs ago I worked with sql ser...\n",
       "2579  U94L83VJA               Hi all. Excited to join this  course\n",
       "2580  U94LERPRQ                                         Hi guys!!!\n",
       "2581  U94MC27N1  Done with Assignment #1 ! waiting for interest...\n",
       "2582  U94MUTG15   why the hell would you want to give the solution\n",
       "2583  U94NFFVHT                 hi people! :slightly_smiling_face:\n",
       "2584  U94Q93RC5  Thanks for the invite! I hope to learn many ne...\n",
       "2585  U94SN2FV5  Hello All , Sajal here . Pretty bumped about t...\n",
       "2586  U95CA2VK8                     Thanks for allowing me to join\n",
       "2587  U95CWDLCE  I am spanish DS. Nice to meet all of yours :pi...\n",
       "2588  U96AVEVAA                                    hello everyone!\n",
       "2589  U96AVEVAA                                        Hi Divyang!\n",
       "2590  U96H5QQ7R                            Hello all Divyang here.\n",
       "2591  U96Q6MTC7                          i see, thank you so much!\n",
       "2592  USLACKBOT                          This message was deleted.\n",
       "2593  USLACKBOT              Reminder: ну как там дела у notabene.\n",
       "2594  USLACKBOT  псс, а тут есть любители :python:? Я тут небол...\n",
       "\n",
       "[2595 rows x 2 columns]"
      ]
     },
     "execution_count": 409,
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   "execution_count": null,
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   "cell_type": "code",
   "execution_count": null,
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