LDA_group_topics_pos_neg.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/hrachkhachatryan/anaconda3/lib/python3.6/site-packages/nltk/twitter/__init__.py:20: UserWarning: The twython library has not been installed. Some functionality from the twitter package will not be available.\n",
      "  warnings.warn(\"The twython library has not been installed. \"\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "import glob\n",
    "import nltk\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('pos_neg.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8371056"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'pos'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-69a5bb165568>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpos\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mneg\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   3612\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3613\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3614\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3615\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3616\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'pos'"
     ]
    }
   ],
   "source": [
    "df[df.pos > df.neg].size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/hrachkhachatryan/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: FutureWarning: set_value is deprecated and will be removed in a future release. Please use .at[] or .iat[] accessors instead\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "for index, row in df.iterrows():\n",
    "    df.set_value(index, 'timestamp', pd.Timestamp(row['timestamp'], unit='s').date())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
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       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
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       "      <td>AICoin_Official</td>\n",
       "      <td>As you can see, price started a correction imm...</td>\n",
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       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>2</td>\n",
       "      <td>nokati</td>\n",
       "      <td>And&amp;nbsp; who is this Kuang Ren with such a wi...</td>\n",
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       "      <td>0.112</td>\n",
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       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>3</td>\n",
       "      <td>fabiorem</td>\n",
       "      <td>Yes, theres a lot of resistance at this level,...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.110</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.890</td>\n",
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       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>4</td>\n",
       "      <td>heringasem</td>\n",
       "      <td>With the current price fluctuations the price ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.127</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.815</td>\n",
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       "      <td>1514384271</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>5</td>\n",
       "      <td>CuDoCuDau</td>\n",
       "      <td>You should buy bitcoin</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
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       "      <td>1514390315</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>6</td>\n",
       "      <td>BrewMaster</td>\n",
       "      <td>there are currently a couple of things going o...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.169</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.831</td>\n",
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       "      <td>1514393063</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>7</td>\n",
       "      <td>CuDoCuDau</td>\n",
       "      <td>I think btc will increase $30000 in next year</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.247</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.753</td>\n",
       "      <td>0.3182</td>\n",
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       "      <td>1514395791</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>8</td>\n",
       "      <td>Yaunfitda</td>\n",
       "      <td>In my view, $16K is another barrier that ...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.128</td>\n",
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       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>9</td>\n",
       "      <td>mrcash02</td>\n",
       "      <td>Bitcoin has already hit $19.000 previously. No...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.123</td>\n",
       "      <td>0.029</td>\n",
       "      <td>0.848</td>\n",
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       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>10</td>\n",
       "      <td>Gaaara</td>\n",
       "      <td>Nope I guess that can only happen after t...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.889</td>\n",
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       "      <td>1514406032</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>11</td>\n",
       "      <td>player514</td>\n",
       "      <td>I think it's interesting how the drop/cor...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.126</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.842</td>\n",
       "      <td>0.7734</td>\n",
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       "      <td>1514406610</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>12</td>\n",
       "      <td>Eternu</td>\n",
       "      <td>Like always, for steady price time has to pass...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.178</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.822</td>\n",
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       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>13</td>\n",
       "      <td>joinfree</td>\n",
       "      <td>It seems that the floor is going to be in...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.089</td>\n",
       "      <td>0.093</td>\n",
       "      <td>0.819</td>\n",
       "      <td>-0.0799</td>\n",
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       "      <td>13</td>\n",
       "      <td>1514410766</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>14</td>\n",
       "      <td>sopromat</td>\n",
       "      <td>I think that this is going to be the new all t...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.039</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.882</td>\n",
       "      <td>-0.2087</td>\n",
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       "      <td>14</td>\n",
       "      <td>1514415494</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>15</td>\n",
       "      <td>BlackPanda</td>\n",
       "      <td>Some time ago there has been a decline in bitc...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.233</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.767</td>\n",
       "      <td>0.9849</td>\n",
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       "      <td>1514421884</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>16</td>\n",
       "      <td>dothebeats</td>\n",
       "      <td>A huge one at that tbh, knowing that we've rea...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.038</td>\n",
       "      <td>0.882</td>\n",
       "      <td>0.4215</td>\n",
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       "      <td>1514430495</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>17</td>\n",
       "      <td>michellee</td>\n",
       "      <td>I am not sure that bitcoin could reach $16,5K ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.136</td>\n",
       "      <td>0.043</td>\n",
       "      <td>0.821</td>\n",
       "      <td>0.8770</td>\n",
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       "      <td>1514431092</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>18</td>\n",
       "      <td>mrcash02</td>\n",
       "      <td>Well, I have already seen BTC rising more...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.047</td>\n",
       "      <td>0.854</td>\n",
       "      <td>0.5859</td>\n",
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       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>19</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>He is one of the famous analyst in Chinese cry...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.137</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.863</td>\n",
       "      <td>0.6901</td>\n",
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       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>20</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>What may have built these resistance levels? A...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
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       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>21</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>Yes, really annoying, 1 hour before, 16.8K, ni...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.403</td>\n",
       "      <td>0.199</td>\n",
       "      <td>0.398</td>\n",
       "      <td>0.8024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>1514444721</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>22</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>Though not so much, I do own BTC, thank you fo...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.6705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>1514444976</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>23</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>I think retail traders may have no such power ...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.099</td>\n",
       "      <td>0.901</td>\n",
       "      <td>-0.2960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>1514445045</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>24</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>You mean it will increase by $30000 or to $300...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.419</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.581</td>\n",
       "      <td>0.8689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>1514445132</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>25</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>Well, you must buy BTCs below 10K, right? No b...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.210</td>\n",
       "      <td>0.091</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.4404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>1514445325</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>26</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>Will you sell part of your BTC chips to lock y...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.132</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.868</td>\n",
       "      <td>0.4404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>1514445881</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>27</td>\n",
       "      <td>WindForce</td>\n",
       "      <td>Well i would first see how do we get to 19-20K...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.149</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.851</td>\n",
       "      <td>0.2732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>1514449243</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>28</td>\n",
       "      <td>AICoin_Official</td>\n",
       "      <td>Well, seems like people in this forum are basi...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.280</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.720</td>\n",
       "      <td>0.8720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>1514572926</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>29</td>\n",
       "      <td>mrcash02</td>\n",
       "      <td>I would sell part of it if Bitcoin reache...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.978</td>\n",
       "      <td>0.0258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>1514575234</td>\n",
       "      <td>57</td>\n",
       "      <td>2653937</td>\n",
       "      <td>16.5K will be the major resistance for BTC ?</td>\n",
       "      <td>30</td>\n",
       "      <td>Aamir1</td>\n",
       "      <td>Not $16.5, but it seems to be $15k for me. Bit...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.038</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.962</td>\n",
       "      <td>0.2592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41298</th>\n",
       "      <td>41298</td>\n",
       "      <td>1412570192</td>\n",
       "      <td>57</td>\n",
       "      <td>812673</td>\n",
       "      <td>..</td>\n",
       "      <td>2</td>\n",
       "      <td>waterpile</td>\n",
       "      <td>I enjoy reading their speculations :)</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.674</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.326</td>\n",
       "      <td>0.7351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41299</th>\n",
       "      <td>41299</td>\n",
       "      <td>1412571256</td>\n",
       "      <td>57</td>\n",
       "      <td>812673</td>\n",
       "      <td>..</td>\n",
       "      <td>3</td>\n",
       "      <td>Rat_Poison</td>\n",
       "      <td>Didn't you hear, bitcoin will raise the w...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.216</td>\n",
       "      <td>0.095</td>\n",
       "      <td>0.689</td>\n",
       "      <td>0.6408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41300</th>\n",
       "      <td>41300</td>\n",
       "      <td>1412453408</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>deadsea33</td>\n",
       "      <td>.</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41301</th>\n",
       "      <td>41301</td>\n",
       "      <td>1412453745</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>2</td>\n",
       "      <td>Beliathon</td>\n",
       "      <td>$300</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41302</th>\n",
       "      <td>41302</td>\n",
       "      <td>1412454228</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>3</td>\n",
       "      <td>genco</td>\n",
       "      <td>I think lower. Think about it: if price was $2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.099</td>\n",
       "      <td>0.901</td>\n",
       "      <td>-0.5267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41303</th>\n",
       "      <td>41303</td>\n",
       "      <td>1412454542</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>4</td>\n",
       "      <td>okae</td>\n",
       "      <td>My guess between 75$-180$ &lt;i&gt;( optimist mode o...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.298</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.702</td>\n",
       "      <td>0.5267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41304</th>\n",
       "      <td>41304</td>\n",
       "      <td>1412454553</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>5</td>\n",
       "      <td>Elwar</td>\n",
       "      <td>$312</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41305</th>\n",
       "      <td>41305</td>\n",
       "      <td>1412454702</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>6</td>\n",
       "      <td>Wilhelm</td>\n",
       "      <td>Thats when he stops selling :P</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.359</td>\n",
       "      <td>0.183</td>\n",
       "      <td>0.458</td>\n",
       "      <td>0.3680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41306</th>\n",
       "      <td>41306</td>\n",
       "      <td>1412454793</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>7</td>\n",
       "      <td>zeroday</td>\n",
       "      <td>He is... The Manipulator!</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41307</th>\n",
       "      <td>41307</td>\n",
       "      <td>1412455847</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>8</td>\n",
       "      <td>Amph</td>\n",
       "      <td>i want to throw it here          between 200 a...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.140</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.0772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41308</th>\n",
       "      <td>41308</td>\n",
       "      <td>1412457176</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>d5000</td>\n",
       "      <td>2000 ...               ...CNY.</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41309</th>\n",
       "      <td>41309</td>\n",
       "      <td>1412457358</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>10</td>\n",
       "      <td>Odalv</td>\n",
       "      <td>bottom is above $290 ..</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41310</th>\n",
       "      <td>41310</td>\n",
       "      <td>1412457402</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>11</td>\n",
       "      <td>exocytosis</td>\n",
       "      <td>Zero. That's the true price BTC is trying to f...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.237</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.763</td>\n",
       "      <td>0.4215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41311</th>\n",
       "      <td>41311</td>\n",
       "      <td>1412457739</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>12</td>\n",
       "      <td>ravenjt</td>\n",
       "      <td>Youve changed your tune. You used to say ...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41312</th>\n",
       "      <td>41312</td>\n",
       "      <td>1412457970</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>13</td>\n",
       "      <td>Amph</td>\n",
       "      <td>the 350 was a first step, never said it w...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.149</td>\n",
       "      <td>0.835</td>\n",
       "      <td>-0.8141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41313</th>\n",
       "      <td>41313</td>\n",
       "      <td>1412480503</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>14</td>\n",
       "      <td>d5000</td>\n",
       "      <td>Approximately yes, but it doesn't matter,...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.072</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.909</td>\n",
       "      <td>0.4747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41314</th>\n",
       "      <td>41314</td>\n",
       "      <td>1412481430</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>15</td>\n",
       "      <td>DieJohnny</td>\n",
       "      <td>as good as any, i like it, but i am not o...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.316</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.684</td>\n",
       "      <td>0.4019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41315</th>\n",
       "      <td>41315</td>\n",
       "      <td>1412481698</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>16</td>\n",
       "      <td>cbeast</td>\n",
       "      <td>Bitcoin needed this. That volume is so low tha...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.223</td>\n",
       "      <td>0.777</td>\n",
       "      <td>-0.7094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41316</th>\n",
       "      <td>41316</td>\n",
       "      <td>1412482222</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>17</td>\n",
       "      <td>akujin</td>\n",
       "      <td>&lt;a href=\"http://i.imgur.com/rPiraYG.jpg\"&gt;http:...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41317</th>\n",
       "      <td>41317</td>\n",
       "      <td>1412484213</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>18</td>\n",
       "      <td>orpington</td>\n",
       "      <td>The bottom will be between $250 - $300.       ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.109</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.891</td>\n",
       "      <td>0.4215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41318</th>\n",
       "      <td>41318</td>\n",
       "      <td>1412484407</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>19</td>\n",
       "      <td>mailmansDOGE</td>\n",
       "      <td>There is no bottom price sadly. The sky is the...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.141</td>\n",
       "      <td>0.204</td>\n",
       "      <td>0.655</td>\n",
       "      <td>-0.7155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41319</th>\n",
       "      <td>41319</td>\n",
       "      <td>1412485388</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>20</td>\n",
       "      <td>cbeast</td>\n",
       "      <td>&lt;a href=\"http://i.imgur.com/8D1BsTU.png\"&gt;http:...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41320</th>\n",
       "      <td>41320</td>\n",
       "      <td>1412487863</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>21</td>\n",
       "      <td>ellen_me</td>\n",
       "      <td>I voted for $300, just like to be positive thi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.569</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.431</td>\n",
       "      <td>0.8494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41321</th>\n",
       "      <td>41321</td>\n",
       "      <td>1412496732</td>\n",
       "      <td>57</td>\n",
       "      <td>811372</td>\n",
       "      <td>.</td>\n",
       "      <td>22</td>\n",
       "      <td>Vlad2Vlad</td>\n",
       "      <td>~$278 in the next 48 hours, which sh...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41322</th>\n",
       "      <td>41322</td>\n",
       "      <td>1411049957</td>\n",
       "      <td>57</td>\n",
       "      <td>787222</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>cryptoart.com</td>\n",
       "      <td>.</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41323</th>\n",
       "      <td>41323</td>\n",
       "      <td>1411050454</td>\n",
       "      <td>57</td>\n",
       "      <td>787222</td>\n",
       "      <td>.</td>\n",
       "      <td>2</td>\n",
       "      <td>Hfertig</td>\n",
       "      <td>And back down to 8365 without a short squ...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.084</td>\n",
       "      <td>0.916</td>\n",
       "      <td>-0.4526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41324</th>\n",
       "      <td>41324</td>\n",
       "      <td>1411050918</td>\n",
       "      <td>57</td>\n",
       "      <td>787222</td>\n",
       "      <td>.</td>\n",
       "      <td>3</td>\n",
       "      <td>klee</td>\n",
       "      <td>So what is their next move? Up?</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41325</th>\n",
       "      <td>41325</td>\n",
       "      <td>1411051112</td>\n",
       "      <td>57</td>\n",
       "      <td>787222</td>\n",
       "      <td>.</td>\n",
       "      <td>4</td>\n",
       "      <td>Hfertig</td>\n",
       "      <td>Difficult to say. Selling pressure is sti...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.081</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.769</td>\n",
       "      <td>-0.1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41326</th>\n",
       "      <td>41326</td>\n",
       "      <td>1411075852</td>\n",
       "      <td>57</td>\n",
       "      <td>787222</td>\n",
       "      <td>.</td>\n",
       "      <td>5</td>\n",
       "      <td>molecular</td>\n",
       "      <td>doesn't the same go for the $20 millions ...</td>\n",
       "      <td>['&lt;div class=\"quoteheader\"&gt;&lt;a href=\"https://bi...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41327</th>\n",
       "      <td>41327</td>\n",
       "      <td>1411075887</td>\n",
       "      <td>57</td>\n",
       "      <td>787222</td>\n",
       "      <td>.</td>\n",
       "      <td>6</td>\n",
       "      <td>grappa_barricata</td>\n",
       "      <td>If i may add something, a sizable part of the ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.940</td>\n",
       "      <td>0.4927</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>41328 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0   timestamp  category_id  topic_id  \\\n",
       "0               0  1514379921           57   2653937   \n",
       "1               1  1514380918           57   2653937   \n",
       "2               2  1514381025           57   2653937   \n",
       "3               3  1514382464           57   2653937   \n",
       "4               4  1514384271           57   2653937   \n",
       "5               5  1514390315           57   2653937   \n",
       "6               6  1514393063           57   2653937   \n",
       "7               7  1514395791           57   2653937   \n",
       "8               8  1514397927           57   2653937   \n",
       "9               9  1514405189           57   2653937   \n",
       "10             10  1514406032           57   2653937   \n",
       "11             11  1514406610           57   2653937   \n",
       "12             12  1514410009           57   2653937   \n",
       "13             13  1514410766           57   2653937   \n",
       "14             14  1514415494           57   2653937   \n",
       "15             15  1514421884           57   2653937   \n",
       "16             16  1514430495           57   2653937   \n",
       "17             17  1514431092           57   2653937   \n",
       "18             18  1514444309           57   2653937   \n",
       "19             19  1514444502           57   2653937   \n",
       "20             20  1514444604           57   2653937   \n",
       "21             21  1514444721           57   2653937   \n",
       "22             22  1514444976           57   2653937   \n",
       "23             23  1514445045           57   2653937   \n",
       "24             24  1514445132           57   2653937   \n",
       "25             25  1514445325           57   2653937   \n",
       "26             26  1514445881           57   2653937   \n",
       "27             27  1514449243           57   2653937   \n",
       "28             28  1514572926           57   2653937   \n",
       "29             29  1514575234           57   2653937   \n",
       "...           ...         ...          ...       ...   \n",
       "41298       41298  1412570192           57    812673   \n",
       "41299       41299  1412571256           57    812673   \n",
       "41300       41300  1412453408           57    811372   \n",
       "41301       41301  1412453745           57    811372   \n",
       "41302       41302  1412454228           57    811372   \n",
       "41303       41303  1412454542           57    811372   \n",
       "41304       41304  1412454553           57    811372   \n",
       "41305       41305  1412454702           57    811372   \n",
       "41306       41306  1412454793           57    811372   \n",
       "41307       41307  1412455847           57    811372   \n",
       "41308       41308  1412457176           57    811372   \n",
       "41309       41309  1412457358           57    811372   \n",
       "41310       41310  1412457402           57    811372   \n",
       "41311       41311  1412457739           57    811372   \n",
       "41312       41312  1412457970           57    811372   \n",
       "41313       41313  1412480503           57    811372   \n",
       "41314       41314  1412481430           57    811372   \n",
       "41315       41315  1412481698           57    811372   \n",
       "41316       41316  1412482222           57    811372   \n",
       "41317       41317  1412484213           57    811372   \n",
       "41318       41318  1412484407           57    811372   \n",
       "41319       41319  1412485388           57    811372   \n",
       "41320       41320  1412487863           57    811372   \n",
       "41321       41321  1412496732           57    811372   \n",
       "41322       41322  1411049957           57    787222   \n",
       "41323       41323  1411050454           57    787222   \n",
       "41324       41324  1411050918           57    787222   \n",
       "41325       41325  1411051112           57    787222   \n",
       "41326       41326  1411075852           57    787222   \n",
       "41327       41327  1411075887           57    787222   \n",
       "\n",
       "                                        topic_title  message_number  \\\n",
       "0      16.5K will be the major resistance for BTC ?               1   \n",
       "1      16.5K will be the major resistance for BTC ?               2   \n",
       "2      16.5K will be the major resistance for BTC ?               3   \n",
       "3      16.5K will be the major resistance for BTC ?               4   \n",
       "4      16.5K will be the major resistance for BTC ?               5   \n",
       "5      16.5K will be the major resistance for BTC ?               6   \n",
       "6      16.5K will be the major resistance for BTC ?               7   \n",
       "7      16.5K will be the major resistance for BTC ?               8   \n",
       "8      16.5K will be the major resistance for BTC ?               9   \n",
       "9      16.5K will be the major resistance for BTC ?              10   \n",
       "10     16.5K will be the major resistance for BTC ?              11   \n",
       "11     16.5K will be the major resistance for BTC ?              12   \n",
       "12     16.5K will be the major resistance for BTC ?              13   \n",
       "13     16.5K will be the major resistance for BTC ?              14   \n",
       "14     16.5K will be the major resistance for BTC ?              15   \n",
       "15     16.5K will be the major resistance for BTC ?              16   \n",
       "16     16.5K will be the major resistance for BTC ?              17   \n",
       "17     16.5K will be the major resistance for BTC ?              18   \n",
       "18     16.5K will be the major resistance for BTC ?              19   \n",
       "19     16.5K will be the major resistance for BTC ?              20   \n",
       "20     16.5K will be the major resistance for BTC ?              21   \n",
       "21     16.5K will be the major resistance for BTC ?              22   \n",
       "22     16.5K will be the major resistance for BTC ?              23   \n",
       "23     16.5K will be the major resistance for BTC ?              24   \n",
       "24     16.5K will be the major resistance for BTC ?              25   \n",
       "25     16.5K will be the major resistance for BTC ?              26   \n",
       "26     16.5K will be the major resistance for BTC ?              27   \n",
       "27     16.5K will be the major resistance for BTC ?              28   \n",
       "28     16.5K will be the major resistance for BTC ?              29   \n",
       "29     16.5K will be the major resistance for BTC ?              30   \n",
       "...                                             ...             ...   \n",
       "41298                                            ..               2   \n",
       "41299                                            ..               3   \n",
       "41300                                             .               1   \n",
       "41301                                             .               2   \n",
       "41302                                             .               3   \n",
       "41303                                             .               4   \n",
       "41304                                             .               5   \n",
       "41305                                             .               6   \n",
       "41306                                             .               7   \n",
       "41307                                             .               8   \n",
       "41308                                             .               9   \n",
       "41309                                             .              10   \n",
       "41310                                             .              11   \n",
       "41311                                             .              12   \n",
       "41312                                             .              13   \n",
       "41313                                             .              14   \n",
       "41314                                             .              15   \n",
       "41315                                             .              16   \n",
       "41316                                             .              17   \n",
       "41317                                             .              18   \n",
       "41318                                             .              19   \n",
       "41319                                             .              20   \n",
       "41320                                             .              21   \n",
       "41321                                             .              22   \n",
       "41322                                             .               1   \n",
       "41323                                             .               2   \n",
       "41324                                             .               3   \n",
       "41325                                             .               4   \n",
       "41326                                             .               5   \n",
       "41327                                             .               6   \n",
       "\n",
       "         message_author                                       message_text  \\\n",
       "0       AICoin_Official  As you can see, price started a correction imm...   \n",
       "1                nokati  And&nbsp; who is this Kuang Ren with such a wi...   \n",
       "2              fabiorem  Yes, theres a lot of resistance at this level,...   \n",
       "3            heringasem  With the current price fluctuations the price ...   \n",
       "4             CuDoCuDau                             You should buy bitcoin   \n",
       "5            BrewMaster  there are currently a couple of things going o...   \n",
       "6             CuDoCuDau      I think btc will increase $30000 in next year   \n",
       "7             Yaunfitda       In my view, $16K is another barrier that ...   \n",
       "8              mrcash02  Bitcoin has already hit $19.000 previously. No...   \n",
       "9                Gaaara       Nope I guess that can only happen after t...   \n",
       "10            player514       I think it's interesting how the drop/cor...   \n",
       "11               Eternu  Like always, for steady price time has to pass...   \n",
       "12             joinfree       It seems that the floor is going to be in...   \n",
       "13             sopromat  I think that this is going to be the new all t...   \n",
       "14           BlackPanda  Some time ago there has been a decline in bitc...   \n",
       "15           dothebeats  A huge one at that tbh, knowing that we've rea...   \n",
       "16            michellee  I am not sure that bitcoin could reach $16,5K ...   \n",
       "17             mrcash02       Well, I have already seen BTC rising more...   \n",
       "18      AICoin_Official  He is one of the famous analyst in Chinese cry...   \n",
       "19      AICoin_Official  What may have built these resistance levels? A...   \n",
       "20      AICoin_Official  Yes, really annoying, 1 hour before, 16.8K, ni...   \n",
       "21      AICoin_Official  Though not so much, I do own BTC, thank you fo...   \n",
       "22      AICoin_Official  I think retail traders may have no such power ...   \n",
       "23      AICoin_Official  You mean it will increase by $30000 or to $300...   \n",
       "24      AICoin_Official  Well, you must buy BTCs below 10K, right? No b...   \n",
       "25      AICoin_Official  Will you sell part of your BTC chips to lock y...   \n",
       "26            WindForce  Well i would first see how do we get to 19-20K...   \n",
       "27      AICoin_Official  Well, seems like people in this forum are basi...   \n",
       "28             mrcash02       I would sell part of it if Bitcoin reache...   \n",
       "29               Aamir1  Not $16.5, but it seems to be $15k for me. Bit...   \n",
       "...                 ...                                                ...   \n",
       "41298         waterpile              I enjoy reading their speculations :)   \n",
       "41299        Rat_Poison       Didn't you hear, bitcoin will raise the w...   \n",
       "41300         deadsea33                                                  .   \n",
       "41301         Beliathon                                               $300   \n",
       "41302             genco  I think lower. Think about it: if price was $2...   \n",
       "41303              okae  My guess between 75$-180$ <i>( optimist mode o...   \n",
       "41304             Elwar                                               $312   \n",
       "41305           Wilhelm                     Thats when he stops selling :P   \n",
       "41306           zeroday                          He is... The Manipulator!   \n",
       "41307              Amph  i want to throw it here          between 200 a...   \n",
       "41308             d5000                     2000 ...               ...CNY.   \n",
       "41309             Odalv                      bottom is above $290 ..         \n",
       "41310        exocytosis  Zero. That's the true price BTC is trying to f...   \n",
       "41311           ravenjt       Youve changed your tune. You used to say ...   \n",
       "41312              Amph       the 350 was a first step, never said it w...   \n",
       "41313             d5000       Approximately yes, but it doesn't matter,...   \n",
       "41314         DieJohnny       as good as any, i like it, but i am not o...   \n",
       "41315            cbeast  Bitcoin needed this. That volume is so low tha...   \n",
       "41316            akujin  <a href=\"http://i.imgur.com/rPiraYG.jpg\">http:...   \n",
       "41317         orpington  The bottom will be between $250 - $300.       ...   \n",
       "41318      mailmansDOGE  There is no bottom price sadly. The sky is the...   \n",
       "41319            cbeast  <a href=\"http://i.imgur.com/8D1BsTU.png\">http:...   \n",
       "41320          ellen_me  I voted for $300, just like to be positive thi...   \n",
       "41321         Vlad2Vlad            ~$278 in the next 48 hours, which sh...   \n",
       "41322     cryptoart.com                                                  .   \n",
       "41323           Hfertig       And back down to 8365 without a short squ...   \n",
       "41324              klee                    So what is their next move? Up?   \n",
       "41325           Hfertig       Difficult to say. Selling pressure is sti...   \n",
       "41326         molecular       doesn't the same go for the $20 millions ...   \n",
       "41327  grappa_barricata  If i may add something, a sizable part of the ...   \n",
       "\n",
       "                                             quoteheader    pos    neg    neu  \\\n",
       "0                                                    NaN  0.082  0.041  0.876   \n",
       "1                                                     []  0.112  0.033  0.854   \n",
       "2                                                     []  0.110  0.000  0.890   \n",
       "3                                                     []  0.127  0.058  0.815   \n",
       "4      ['<div class=\"quoteheader\"><a href=\"https://bi...  0.000  0.000  1.000   \n",
       "5                                                     []  0.169  0.000  0.831   \n",
       "6      ['<div class=\"quoteheader\"><a href=\"https://bi...  0.247  0.000  0.753   \n",
       "7      ['<div class=\"quoteheader\"><a href=\"https://bi...  0.128  0.113  0.759   \n",
       "8                                                     []  0.123  0.029  0.848   \n",
       "9      ['<div class=\"quoteheader\"><a href=\"https://bi...  0.090  0.020  0.889   \n",
       "10     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.126  0.033  0.842   \n",
       "11                                                    []  0.178  0.000  0.822   \n",
       "12     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.089  0.093  0.819   \n",
       "13                                                    []  0.039  0.079  0.882   \n",
       "14     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.233  0.000  0.767   \n",
       "15                                                    []  0.080  0.038  0.882   \n",
       "16                                                    []  0.136  0.043  0.821   \n",
       "17     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.100  0.047  0.854   \n",
       "18     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.137  0.000  0.863   \n",
       "19     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.000  0.000  1.000   \n",
       "20     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.403  0.199  0.398   \n",
       "21     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.333  0.000  0.667   \n",
       "22     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.000  0.099  0.901   \n",
       "23     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.419  0.000  0.581   \n",
       "24     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.210  0.091  0.700   \n",
       "25     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.132  0.000  0.868   \n",
       "26                                                    []  0.149  0.000  0.851   \n",
       "27     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.280  0.000  0.720   \n",
       "28     ['<div class=\"quoteheader\"><a href=\"https://bi...  0.022  0.000  0.978   \n",
       "29                                                    []  0.038  0.000  0.962   \n",
       "...                                                  ...    ...    ...    ...   \n",
       "41298                                                 []  0.674  0.000  0.326   \n",
       "41299  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.216  0.095  0.689   \n",
       "41300                                                 []  0.000  0.000  0.000   \n",
       "41301  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.000  0.000  1.000   \n",
       "41302                                                 []  0.000  0.099  0.901   \n",
       "41303                                                 []  0.298  0.000  0.702   \n",
       "41304                                                 []  0.000  0.000  1.000   \n",
       "41305  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.359  0.183  0.458   \n",
       "41306                                                 []  0.000  0.000  1.000   \n",
       "41307                                                 []  0.140  0.000  0.860   \n",
       "41308                                                 []  0.000  0.000  1.000   \n",
       "41309                                                 []  0.000  0.000  1.000   \n",
       "41310                                                 []  0.237  0.000  0.763   \n",
       "41311  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.000  0.000  1.000   \n",
       "41312  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.016  0.149  0.835   \n",
       "41313  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.072  0.019  0.909   \n",
       "41314  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.316  0.000  0.684   \n",
       "41315                                                 []  0.000  0.223  0.777   \n",
       "41316                                                 []  0.000  0.000  1.000   \n",
       "41317                                                 []  0.109  0.000  0.891   \n",
       "41318                                                 []  0.141  0.204  0.655   \n",
       "41319                                                 []  0.000  0.000  1.000   \n",
       "41320                                                 []  0.569  0.000  0.431   \n",
       "41321                                                 []  0.000  0.000  1.000   \n",
       "41322                                                 []  0.000  0.000  0.000   \n",
       "41323  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.000  0.084  0.916   \n",
       "41324                                                 []  0.000  0.000  1.000   \n",
       "41325  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.081  0.150  0.769   \n",
       "41326  ['<div class=\"quoteheader\"><a href=\"https://bi...  0.000  0.000  1.000   \n",
       "41327                                                 []  0.060  0.000  0.940   \n",
       "\n",
       "       compound  \n",
       "0        0.9201  \n",
       "1        0.7476  \n",
       "2        0.2144  \n",
       "3        0.4939  \n",
       "4        0.0000  \n",
       "5        0.8555  \n",
       "6        0.3182  \n",
       "7        0.5106  \n",
       "8        0.9031  \n",
       "9        0.5859  \n",
       "10       0.7734  \n",
       "11       0.9255  \n",
       "12      -0.0799  \n",
       "13      -0.2087  \n",
       "14       0.9849  \n",
       "15       0.4215  \n",
       "16       0.8770  \n",
       "17       0.5859  \n",
       "18       0.6901  \n",
       "19       0.0000  \n",
       "20       0.8024  \n",
       "21       0.6705  \n",
       "22      -0.2960  \n",
       "23       0.8689  \n",
       "24       0.4404  \n",
       "25       0.4404  \n",
       "26       0.2732  \n",
       "27       0.8720  \n",
       "28       0.0258  \n",
       "29       0.2592  \n",
       "...         ...  \n",
       "41298    0.7351  \n",
       "41299    0.6408  \n",
       "41300    0.0000  \n",
       "41301    0.0000  \n",
       "41302   -0.5267  \n",
       "41303    0.5267  \n",
       "41304    0.0000  \n",
       "41305    0.3680  \n",
       "41306    0.0000  \n",
       "41307    0.0772  \n",
       "41308    0.0000  \n",
       "41309    0.0000  \n",
       "41310    0.4215  \n",
       "41311    0.0000  \n",
       "41312   -0.8141  \n",
       "41313    0.4747  \n",
       "41314    0.4019  \n",
       "41315   -0.7094  \n",
       "41316    0.0000  \n",
       "41317    0.4215  \n",
       "41318   -0.7155  \n",
       "41319    0.0000  \n",
       "41320    0.8494  \n",
       "41321    0.0000  \n",
       "41322    0.0000  \n",
       "41323   -0.4526  \n",
       "41324    0.0000  \n",
       "41325   -0.1980  \n",
       "41326    0.0000  \n",
       "41327    0.4927  \n",
       "\n",
       "[41328 rows x 13 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "date_topic_groups = df.groupby([df.topic_id, df.timestamp]).groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[H\u001b[2J"
     ]
    }
   ],
   "source": [
    "clear all output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-3-d97fb8e095a7>, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-3-d97fb8e095a7>\"\u001b[0;36m, line \u001b[0;32m2\u001b[0m\n\u001b[0;31m    clear all output\u001b[0m\n\u001b[0m            ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "df.pos[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pos_neg_groups = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for titleID, timestamp in date_topic_groups.keys():\n",
    "    pos = 0.\n",
    "    neg = 0.\n",
    "    neu = 0.\n",
    "    j = len(date_topic_groups[(titleID, timestamp)])\n",
    "    for item in date_topic_groups[(titleID, timestamp)]:\n",
    "        pos += df.pos[item]\n",
    "        neg += df.neg[item]\n",
    "        neu += df.neu[item]\n",
    "    pos_neg_groups.update({(titleID, timestamp):{'posts':date_topic_groups[(titleID, timestamp)], 'pos': pos/j, 'neg': neg/j, 'neu':neu/j}})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3862\n"
     ]
    }
   ],
   "source": [
    "r=0\n",
    "for i in pos_neg_groups.keys():\n",
    "    if pos_neg_groups[i]['pos'] > pos_neg_groups[i]['neg'] :\n",
    "        r+=1\n",
    "print(r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5008"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pos_neg_groups)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "grouped_topics = df.groupby(df.topic_id).groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1191/1191 [00:00<00:00, 1742.19it/s]\n"
     ]
    }
   ],
   "source": [
    "dict_topic = {}\n",
    "for tit in tqdm(grouped_topics.keys()):\n",
    "    sentence = (df.message_text[grouped_topics[tit]].values)\n",
    "    dict_topic.update({tit: ''.join(str(v) for v in sentence) })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "list_message = []\n",
    "for i in dict_topic.keys():\n",
    "    list_message.append(dict_topic[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.tokenize import RegexpTokenizer\n",
    "tokenizer = RegexpTokenizer(r'\\w+')  #match any word characters until it reaches a non-word character, like a space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "raw = list_message[0].lower()\n",
    "tokens = tokenizer.tokenize(raw)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from stop_words import get_stop_words\n",
    "\n",
    "# create English stop words list\n",
    "en_stop = get_stop_words('en')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# remove stop words from tokens\n",
    "stopped_tokens = [i for i in tokens if not i in en_stop]\n",
    "# print(stopped_tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "remove_words = ['will','s' , 'nbsp', 't', 'com', 'http', 'amp', '1xnk8bc', 'href', 'oto', 'www' ]\n",
    "stopped_tokens = [i for i in stopped_tokens if not i in remove_words]\n",
    "# print(stopped_tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.stem.porter import PorterStemmer\n",
    "\n",
    "# Create p_stemmer of class PorterStemmer\n",
    "p_stemmer = PorterStemmer()\n",
    "\n",
    "# Create lemmatizer\n",
    "wnl = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "texts = []\n",
    "\n",
    "remove_words = ['will','s' ,'bitcoin', 'just', 'get', 'use', 'now', 'solidx' 'people','bitfinex', 'think', 'maybe', 'imageshack', 'pt', 'em', 'img', 'nbsp', 't', 'com', 'http', 'amp', '1xnk8bc', 'href', 'oto', 'www', 'isn', 'etc', 'etf', 'tr', 'td', 'img', 'ath', 'xt', 'xp', 'php', 'img', 'gt', 'pboc', 'th', 'mtgox', 'cny', 'huobi',\n",
    " 'm', 'import', 'st', 'lt', 'zhou' 'ok', 'color', 'can', \"adam\", \"bitcoin\", 'import', 'http', 'li', 'b', 'style' , 'font', 're', 'le', 'gif','span','hr', 'd' , 'jpg', 'png',  'am5om', 'fud', 'mt', 'th' 'hfebupaeo', 'ftdata', 'zbb', 'imgur', 'bite', 'uztgwi', 'podomatic']\n",
    "\n",
    "map_words = {\n",
    "    'btc': 'bitcoin',\n",
    "    'bcc': 'bitcoin',\n",
    "    'gbtc': 'bitcoin',\n",
    "    'bitcoinca': 'bitcoin',\n",
    "    'better': 'good',\n",
    "    'increase': 'rise',\n",
    "    'miner': 'mine',\n",
    "    'winner': 'win'\n",
    "}\n",
    "\n",
    "bow_dict = {}\n",
    "for m in dict_topic.keys():\n",
    "    raw = dict_topic[m].lower()\n",
    "    tokens = tokenizer.tokenize(raw)\n",
    "    \n",
    "    stopped_tokens = [i for i in tokens if not i in en_stop]\n",
    "    stopped_tokens = [i for i in stopped_tokens if not i in remove_words]\n",
    "\n",
    "    #   lemmatize tokents:  \n",
    "    lemmatized_tokens = [wnl.lemmatize(i, 'a') for i in stopped_tokens]\n",
    "    lemmatized_tokens = [wnl.lemmatize(i, 'n') for i in lemmatized_tokens]\n",
    "    lemmatized_tokens = [wnl.lemmatize(i, 'v') for i in lemmatized_tokens]\n",
    "    lemmatized_tokens = [wnl.lemmatize(i, 'r') for i in lemmatized_tokens]\n",
    "    lemmatized_tokens = [wnl.lemmatize(i, 's') for i in lemmatized_tokens]\n",
    "    \n",
    "    #     stemmed_tokens = [p_stemmer.stem(i) for i in lemmatized_tokens]\n",
    "    \n",
    "    #   remove words:\n",
    "    stemmed_tokens = [i for i in lemmatized_tokens if not i in remove_words]\n",
    "    stemmed_tokens = [i for i in stemmed_tokens if not i in en_stop]\n",
    "    d = pd.DataFrame({'z': stemmed_tokens})\n",
    "    stemmed_tokens = d.replace(map_words)['z'].tolist()\n",
    "    \n",
    "    #   remove numeric values:\n",
    "    alpha_only = [''.join(filter(str.isalpha, i))  for i in stemmed_tokens if len(''.join(filter(str.isalpha, i))) >1]\n",
    "    bow_dict.update({m:alpha_only})\n",
    "    texts.append(alpha_only)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import gensim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from gensim import corpora, models\n",
    "import datetime\n",
    "\n",
    "a = datetime.datetime.now()\n",
    "\n",
    "dictionary = corpora.Dictionary(texts)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "corpus = [dictionary.doc2bow(text) for text in texts]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "corpus = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# keep bag of words in order to get docements for each of the topic\n",
    "for i in bow_dict.keys():\n",
    "    bow = dictionary.doc2bow(bow_dict[i])\n",
    "    corpus.append(bow)\n",
    "    bow_dict.update({i:bow})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-39-b4985869d5c7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdamodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mldamodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLdaModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_topics\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mid2word\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpasses\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, num_topics, id2word, distributed, chunksize, passes, update_every, alpha, eta, decay, offset, eval_every, iterations, gamma_threshold, minimum_probability, random_state, ns_conf, minimum_phi_value, per_word_topics, callbacks, dtype)\u001b[0m\n\u001b[1;32m    396\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mcorpus\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    397\u001b[0m             \u001b[0muse_numpy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdispatcher\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 398\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunks_as_numpy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0muse_numpy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    399\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    400\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0minit_dir_prior\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprior\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, corpus, chunksize, decay, offset, passes, update_every, eval_every, iterations, gamma_threshold, chunks_as_numpy)\u001b[0m\n\u001b[1;32m    730\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    731\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0meval_every\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreallen\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlencorpus\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk_no\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0meval_every\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumworkers\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 732\u001b[0;31m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog_perplexity\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtotal_docs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlencorpus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    733\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    734\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdispatcher\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36mlog_perplexity\u001b[0;34m(self, chunk, total_docs)\u001b[0m\n\u001b[1;32m    604\u001b[0m         \u001b[0mcorpus_words\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcnt\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdocument\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mchunk\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcnt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdocument\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    605\u001b[0m         \u001b[0msubsample_ratio\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mtotal_docs\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 606\u001b[0;31m         \u001b[0mperwordbound\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbound\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubsample_ratio\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubsample_ratio\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0msubsample_ratio\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mcorpus_words\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    607\u001b[0m         logger.info(\n\u001b[1;32m    608\u001b[0m             \u001b[0;34m\"%.3f per-word bound, %.1f perplexity estimate based on a held-out corpus of %i documents with %i words\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36mbound\u001b[0;34m(self, corpus, gamma, subsample_ratio)\u001b[0m\n\u001b[1;32m    851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    852\u001b[0m             \u001b[0;31m# E[log p(doc | theta, beta)]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 853\u001b[0;31m             \u001b[0mscore\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcnt\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mlogsumexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mElogthetad\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mElogbeta\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcnt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    854\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    855\u001b[0m             \u001b[0;31m# E[log p(theta | alpha) - log q(theta | gamma)]; assumes alpha is a vector\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/numpy/core/fromnumeric.py\u001b[0m in \u001b[0;36msum\u001b[0;34m(a, axis, dtype, out, keepdims)\u001b[0m\n\u001b[1;32m   1867\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'keepdims'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1868\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_gentype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1869\u001b[0;31m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_sum_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1870\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1871\u001b[0m             \u001b[0mout\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m...\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m<genexpr>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    852\u001b[0m             \u001b[0;31m# E[log p(doc | theta, beta)]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 853\u001b[0;31m             \u001b[0mscore\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcnt\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mlogsumexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mElogthetad\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mElogbeta\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcnt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    854\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    855\u001b[0m             \u001b[0;31m# E[log p(theta | alpha) - log q(theta | gamma)]; assumes alpha is a vector\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36mlogsumexp\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m     79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m     \u001b[0mx_max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 81\u001b[0;31m     \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mx_max\u001b[0m\u001b[0;34m)\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     82\u001b[0m     \u001b[0mx\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mx_max\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "a = datetime.datetime.now()\n",
    "damodel = gensim.models.ldamodel.LdaModel(corpus, num_topics=15, id2word = dictionary, passes=20)\n",
    "b = datetime.datetime.now()\n",
    "c = b - a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:05:09.802376\n"
     ]
    }
   ],
   "source": [
    "print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.externals import joblib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['LDA_model.pkl']"
      ]
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "joblib.dump(damodel, 'LDA_model.pkl') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "damodel = joblib.load('LDA_model.pkl') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, '0.028*\"inherit\" + 0.019*\"mine\" + 0.015*\"price\" + 0.015*\"top\" + 0.014*\"valign\" + 0.008*\"people\" + 0.006*\"difficulty\" + 0.005*\"go\" + 0.005*\"make\" + 0.005*\"rise\"')\n",
      "-----------------\n",
      "(1, '0.009*\"short\" + 0.009*\"euro\" + 0.007*\"buy\" + 0.006*\"go\" + 0.005*\"good\" + 0.004*\"one\" + 0.004*\"dead\" + 0.004*\"sell\" + 0.004*\"greece\" + 0.004*\"imgflip\"')\n",
      "-----------------\n",
      "(2, '0.006*\"people\" + 0.006*\"win\" + 0.006*\"one\" + 0.005*\"good\" + 0.005*\"know\" + 0.005*\"watch\" + 0.005*\"ico\" + 0.004*\"entry\" + 0.004*\"like\" + 0.004*\"say\"')\n",
      "-----------------\n",
      "(3, '0.009*\"dec\" + 0.008*\"em\" + 0.008*\"pt\" + 0.008*\"sum\" + 0.008*\"bid\" + 0.007*\"height\" + 0.007*\"nov\" + 0.007*\"twimg\" + 0.007*\"pb\" + 0.006*\"medium\"')\n",
      "-----------------\n",
      "(4, '0.005*\"train\" + 0.004*\"node\" + 0.004*\"protrade\" + 0.004*\"thread\" + 0.004*\"topic\" + 0.003*\"speed\" + 0.003*\"profile\" + 0.003*\"ote\" + 0.003*\"bullbearanalytics\" + 0.002*\"org\"')\n",
      "-----------------\n",
      "(5, '0.007*\"like\" + 0.006*\"time\" + 0.006*\"see\" + 0.005*\"market\" + 0.005*\"say\" + 0.004*\"make\" + 0.004*\"chart\" + 0.004*\"talk\" + 0.004*\"look\" + 0.003*\"well\"')\n",
      "-----------------\n",
      "(6, '0.029*\"year\" + 0.019*\"happen\" + 0.017*\"value\" + 0.016*\"price\" + 0.015*\"reach\" + 0.012*\"even\" + 0.012*\"million\" + 0.012*\"possible\" + 0.011*\"dollar\" + 0.011*\"bitcoin\"')\n",
      "-----------------\n",
      "(7, '0.063*\"price\" + 0.021*\"go\" + 0.020*\"rise\" + 0.018*\"see\" + 0.017*\"year\" + 0.014*\"happen\" + 0.013*\"time\" + 0.012*\"reach\" + 0.012*\"halve\" + 0.011*\"month\"')\n",
      "-----------------\n",
      "(8, '0.036*\"price\" + 0.027*\"fork\" + 0.016*\"reach\" + 0.014*\"happen\" + 0.014*\"year\" + 0.014*\"see\" + 0.013*\"rise\" + 0.012*\"end\" + 0.012*\"go\" + 0.008*\"bitcoin\"')\n",
      "-----------------\n",
      "(9, '0.015*\"price\" + 0.015*\"go\" + 0.013*\"buy\" + 0.011*\"market\" + 0.011*\"sell\" + 0.009*\"see\" + 0.008*\"time\" + 0.007*\"like\" + 0.007*\"bitcoin\" + 0.006*\"back\"')\n",
      "-----------------\n",
      "(10, '0.014*\"bitcoin\" + 0.010*\"market\" + 0.010*\"bitcoinica\" + 0.009*\"trade\" + 0.008*\"price\" + 0.007*\"make\" + 0.006*\"go\" + 0.006*\"don\" + 0.006*\"people\" + 0.005*\"one\"')\n",
      "-----------------\n",
      "(11, '0.033*\"price\" + 0.016*\"go\" + 0.015*\"buy\" + 0.014*\"people\" + 0.012*\"time\" + 0.011*\"sell\" + 0.009*\"rise\" + 0.009*\"hold\" + 0.008*\"bitcoin\" + 0.008*\"year\"')\n",
      "-----------------\n",
      "(12, '0.013*\"bitcoin\" + 0.013*\"coin\" + 0.012*\"market\" + 0.010*\"price\" + 0.009*\"alt\" + 0.009*\"people\" + 0.007*\"go\" + 0.006*\"make\" + 0.006*\"like\" + 0.005*\"see\"')\n",
      "-----------------\n",
      "(13, '0.006*\"bank\" + 0.005*\"account\" + 0.004*\"exchange\" + 0.004*\"price\" + 0.004*\"december\" + 0.003*\"th\" + 0.003*\"day\" + 0.003*\"bitcoin\" + 0.003*\"make\" + 0.003*\"april\"')\n",
      "-----------------\n",
      "(14, '0.013*\"bitcoin\" + 0.008*\"people\" + 0.008*\"buy\" + 0.008*\"like\" + 0.007*\"go\" + 0.007*\"money\" + 0.006*\"make\" + 0.006*\"don\" + 0.006*\"one\" + 0.005*\"price\"')\n",
      "-----------------\n"
     ]
    }
   ],
   "source": [
    "# get LDA topics:\n",
    "for i in damodel.print_topics(num_topics=50, num_words=10):\n",
    "    print(i)\n",
    "    print('-----------------')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_date_topic_dict = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "invalid literal for int() with base 10: 'o'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-43-28066ab88c50>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtitleID\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimestamp\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpos_neg_groups\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m     \u001b[0mtopics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdamodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_document_topics\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbow_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtitleID\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      5\u001b[0m     \u001b[0mmax_prob\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mmax_t\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36mget_document_topics\u001b[0;34m(self, bow, minimum_probability, minimum_phi_value, per_word_topics)\u001b[0m\n\u001b[1;32m   1022\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1023\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1024\u001b[0;31m         \u001b[0mgamma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mphis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minference\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbow\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcollect_sstats\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mper_word_topics\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1025\u001b[0m         \u001b[0mtopic_dist\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgamma\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgamma\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# normalize distribution\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1026\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36minference\u001b[0;34m(self, chunk, collect_sstats)\u001b[0m\n\u001b[1;32m    499\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger_types\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    500\u001b[0m                 \u001b[0;31m# make sure the term IDs are ints, otherwise np will get upset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 501\u001b[0;31m                 \u001b[0mids\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    502\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    503\u001b[0m                 \u001b[0mids\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    499\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger_types\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    500\u001b[0m                 \u001b[0;31m# make sure the term IDs are ints, otherwise np will get upset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 501\u001b[0;31m                 \u001b[0mids\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    502\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    503\u001b[0m                 \u001b[0mids\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdoc\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: invalid literal for int() with base 10: 'o'"
     ]
    }
   ],
   "source": [
    "p = 0\n",
    "n = 0\n",
    "for titleID, timestamp in pos_neg_groups:\n",
    "    topics = damodel.get_document_topics(bow_dict[titleID])\n",
    "    max_prob = 0\n",
    "    max_t = 0\n",
    "    for t, prob in topics:\n",
    "        if prob > max_prob:\n",
    "            max_prob = prob\n",
    "            max_t = t\n",
    "    pos = pos_neg_groups[(titleID, timestamp)]['pos']\n",
    "    neg = pos_neg_groups[(titleID, timestamp)]['neg']\n",
    "    neu = pos_neg_groups[(titleID, timestamp)]['neu']\n",
    "#     print('pos: ', pos, 'neg: ', neg)\n",
    "    label = 'neu'\n",
    "    if pos < neg:\n",
    "        lebel = 'neg'\n",
    "        final_date_topic_dict.update({(titleID, timestamp):{'maxTopicID': max_t, 'label': 'neg', 'topicProb': max_prob, 'allTopicsWithProb': topics}})\n",
    "    elif pos > neg:\n",
    "        label = 'pos'\n",
    "        final_date_topic_dict.update({(titleID, timestamp):{'maxTopicID': max_t, 'label': 'pos', 'topicProb': max_prob, 'allTopicsWithProb': topics}})\n",
    "    else:\n",
    "        final_date_topic_dict.update({(titleID, timestamp):{'maxTopicID': max_t, 'label': 'neu', 'topicProb': max_prob, 'allTopicsWithProb': topics}})\n",
    "\n",
    "print('pos: ', p)\n",
    "print('neg: ', n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(27683,\n",
       "  Timestamp('2011-07-10 00:00:00')): {'allTopicsWithProb': [(7, 0.20649093),\n",
       "   (9, 0.2484943),\n",
       "   (11, 0.11580125),\n",
       "   (12,\n",
       "    0.42744216)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.42744216},\n",
       " (27683,\n",
       "  Timestamp('2011-07-11 00:00:00')): {'allTopicsWithProb': [(7, 0.2052259),\n",
       "   (9, 0.24757774),\n",
       "   (11, 0.118294045),\n",
       "   (12, 0.427131)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.427131},\n",
       " (27683,\n",
       "  Timestamp('2011-07-12 00:00:00')): {'allTopicsWithProb': [(7, 0.21175785),\n",
       "   (9, 0.25220358),\n",
       "   (11, 0.10547677),\n",
       "   (12,\n",
       "    0.42879042)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.42879042},\n",
       " (27683,\n",
       "  Timestamp('2011-07-13 00:00:00')): {'allTopicsWithProb': [(7, 0.2004717),\n",
       "   (9, 0.24513154),\n",
       "   (11, 0.12658596),\n",
       "   (12,\n",
       "    0.42603946)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.42603946},\n",
       " (27683,\n",
       "  Timestamp('2011-07-18 00:00:00')): {'allTopicsWithProb': [(7, 0.2042557),\n",
       "   (9, 0.24717426),\n",
       "   (11, 0.11989303),\n",
       "   (12,\n",
       "    0.42690563)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.42690563},\n",
       " (27683,\n",
       "  Timestamp('2014-03-15 00:00:00')): {'allTopicsWithProb': [(7, 0.20393409),\n",
       "   (9, 0.24669133),\n",
       "   (11, 0.12078165),\n",
       "   (12,\n",
       "    0.42682156)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.42682156},\n",
       " (27683,\n",
       "  Timestamp('2014-03-16 00:00:00')): {'allTopicsWithProb': [(7, 0.20405804),\n",
       "   (9, 0.24643482),\n",
       "   (11, 0.12089347),\n",
       "   (12,\n",
       "    0.42684236)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.42684236},\n",
       " (27683,\n",
       "  Timestamp('2014-03-17 00:00:00')): {'allTopicsWithProb': [(7, 0.20156775),\n",
       "   (9, 0.24543661),\n",
       "   (11, 0.12494488),\n",
       "   (12,\n",
       "    0.42627937)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.42627937},\n",
       " (27683,\n",
       "  Timestamp('2017-03-24 00:00:00')): {'allTopicsWithProb': [(7, 0.20170292),\n",
       "   (9, 0.24474044),\n",
       "   (11, 0.12549289),\n",
       "   (12,\n",
       "    0.42629242)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.42629242},\n",
       " (27683,\n",
       "  Timestamp('2017-03-26 00:00:00')): {'allTopicsWithProb': [(7, 0.20293045),\n",
       "   (9, 0.24620523),\n",
       "   (11, 0.12250317),\n",
       "   (12,\n",
       "    0.42658982)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.42658982},\n",
       " (27683,\n",
       "  Timestamp('2017-03-27 00:00:00')): {'allTopicsWithProb': [(7, 0.20067582),\n",
       "   (9, 0.24438505),\n",
       "   (11, 0.12710407),\n",
       "   (12,\n",
       "    0.42606375)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.42606375},\n",
       " (29454,\n",
       "  Timestamp('2011-07-16 00:00:00')): {'allTopicsWithProb': [(7, 0.06294541),\n",
       "   (11, 0.54643524),\n",
       "   (13, 0.068256795),\n",
       "   (14,\n",
       "    0.31307986)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.54643524},\n",
       " (29993,\n",
       "  Timestamp('2011-07-18 00:00:00')): {'allTopicsWithProb': [(9, 0.5002043),\n",
       "   (14, 0.49513617)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5002043},\n",
       " (29993,\n",
       "  Timestamp('2011-08-03 00:00:00')): {'allTopicsWithProb': [(9, 0.50019175),\n",
       "   (14,\n",
       "    0.49514872)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.50019175},\n",
       " (29993,\n",
       "  Timestamp('2012-11-27 00:00:00')): {'allTopicsWithProb': [(9, 0.50020486),\n",
       "   (14,\n",
       "    0.49513564)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.50020486},\n",
       " (31150,\n",
       "  Timestamp('2011-07-23 00:00:00')): {'allTopicsWithProb': [(0, 0.17814147),\n",
       "   (9, 0.82026726)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.82026726},\n",
       " (31150,\n",
       "  Timestamp('2011-07-24 00:00:00')): {'allTopicsWithProb': [(0, 0.17820168),\n",
       "   (9, 0.8204608)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8204608},\n",
       " (31150,\n",
       "  Timestamp('2011-07-26 00:00:00')): {'allTopicsWithProb': [(0, 0.17807196),\n",
       "   (9, 0.8200355)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8200355},\n",
       " (31150,\n",
       "  Timestamp('2011-08-05 00:00:00')): {'allTopicsWithProb': [(0, 0.17792958),\n",
       "   (9, 0.8195524)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.8195524},\n",
       " (31150,\n",
       "  Timestamp('2011-08-06 00:00:00')): {'allTopicsWithProb': [(0, 0.17799726),\n",
       "   (9, 0.8197829)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8197829},\n",
       " (31150,\n",
       "  Timestamp('2011-08-07 00:00:00')): {'allTopicsWithProb': [(0, 0.17805327),\n",
       "   (9, 0.8199729)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8199729},\n",
       " (31150,\n",
       "  Timestamp('2011-08-10 00:00:00')): {'allTopicsWithProb': [(0, 0.17763752),\n",
       "   (9, 0.8185521)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8185521},\n",
       " (31150,\n",
       "  Timestamp('2011-08-12 00:00:00')): {'allTopicsWithProb': [(0, 0.17823708),\n",
       "   (9, 0.82055557)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.82055557},\n",
       " (31150,\n",
       "  Timestamp('2012-11-27 00:00:00')): {'allTopicsWithProb': [(0, 0.17810364),\n",
       "   (9, 0.82014114)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.82014114},\n",
       " (31150,\n",
       "  Timestamp('2013-06-10 00:00:00')): {'allTopicsWithProb': [(0, 0.17790158),\n",
       "   (9, 0.81945693)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.81945693},\n",
       " (31216,\n",
       "  Timestamp('2011-07-23 00:00:00')): {'allTopicsWithProb': [(9, 0.57092834),\n",
       "   (14,\n",
       "    0.42394352)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.57092834},\n",
       " (31216,\n",
       "  Timestamp('2011-07-24 00:00:00')): {'allTopicsWithProb': [(9, 0.5709109),\n",
       "   (14, 0.42396095)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5709109},\n",
       " (31339,\n",
       "  Timestamp('2011-07-24 00:00:00')): {'allTopicsWithProb': [(7, 0.023677476),\n",
       "   (9, 0.7304685),\n",
       "   (11, 0.24512012)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7304685},\n",
       " (31339,\n",
       "  Timestamp('2011-07-25 00:00:00')): {'allTopicsWithProb': [(7, 0.02787942),\n",
       "   (9, 0.7280909),\n",
       "   (11, 0.24329573)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7280909},\n",
       " (31339,\n",
       "  Timestamp('2011-07-26 00:00:00')): {'allTopicsWithProb': [(7, 0.027616689),\n",
       "   (9, 0.72822905),\n",
       "   (11,\n",
       "    0.24342027)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72822905},\n",
       " (31339,\n",
       "  Timestamp('2011-07-27 00:00:00')): {'allTopicsWithProb': [(7, 0.027264986),\n",
       "   (9, 0.72844076),\n",
       "   (11,\n",
       "    0.24356031)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72844076},\n",
       " (31339,\n",
       "  Timestamp('2011-07-29 00:00:00')): {'allTopicsWithProb': [(7, 0.027800255),\n",
       "   (9, 0.7281391),\n",
       "   (11, 0.24332668)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7281391},\n",
       " (31339,\n",
       "  Timestamp('2011-07-30 00:00:00')): {'allTopicsWithProb': [(7, 0.028735047),\n",
       "   (9, 0.72765565),\n",
       "   (11,\n",
       "    0.24287532)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.72765565},\n",
       " (31339,\n",
       "  Timestamp('2011-08-02 00:00:00')): {'allTopicsWithProb': [(7, 0.027379256),\n",
       "   (9, 0.72837067),\n",
       "   (11, 0.2435161)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72837067},\n",
       " (31339,\n",
       "  Timestamp('2011-08-05 00:00:00')): {'allTopicsWithProb': [(7, 0.028903957),\n",
       "   (9, 0.72753114),\n",
       "   (11,\n",
       "    0.24283095)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72753114},\n",
       " (31339,\n",
       "  Timestamp('2011-08-09 00:00:00')): {'allTopicsWithProb': [(7, 0.02977274),\n",
       "   (9, 0.72711056),\n",
       "   (11,\n",
       "    0.24238274)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72711056},\n",
       " (31339,\n",
       "  Timestamp('2011-08-10 00:00:00')): {'allTopicsWithProb': [(7, 0.028131276),\n",
       "   (9, 0.72795504),\n",
       "   (11,\n",
       "    0.24317974)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.72795504},\n",
       " (31339,\n",
       "  Timestamp('2011-08-16 00:00:00')): {'allTopicsWithProb': [(7, 0.028410887),\n",
       "   (9, 0.72780925),\n",
       "   (11,\n",
       "    0.24304597)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72780925},\n",
       " (32854,\n",
       "  Timestamp('2011-07-29 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.9706338)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9706338},\n",
       " (33156,\n",
       "  Timestamp('2011-07-31 00:00:00')): {'allTopicsWithProb': [(9, 0.18216331),\n",
       "   (14,\n",
       "    0.81382436)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.81382436},\n",
       " (33156,\n",
       "  Timestamp('2011-08-01 00:00:00')): {'allTopicsWithProb': [(9, 0.18165022),\n",
       "   (14,\n",
       "    0.81433743)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.81433743},\n",
       " (33917,\n",
       "  Timestamp('2011-08-03 00:00:00')): {'allTopicsWithProb': [(0, 0.092749715),\n",
       "   (6, 0.22616386),\n",
       "   (9, 0.46847498),\n",
       "   (11, 0.1330652),\n",
       "   (14,\n",
       "    0.07698212)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.46847498},\n",
       " (34055,\n",
       "  Timestamp('2011-08-03 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.9733333)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.9733333},\n",
       " (35726,\n",
       "  Timestamp('2011-08-08 00:00:00')): {'allTopicsWithProb': [(7, 0.14102522),\n",
       "   (9, 0.35587797),\n",
       "   (11, 0.044783175),\n",
       "   (14,\n",
       "    0.45676652)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.45676652},\n",
       " (35726,\n",
       "  Timestamp('2011-08-09 00:00:00')): {'allTopicsWithProb': [(7, 0.13993378),\n",
       "   (9, 0.3554375),\n",
       "   (11, 0.04719883),\n",
       "   (14, 0.4558828)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4558828},\n",
       " (35726,\n",
       "  Timestamp('2011-08-10 00:00:00')): {'allTopicsWithProb': [(7, 0.13908148),\n",
       "   (9, 0.35507113),\n",
       "   (11, 0.04909891),\n",
       "   (14,\n",
       "    0.45520133)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.45520133},\n",
       " (36051,\n",
       "  Timestamp('2011-08-09 00:00:00')): {'allTopicsWithProb': [(7, 0.087481245),\n",
       "   (12, 0.908207)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.908207},\n",
       " (36051,\n",
       "  Timestamp('2011-08-10 00:00:00')): {'allTopicsWithProb': [(7, 0.08758642),\n",
       "   (12, 0.905476)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.905476},\n",
       " (37136,\n",
       "  Timestamp('2011-08-14 00:00:00')): {'allTopicsWithProb': [(4, 0.22939365),\n",
       "   (7, 0.055091355),\n",
       "   (9, 0.39675736),\n",
       "   (10, 0.07266266),\n",
       "   (11, 0.2018798),\n",
       "   (14,\n",
       "    0.042087544)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.39675736},\n",
       " (37136,\n",
       "  Timestamp('2011-08-15 00:00:00')): {'allTopicsWithProb': [(4, 0.22955725),\n",
       "   (7, 0.05437457),\n",
       "   (9, 0.3968898),\n",
       "   (10, 0.07382571),\n",
       "   (11, 0.20445484),\n",
       "   (14,\n",
       "    0.038770165)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.3968898},\n",
       " (37136,\n",
       "  Timestamp('2011-08-16 00:00:00')): {'allTopicsWithProb': [(4, 0.22933489),\n",
       "   (7, 0.05737969),\n",
       "   (9, 0.3967038),\n",
       "   (10, 0.07203705),\n",
       "   (11, 0.19827051),\n",
       "   (14,\n",
       "    0.044146407)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.3967038},\n",
       " (38057,\n",
       "  Timestamp('2011-08-19 00:00:00')): {'allTopicsWithProb': [(1, 0.8501412),\n",
       "   (7, 0.13874765)], 'label': 'neg', 'maxTopicID': 1, 'topicProb': 0.8501412},\n",
       " (40316,\n",
       "  Timestamp('2011-08-30 00:00:00')): {'allTopicsWithProb': [(6, 0.035385393),\n",
       "   (7, 0.024066232),\n",
       "   (9, 0.40311152),\n",
       "   (11, 0.37295994),\n",
       "   (14,\n",
       "    0.16268961)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.40311152},\n",
       " (40316,\n",
       "  Timestamp('2011-08-31 00:00:00')): {'allTopicsWithProb': [(6, 0.03583254),\n",
       "   (7, 0.022637745),\n",
       "   (9, 0.40363446),\n",
       "   (11, 0.3738582),\n",
       "   (14,\n",
       "    0.16224976)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.40363446},\n",
       " (41857,\n",
       "  Timestamp('2011-09-06 00:00:00')): {'allTopicsWithProb': [(0, 0.13159972),\n",
       "   (6, 0.015182192),\n",
       "   (11, 0.40637353),\n",
       "   (14, 0.4458088)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.4458088},\n",
       " (41857,\n",
       "  Timestamp('2011-09-07 00:00:00')): {'allTopicsWithProb': [(0, 0.13155815),\n",
       "   (6, 0.01576338),\n",
       "   (11, 0.40602052),\n",
       "   (14,\n",
       "    0.44562215)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.44562215},\n",
       " (41857,\n",
       "  Timestamp('2011-09-08 00:00:00')): {'allTopicsWithProb': [(0, 0.13156694),\n",
       "   (6, 0.015609612),\n",
       "   (11, 0.40608877),\n",
       "   (14, 0.4456989)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4456989},\n",
       " (41857,\n",
       "  Timestamp('2011-09-09 00:00:00')): {'allTopicsWithProb': [(0, 0.13156368),\n",
       "   (6, 0.015648756),\n",
       "   (11, 0.40605783),\n",
       "   (14,\n",
       "    0.44569397)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.44569397},\n",
       " (41857,\n",
       "  Timestamp('2011-09-11 00:00:00')): {'allTopicsWithProb': [(0, 0.13155669),\n",
       "   (6, 0.015757235),\n",
       "   (11, 0.40600038),\n",
       "   (14,\n",
       "    0.44564995)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.44564995},\n",
       " (41908,\n",
       "  Timestamp('2011-09-06 00:00:00')): {'allTopicsWithProb': [(9, 0.015132101),\n",
       "   (11, 0.3459351),\n",
       "   (14, 0.6374622)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6374622},\n",
       " (42382,\n",
       "  Timestamp('2011-09-09 00:00:00')): {'allTopicsWithProb': [(9, 0.33797482),\n",
       "   (10, 0.06081679),\n",
       "   (14, 0.5967994)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.5967994},\n",
       " (44286,\n",
       "  Timestamp('2011-09-16 00:00:00')): {'allTopicsWithProb': [(0, 0.34462175),\n",
       "   (6, 0.12111065),\n",
       "   (11, 0.5283852)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.5283852},\n",
       " (44766,\n",
       "  Timestamp('2011-09-19 00:00:00')): {'allTopicsWithProb': [(0, 0.3794726),\n",
       "   (9, 0.5263975),\n",
       "   (10, 0.089424)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5263975},\n",
       " (45524,\n",
       "  Timestamp('2011-09-24 00:00:00')): {'allTopicsWithProb': [(0, 0.06549529),\n",
       "   (1, 0.013025411),\n",
       "   (9, 0.30077356),\n",
       "   (11,\n",
       "    0.61969423)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.61969423},\n",
       " (45524,\n",
       "  Timestamp('2011-09-25 00:00:00')): {'allTopicsWithProb': [(0, 0.06551308),\n",
       "   (1, 0.013024879),\n",
       "   (9, 0.30085596),\n",
       "   (11,\n",
       "    0.61959463)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.61959463},\n",
       " (45524,\n",
       "  Timestamp('2011-09-26 00:00:00')): {'allTopicsWithProb': [(0, 0.06547425),\n",
       "   (1, 0.013025852),\n",
       "   (9, 0.30070528),\n",
       "   (11, 0.6197831)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.6197831},\n",
       " (45524,\n",
       "  Timestamp('2011-09-27 00:00:00')): {'allTopicsWithProb': [(0, 0.06549035),\n",
       "   (1, 0.013025378),\n",
       "   (9, 0.3007779),\n",
       "   (11, 0.6196949)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.6196949},\n",
       " (45524,\n",
       "  Timestamp('2011-09-28 00:00:00')): {'allTopicsWithProb': [(0, 0.0654913),\n",
       "   (1, 0.013025703),\n",
       "   (9, 0.30073074),\n",
       "   (11, 0.6197408)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.6197408},\n",
       " (46634,\n",
       "  Timestamp('2011-10-03 00:00:00')): {'allTopicsWithProb': [(5, 0.90971327),\n",
       "   (9, 0.08555089)], 'label': 'pos', 'maxTopicID': 5, 'topicProb': 0.90971327},\n",
       " (47483,\n",
       "  Timestamp('2011-10-09 00:00:00')): {'allTopicsWithProb': [(9, 0.7563155),\n",
       "   (14, 0.23543043)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7563155},\n",
       " (47483,\n",
       "  Timestamp('2011-10-10 00:00:00')): {'allTopicsWithProb': [(9, 0.7563567),\n",
       "   (14, 0.23538929)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.7563567},\n",
       " (47483,\n",
       "  Timestamp('2011-10-19 00:00:00')): {'allTopicsWithProb': [(9, 0.756348),\n",
       "   (14, 0.23539798)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.756348},\n",
       " (48315,\n",
       "  Timestamp('2011-10-15 00:00:00')): {'allTopicsWithProb': [(9, 0.33915645),\n",
       "   (11, 0.1431632),\n",
       "   (14,\n",
       "    0.50567895)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.50567895},\n",
       " (48315,\n",
       "  Timestamp('2011-10-16 00:00:00')): {'allTopicsWithProb': [(9, 0.33908665),\n",
       "   (11, 0.14534384),\n",
       "   (14,\n",
       "    0.50449586)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.50449586},\n",
       " (48315,\n",
       "  Timestamp('2011-10-17 00:00:00')): {'allTopicsWithProb': [(9, 0.33920914),\n",
       "   (11, 0.14498395),\n",
       "   (14, 0.5046637)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.5046637},\n",
       " (48921,\n",
       "  Timestamp('2011-10-18 00:00:00')): {'allTopicsWithProb': [(5, 0.09065276),\n",
       "   (9, 0.13576531),\n",
       "   (11, 0.75715876),\n",
       "   (14,\n",
       "    0.013409974)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.75715876},\n",
       " (48921,\n",
       "  Timestamp('2011-10-19 00:00:00')): {'allTopicsWithProb': [(5, 0.091014825),\n",
       "   (9, 0.13542955),\n",
       "   (11, 0.75591594),\n",
       "   (14,\n",
       "    0.01249851)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.75591594},\n",
       " (49493,\n",
       "  Timestamp('2011-10-23 00:00:00')): {'allTopicsWithProb': [(9, 0.14277968),\n",
       "   (11, 0.06640599),\n",
       "   (14, 0.7874388)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7874388},\n",
       " (49910,\n",
       "  Timestamp('2011-10-26 00:00:00')): {'allTopicsWithProb': [(1, 0.024930067),\n",
       "   (9, 0.664783),\n",
       "   (11, 0.26505464),\n",
       "   (14, 0.04064891)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.664783},\n",
       " (49910,\n",
       "  Timestamp('2011-10-30 00:00:00')): {'allTopicsWithProb': [(1, 0.025015168),\n",
       "   (9, 0.6663484),\n",
       "   (11, 0.2713306),\n",
       "   (14, 0.03272246)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.6663484},\n",
       " (50671,\n",
       "  Timestamp('2011-11-02 00:00:00')): {'allTopicsWithProb': [(7, 0.051347528),\n",
       "   (9, 0.3050549),\n",
       "   (10, 0.010347092),\n",
       "   (14,\n",
       "    0.63128966)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.63128966},\n",
       " (50671,\n",
       "  Timestamp('2011-11-03 00:00:00')): {'allTopicsWithProb': [(7, 0.050899934),\n",
       "   (9, 0.30556598),\n",
       "   (10, 0.010282837),\n",
       "   (14, 0.6312905)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6312905},\n",
       " (50881,\n",
       "  Timestamp('2011-11-04 00:00:00')): {'allTopicsWithProb': [(6, 0.0550341),\n",
       "   (7, 0.01713019),\n",
       "   (9, 0.699015),\n",
       "   (14, 0.21987718)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.699015},\n",
       " (50881,\n",
       "  Timestamp('2011-11-05 00:00:00')): {'allTopicsWithProb': [(6, 0.05468158),\n",
       "   (7, 0.02061812),\n",
       "   (9, 0.6984868),\n",
       "   (14, 0.22133139)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6984868},\n",
       " (50881,\n",
       "  Timestamp('2011-11-06 00:00:00')): {'allTopicsWithProb': [(6, 0.055050604),\n",
       "   (7, 0.01812757),\n",
       "   (9, 0.6990541),\n",
       "   (14, 0.22034897)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.6990541},\n",
       " (50881,\n",
       "  Timestamp('2011-11-07 00:00:00')): {'allTopicsWithProb': [(6, 0.054813012),\n",
       "   (7, 0.020588363),\n",
       "   (9, 0.69858074),\n",
       "   (14,\n",
       "    0.22122721)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.69858074},\n",
       " (50881,\n",
       "  Timestamp('2011-11-30 00:00:00')): {'allTopicsWithProb': [(6, 0.054879107),\n",
       "   (7, 0.017559724),\n",
       "   (9, 0.6988043),\n",
       "   (14, 0.22004466)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6988043},\n",
       " (51145,\n",
       "  Timestamp('2011-11-07 00:00:00')): {'allTopicsWithProb': [(0, 0.054559387),\n",
       "   (6, 0.021579962),\n",
       "   (9, 0.7233945),\n",
       "   (14, 0.19376878)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7233945},\n",
       " (51145,\n",
       "  Timestamp('2011-11-08 00:00:00')): {'allTopicsWithProb': [(0, 0.05455355),\n",
       "   (6, 0.021646453),\n",
       "   (9, 0.72340137),\n",
       "   (14,\n",
       "    0.19372566)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72340137},\n",
       " (51145,\n",
       "  Timestamp('2011-11-10 00:00:00')): {'allTopicsWithProb': [(0, 0.054643787),\n",
       "   (6, 0.020784),\n",
       "   (9, 0.7230606),\n",
       "   (14, 0.1941466)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7230606},\n",
       " (51145,\n",
       "  Timestamp('2011-11-11 00:00:00')): {'allTopicsWithProb': [(0, 0.0546254),\n",
       "   (6, 0.021253558),\n",
       "   (9, 0.7232023),\n",
       "   (14, 0.19392733)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7232023},\n",
       " (51145,\n",
       "  Timestamp('2011-11-12 00:00:00')): {'allTopicsWithProb': [(0, 0.054561827),\n",
       "   (6, 0.021534137),\n",
       "   (9, 0.72330016),\n",
       "   (14,\n",
       "    0.19353715)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72330016},\n",
       " (51145,\n",
       "  Timestamp('2011-11-14 00:00:00')): {'allTopicsWithProb': [(0, 0.054639015),\n",
       "   (6, 0.020907385),\n",
       "   (9, 0.7228353),\n",
       "   (14, 0.19413175)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7228353},\n",
       " (51145,\n",
       "  Timestamp('2011-11-15 00:00:00')): {'allTopicsWithProb': [(0, 0.054624986),\n",
       "   (6, 0.020958966),\n",
       "   (9, 0.72318983),\n",
       "   (14,\n",
       "    0.19402216)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72318983},\n",
       " (51145,\n",
       "  Timestamp('2011-12-14 00:00:00')): {'allTopicsWithProb': [(0, 0.054631706),\n",
       "   (6, 0.02085106),\n",
       "   (9, 0.7230585),\n",
       "   (14, 0.19409609)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.7230585},\n",
       " (51145,\n",
       "  Timestamp('2011-12-16 00:00:00')): {'allTopicsWithProb': [(0, 0.054538894),\n",
       "   (6, 0.022142885),\n",
       "   (9, 0.72379947),\n",
       "   (14,\n",
       "    0.19333333)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.72379947},\n",
       " (51145,\n",
       "  Timestamp('2011-12-18 00:00:00')): {'allTopicsWithProb': [(0, 0.054565843),\n",
       "   (6, 0.021487074),\n",
       "   (9, 0.7231057),\n",
       "   (14, 0.19370851)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7231057},\n",
       " (51566,\n",
       "  Timestamp('2011-11-11 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.9849462)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9849462},\n",
       " (51786,\n",
       "  Timestamp('2011-11-14 00:00:00')): {'allTopicsWithProb': [(9, 0.65362763),\n",
       "   (11, 0.07450144),\n",
       "   (14, 0.2685514)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.65362763},\n",
       " (51852,\n",
       "  Timestamp('2011-11-14 00:00:00')): {'allTopicsWithProb': [(9, 0.95492786),\n",
       "   (14,\n",
       "    0.04452401)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.95492786},\n",
       " (51852,\n",
       "  Timestamp('2011-11-15 00:00:00')): {'allTopicsWithProb': [(9, 0.9546272),\n",
       "   (14,\n",
       "    0.044824585)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9546272},\n",
       " (51852,\n",
       "  Timestamp('2011-11-16 00:00:00')): {'allTopicsWithProb': [(9, 0.9550427),\n",
       "   (14, 0.04440907)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.9550427},\n",
       " (51852,\n",
       "  Timestamp('2011-11-19 00:00:00')): {'allTopicsWithProb': [(9, 0.95498),\n",
       "   (14, 0.04430458)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.95498},\n",
       " (51852,\n",
       "  Timestamp('2011-11-20 00:00:00')): {'allTopicsWithProb': [(9, 0.9551712),\n",
       "   (14,\n",
       "    0.044180103)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9551712},\n",
       " (51852,\n",
       "  Timestamp('2011-11-21 00:00:00')): {'allTopicsWithProb': [(9, 0.95497507),\n",
       "   (14,\n",
       "    0.04447671)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.95497507},\n",
       " (51852,\n",
       "  Timestamp('2011-11-22 00:00:00')): {'allTopicsWithProb': [(9, 0.95517755),\n",
       "   (14,\n",
       "    0.044268534)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.95517755},\n",
       " (51852,\n",
       "  Timestamp('2011-11-24 00:00:00')): {'allTopicsWithProb': [(9, 0.95485675),\n",
       "   (14,\n",
       "    0.044595078)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.95485675},\n",
       " (51852,\n",
       "  Timestamp('2011-11-25 00:00:00')): {'allTopicsWithProb': [(9, 0.9550564),\n",
       "   (14,\n",
       "    0.044064555)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.9550564},\n",
       " (51858,\n",
       "  Timestamp('2011-11-14 00:00:00')): {'allTopicsWithProb': [(6, 0.043640193),\n",
       "   (9, 0.46525574),\n",
       "   (11, 0.14912207),\n",
       "   (14,\n",
       "    0.33906037)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.46525574},\n",
       " (51858,\n",
       "  Timestamp('2011-11-15 00:00:00')): {'allTopicsWithProb': [(6, 0.043990348),\n",
       "   (9, 0.4655457),\n",
       "   (11, 0.14853804),\n",
       "   (14, 0.33900422)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4655457},\n",
       " (52148,\n",
       "  Timestamp('2011-11-18 00:00:00')): {'allTopicsWithProb': [(0, 0.8646577),\n",
       "   (7, 0.053410146),\n",
       "   (9, 0.07655347)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.8646577},\n",
       " (52157,\n",
       "  Timestamp('2011-11-18 00:00:00')): {'allTopicsWithProb': [(2, 0.05111841),\n",
       "   (7, 0.05862981),\n",
       "   (9, 0.19253677),\n",
       "   (10, 0.16359073),\n",
       "   (12,\n",
       "    0.53224105)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.53224105},\n",
       " (52157,\n",
       "  Timestamp('2011-11-19 00:00:00')): {'allTopicsWithProb': [(2, 0.051123317),\n",
       "   (7, 0.058174312),\n",
       "   (9, 0.19295928),\n",
       "   (10, 0.16361532),\n",
       "   (12, 0.5322445)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.5322445},\n",
       " (53372,\n",
       "  Timestamp('2011-11-30 00:00:00')): {'allTopicsWithProb': [(7, 0.25096938),\n",
       "   (9, 0.6178157),\n",
       "   (10, 0.12954824)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6178157},\n",
       " (53372,\n",
       "  Timestamp('2011-12-01 00:00:00')): {'allTopicsWithProb': [(7, 0.2507283),\n",
       "   (9, 0.6180697),\n",
       "   (10, 0.12953532)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6180697},\n",
       " (53686,\n",
       "  Timestamp('2011-12-04 00:00:00')): {'allTopicsWithProb': [(7, 0.08234187),\n",
       "   (9, 0.9159882)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9159882},\n",
       " (53686,\n",
       "  Timestamp('2011-12-06 00:00:00')): {'allTopicsWithProb': [(7, 0.07687844),\n",
       "   (9, 0.919675)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.919675},\n",
       " (53686,\n",
       "  Timestamp('2011-12-07 00:00:00')): {'allTopicsWithProb': [(7, 0.08366723),\n",
       "   (9, 0.91466296)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.91466296},\n",
       " (53686,\n",
       "  Timestamp('2011-12-08 00:00:00')): {'allTopicsWithProb': [(7, 0.083511055),\n",
       "   (9, 0.9148191)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.9148191},\n",
       " (53686,\n",
       "  Timestamp('2011-12-09 00:00:00')): {'allTopicsWithProb': [(7, 0.08007816),\n",
       "   (9, 0.9182028)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.9182028},\n",
       " (53686,\n",
       "  Timestamp('2011-12-19 00:00:00')): {'allTopicsWithProb': [(7, 0.08208413),\n",
       "   (9, 0.916246)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.916246},\n",
       " (53686,\n",
       "  Timestamp('2011-12-20 00:00:00')): {'allTopicsWithProb': [(7, 0.078531414),\n",
       "   (9, 0.9189302)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9189302},\n",
       " (53768,\n",
       "  Timestamp('2011-12-05 00:00:00')): {'allTopicsWithProb': [(4, 0.060227323),\n",
       "   (9, 0.61120874),\n",
       "   (10, 0.07786804),\n",
       "   (14,\n",
       "    0.24828364)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.61120874},\n",
       " (53768,\n",
       "  Timestamp('2011-12-06 00:00:00')): {'allTopicsWithProb': [(4, 0.060224075),\n",
       "   (9, 0.6112835),\n",
       "   (10, 0.07767421),\n",
       "   (14, 0.24840598)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6112835},\n",
       " (53837,\n",
       "  Timestamp('2011-12-06 00:00:00')): {'allTopicsWithProb': [(10, 0.9813403),\n",
       "   (14,\n",
       "    0.01832039)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9813403},\n",
       " (53837,\n",
       "  Timestamp('2011-12-07 00:00:00')): {'allTopicsWithProb': [(10, 0.98034024),\n",
       "   (14,\n",
       "    0.019320395)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.98034024},\n",
       " (53837,\n",
       "  Timestamp('2011-12-09 00:00:00')): {'allTopicsWithProb': [(10, 0.9813378),\n",
       "   (14,\n",
       "    0.018322863)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9813378},\n",
       " (53837,\n",
       "  Timestamp('2011-12-10 00:00:00')): {'allTopicsWithProb': [(10, 0.9804382),\n",
       "   (14,\n",
       "    0.01922252)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9804382},\n",
       " (53837,\n",
       "  Timestamp('2011-12-11 00:00:00')): {'allTopicsWithProb': [(10, 0.98142236),\n",
       "   (14,\n",
       "    0.018238267)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.98142236},\n",
       " (53837,\n",
       "  Timestamp('2011-12-12 00:00:00')): {'allTopicsWithProb': [(10, 0.9813921),\n",
       "   (14,\n",
       "    0.018268645)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9813921},\n",
       " (53837,\n",
       "  Timestamp('2011-12-13 00:00:00')): {'allTopicsWithProb': [(10, 0.9812432),\n",
       "   (14,\n",
       "    0.018417455)], 'label': 'neu', 'maxTopicID': 10, 'topicProb': 0.9812432},\n",
       " (54214,\n",
       "  Timestamp('2011-12-11 00:00:00')): {'allTopicsWithProb': [(6, 0.08919619),\n",
       "   (9, 0.3430986),\n",
       "   (11, 0.34744963),\n",
       "   (14,\n",
       "    0.2107776)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.34744963},\n",
       " (54214,\n",
       "  Timestamp('2011-12-12 00:00:00')): {'allTopicsWithProb': [(6, 0.08903535),\n",
       "   (9, 0.34295043),\n",
       "   (11, 0.3475883),\n",
       "   (14,\n",
       "    0.21082667)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.3475883},\n",
       " (54274,\n",
       "  Timestamp('2011-12-11 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.9977124)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9977124},\n",
       " (54274,\n",
       "  Timestamp('2011-12-12 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.9977124)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9977124},\n",
       " (54274,\n",
       "  Timestamp('2011-12-13 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.9977124)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9977124},\n",
       " (55128,\n",
       "  Timestamp('2011-12-20 00:00:00')): {'allTopicsWithProb': [(9, 0.91429406),\n",
       "   (10,\n",
       "    0.07764789)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.91429406},\n",
       " (55128,\n",
       "  Timestamp('2011-12-21 00:00:00')): {'allTopicsWithProb': [(9, 0.90945435),\n",
       "   (10, 0.07747867),\n",
       "   (11,\n",
       "    0.010754842)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.90945435},\n",
       " (55171,\n",
       "  Timestamp('2011-12-20 00:00:00')): {'allTopicsWithProb': [(2, 0.11242554),\n",
       "   (9, 0.33043697),\n",
       "   (14, 0.5549577)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.5549577},\n",
       " (55171,\n",
       "  Timestamp('2011-12-21 00:00:00')): {'allTopicsWithProb': [(2, 0.11242557),\n",
       "   (9, 0.33043993),\n",
       "   (14, 0.5549547)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5549547},\n",
       " (55171,\n",
       "  Timestamp('2011-12-22 00:00:00')): {'allTopicsWithProb': [(2, 0.11242018),\n",
       "   (9, 0.3304327),\n",
       "   (14, 0.5549673)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.5549673},\n",
       " (55171,\n",
       "  Timestamp('2011-12-25 00:00:00')): {'allTopicsWithProb': [(2, 0.11242443),\n",
       "   (9, 0.3304336),\n",
       "   (14, 0.5549621)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.5549621},\n",
       " (55171,\n",
       "  Timestamp('2011-12-27 00:00:00')): {'allTopicsWithProb': [(2, 0.11242413),\n",
       "   (9, 0.33043817),\n",
       "   (14,\n",
       "    0.55495787)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.55495787},\n",
       " (55171,\n",
       "  Timestamp('2011-12-28 00:00:00')): {'allTopicsWithProb': [(2, 0.112422764),\n",
       "   (9, 0.33043778),\n",
       "   (14, 0.5549596)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5549596},\n",
       " (55182,\n",
       "  Timestamp('2011-12-20 00:00:00')): {'allTopicsWithProb': [(5, 0.18963572),\n",
       "   (9, 0.36568037),\n",
       "   (10,\n",
       "    0.43039817)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.43039817},\n",
       " (55275,\n",
       "  Timestamp('2011-12-21 00:00:00')): {'allTopicsWithProb': [(7, 0.13179865),\n",
       "   (10, 0.016603962),\n",
       "   (14,\n",
       "    0.85100436)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.85100436},\n",
       " (55275,\n",
       "  Timestamp('2011-12-22 00:00:00')): {'allTopicsWithProb': [(7, 0.13180733),\n",
       "   (10, 0.016565163),\n",
       "   (14,\n",
       "    0.85103446)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.85103446},\n",
       " (55275,\n",
       "  Timestamp('2011-12-23 00:00:00')): {'allTopicsWithProb': [(7, 0.13180171),\n",
       "   (10, 0.016580662),\n",
       "   (14,\n",
       "    0.85102457)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.85102457},\n",
       " (55275,\n",
       "  Timestamp('2011-12-25 00:00:00')): {'allTopicsWithProb': [(7, 0.13180298),\n",
       "   (10, 0.016568981),\n",
       "   (14, 0.851035)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.851035},\n",
       " (55275,\n",
       "  Timestamp('2011-12-26 00:00:00')): {'allTopicsWithProb': [(7, 0.13179885),\n",
       "   (10, 0.016581362),\n",
       "   (14, 0.8510268)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.8510268},\n",
       " (55275,\n",
       "  Timestamp('2011-12-27 00:00:00')): {'allTopicsWithProb': [(7, 0.13179578),\n",
       "   (10, 0.016582817),\n",
       "   (14,\n",
       "    0.85102844)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.85102844},\n",
       " (55938,\n",
       "  Timestamp('2011-12-29 00:00:00')): {'allTopicsWithProb': [(9, 0.43890986),\n",
       "   (10, 0.4852144),\n",
       "   (11, 0.028715033),\n",
       "   (14,\n",
       "    0.046881016)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.4852144},\n",
       " (55938,\n",
       "  Timestamp('2011-12-31 00:00:00')): {'allTopicsWithProb': [(9, 0.43672785),\n",
       "   (10, 0.48511878),\n",
       "   (11, 0.03222834),\n",
       "   (14,\n",
       "    0.04564533)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.48511878},\n",
       " (56102,\n",
       "  Timestamp('2011-12-30 00:00:00')): {'allTopicsWithProb': [(0, 0.10239367),\n",
       "   (3, 0.26496416),\n",
       "   (9, 0.62671626)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.62671626},\n",
       " (56102,\n",
       "  Timestamp('2011-12-31 00:00:00')): {'allTopicsWithProb': [(0, 0.10236827),\n",
       "   (3, 0.2649675),\n",
       "   (9, 0.6267383)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6267383},\n",
       " (56178,\n",
       "  Timestamp('2011-12-31 00:00:00')): {'allTopicsWithProb': [(2, 0.023881761),\n",
       "   (9, 0.2326114),\n",
       "   (10, 0.085721396),\n",
       "   (14,\n",
       "    0.65456903)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.65456903},\n",
       " (56265,\n",
       "  Timestamp('2012-01-01 00:00:00')): {'allTopicsWithProb': [(3, 0.128833),\n",
       "   (7, 0.076057024),\n",
       "   (9, 0.79325384)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.79325384},\n",
       " (56265,\n",
       "  Timestamp('2012-01-02 00:00:00')): {'allTopicsWithProb': [(3, 0.12883422),\n",
       "   (7, 0.076027125),\n",
       "   (9, 0.7932825)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7932825},\n",
       " (56265,\n",
       "  Timestamp('2012-01-03 00:00:00')): {'allTopicsWithProb': [(3, 0.12883821),\n",
       "   (7, 0.07572295),\n",
       "   (9, 0.7935827)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7935827},\n",
       " (56265,\n",
       "  Timestamp('2012-01-04 00:00:00')): {'allTopicsWithProb': [(3, 0.12883149),\n",
       "   (7, 0.076153554),\n",
       "   (9, 0.79315877)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.79315877},\n",
       " (56292,\n",
       "  Timestamp('2012-01-01 00:00:00')): {'allTopicsWithProb': [(7, 0.03799161),\n",
       "   (9, 0.30838454),\n",
       "   (10, 0.013863398),\n",
       "   (14, 0.6389594)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6389594},\n",
       " (56292,\n",
       "  Timestamp('2012-01-02 00:00:00')): {'allTopicsWithProb': [(7, 0.038356017),\n",
       "   (9, 0.3082069),\n",
       "   (10, 0.013862933),\n",
       "   (14, 0.638778)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.638778},\n",
       " (56292,\n",
       "  Timestamp('2012-01-04 00:00:00')): {'allTopicsWithProb': [(7, 0.03637885),\n",
       "   (9, 0.30885038),\n",
       "   (10, 0.013847269),\n",
       "   (14, 0.6392279)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6392279},\n",
       " (56497,\n",
       "  Timestamp('2012-01-03 00:00:00')): {'allTopicsWithProb': [(9, 0.13933517),\n",
       "   (11, 0.22137539),\n",
       "   (14, 0.6379335)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6379335},\n",
       " (56497,\n",
       "  Timestamp('2012-01-04 00:00:00')): {'allTopicsWithProb': [(9, 0.13938785),\n",
       "   (11, 0.22135851),\n",
       "   (14,\n",
       "    0.63789773)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.63789773},\n",
       " (56497,\n",
       "  Timestamp('2012-01-11 00:00:00')): {'allTopicsWithProb': [(9, 0.13913561),\n",
       "   (11, 0.2214346),\n",
       "   (14, 0.6380739)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6380739},\n",
       " (56497,\n",
       "  Timestamp('2012-06-21 00:00:00')): {'allTopicsWithProb': [(9, 0.13913758),\n",
       "   (11, 0.22143774),\n",
       "   (14,\n",
       "    0.63806874)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.63806874},\n",
       " (56497,\n",
       "  Timestamp('2012-06-22 00:00:00')): {'allTopicsWithProb': [(9, 0.13931616),\n",
       "   (11, 0.22139233),\n",
       "   (14, 0.6379356)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.6379356},\n",
       " (56497,\n",
       "  Timestamp('2012-06-28 00:00:00')): {'allTopicsWithProb': [(9, 0.13942118),\n",
       "   (11, 0.22134908),\n",
       "   (14,\n",
       "    0.63787377)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.63787377},\n",
       " (56533,\n",
       "  Timestamp('2012-01-04 00:00:00')): {'allTopicsWithProb': [(2, 0.07368471),\n",
       "   (6, 0.1757523),\n",
       "   (14, 0.7398963)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7398963},\n",
       " (56594,\n",
       "  Timestamp('2012-01-04 00:00:00')): {'allTopicsWithProb': [(7, 0.018086651),\n",
       "   (9, 0.5341512),\n",
       "   (14, 0.44665143)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5341512},\n",
       " (56594,\n",
       "  Timestamp('2012-01-05 00:00:00')): {'allTopicsWithProb': [(7, 0.016013071),\n",
       "   (9, 0.5357847),\n",
       "   (14, 0.4469259)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5357847},\n",
       " (56594,\n",
       "  Timestamp('2012-01-06 00:00:00')): {'allTopicsWithProb': [(7, 0.01690329),\n",
       "   (9, 0.53508264),\n",
       "   (14,\n",
       "    0.44679803)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.53508264},\n",
       " (56594,\n",
       "  Timestamp('2012-01-07 00:00:00')): {'allTopicsWithProb': [(7, 0.017016679),\n",
       "   (9, 0.5350075),\n",
       "   (14, 0.44683054)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.5350075},\n",
       " (56594,\n",
       "  Timestamp('2012-01-17 00:00:00')): {'allTopicsWithProb': [(7, 0.016283546),\n",
       "   (9, 0.5355747),\n",
       "   (14, 0.44689783)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5355747},\n",
       " (56594,\n",
       "  Timestamp('2012-01-18 00:00:00')): {'allTopicsWithProb': [(7, 0.018020943),\n",
       "   (9, 0.534129),\n",
       "   (14, 0.44641653)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.534129},\n",
       " (56676,\n",
       "  Timestamp('2012-01-05 00:00:00')): {'allTopicsWithProb': [(9, 0.029746529),\n",
       "   (14,\n",
       "    0.96988314)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.96988314},\n",
       " (56676,\n",
       "  Timestamp('2012-01-06 00:00:00')): {'allTopicsWithProb': [(9, 0.02803033),\n",
       "   (14,\n",
       "    0.97003055)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.97003055},\n",
       " (56676,\n",
       "  Timestamp('2012-01-07 00:00:00')): {'allTopicsWithProb': [(9, 0.02774083),\n",
       "   (14, 0.9702664)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9702664},\n",
       " (56735,\n",
       "  Timestamp('2012-01-05 00:00:00')): {'allTopicsWithProb': [(8, 0.018151551),\n",
       "   (9, 0.7508682),\n",
       "   (10, 0.03065787),\n",
       "   (14, 0.19819057)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7508682},\n",
       " (56735,\n",
       "  Timestamp('2012-01-06 00:00:00')): {'allTopicsWithProb': [(8, 0.022010788),\n",
       "   (9, 0.7473591),\n",
       "   (10, 0.030706212),\n",
       "   (14, 0.1977921)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7473591},\n",
       " (56746,\n",
       "  Timestamp('2012-01-05 00:00:00')): {'allTopicsWithProb': [(6, 0.08191962),\n",
       "   (10, 0.112457424),\n",
       "   (11, 0.29343382),\n",
       "   (14, 0.5036313)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5036313},\n",
       " (56746,\n",
       "  Timestamp('2012-01-06 00:00:00')): {'allTopicsWithProb': [(6, 0.08218235),\n",
       "   (10, 0.112429254),\n",
       "   (11, 0.29358825),\n",
       "   (14, 0.5031472)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5031472},\n",
       " (56748,\n",
       "  Timestamp('2012-01-06 00:00:00')): {'allTopicsWithProb': [(0, 0.45889786),\n",
       "   (9, 0.52534455)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.52534455},\n",
       " (56875,\n",
       "  Timestamp('2012-01-06 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.99623656)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.99623656},\n",
       " (56875,\n",
       "  Timestamp('2012-01-07 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.99623656)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.99623656},\n",
       " (57178,\n",
       "  Timestamp('2012-01-08 00:00:00')): {'allTopicsWithProb': [(9, 0.082429826),\n",
       "   (10, 0.8954141),\n",
       "   (11,\n",
       "    0.020735048)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.8954141},\n",
       " (57178,\n",
       "  Timestamp('2012-01-09 00:00:00')): {'allTopicsWithProb': [(9, 0.09187749),\n",
       "   (10, 0.8998256)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.8998256},\n",
       " (57178,\n",
       "  Timestamp('2012-01-12 00:00:00')): {'allTopicsWithProb': [(9, 0.09135002),\n",
       "   (10, 0.899081)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.899081},\n",
       " (57178,\n",
       "  Timestamp('2012-01-13 00:00:00')): {'allTopicsWithProb': [(9, 0.08679726),\n",
       "   (10, 0.89687645),\n",
       "   (11,\n",
       "    0.014905272)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.89687645},\n",
       " (57178,\n",
       "  Timestamp('2012-01-16 00:00:00')): {'allTopicsWithProb': [(9, 0.08548434),\n",
       "   (10, 0.8967009),\n",
       "   (11,\n",
       "    0.016393831)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.8967009},\n",
       " (57178,\n",
       "  Timestamp('2012-01-17 00:00:00')): {'allTopicsWithProb': [(9, 0.08898391),\n",
       "   (10, 0.8978031),\n",
       "   (11,\n",
       "    0.01179198)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.8978031},\n",
       " (57383,\n",
       "  Timestamp('2012-01-09 00:00:00')): {'allTopicsWithProb': [(0, 0.5642464),\n",
       "   (7, 0.062332377),\n",
       "   (8, 0.02568453),\n",
       "   (9, 0.117183596),\n",
       "   (11, 0.22825423)], 'label': 'neg', 'maxTopicID': 0, 'topicProb': 0.5642464},\n",
       " (57383,\n",
       "  Timestamp('2012-01-10 00:00:00')): {'allTopicsWithProb': [(0, 0.5644605),\n",
       "   (7, 0.06243284),\n",
       "   (8, 0.025888),\n",
       "   (9, 0.118309215),\n",
       "   (11, 0.22661057)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.5644605},\n",
       " (57726,\n",
       "  Timestamp('2012-01-10 00:00:00')): {'allTopicsWithProb': [(6, 0.039292313),\n",
       "   (9, 0.9585939)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9585939},\n",
       " (57726,\n",
       "  Timestamp('2012-01-11 00:00:00')): {'allTopicsWithProb': [(6, 0.038989507),\n",
       "   (9, 0.9588967)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9588967},\n",
       " (58831,\n",
       "  Timestamp('2012-01-15 00:00:00')): {'allTopicsWithProb': [(9, 0.35253748),\n",
       "   (10, 0.6132269),\n",
       "   (14,\n",
       "    0.03193676)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.6132269},\n",
       " (58831,\n",
       "  Timestamp('2012-01-16 00:00:00')): {'allTopicsWithProb': [(9, 0.35192934),\n",
       "   (10, 0.61147153),\n",
       "   (14,\n",
       "    0.034300275)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.61147153},\n",
       " (58903,\n",
       "  Timestamp('2012-01-16 00:00:00')): {'allTopicsWithProb': [(7, 0.023468876),\n",
       "   (9, 0.4094195),\n",
       "   (10, 0.27457434),\n",
       "   (11, 0.29165262)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4094195},\n",
       " (58903,\n",
       "  Timestamp('2012-01-17 00:00:00')): {'allTopicsWithProb': [(7, 0.023879949),\n",
       "   (9, 0.40929112),\n",
       "   (10, 0.2746007),\n",
       "   (11, 0.2913436)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.40929112},\n",
       " (58911,\n",
       "  Timestamp('2012-01-16 00:00:00')): {'allTopicsWithProb': [(2, 0.16252738),\n",
       "   (10, 0.32200506),\n",
       "   (14, 0.5092659)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5092659},\n",
       " (58918,\n",
       "  Timestamp('2012-01-16 00:00:00')): {'allTopicsWithProb': [(9, 0.42029512),\n",
       "   (10, 0.15105967),\n",
       "   (11, 0.019579576),\n",
       "   (14,\n",
       "    0.40467438)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.42029512},\n",
       " (58918,\n",
       "  Timestamp('2012-01-17 00:00:00')): {'allTopicsWithProb': [(9, 0.4197897),\n",
       "   (10, 0.15098736),\n",
       "   (11, 0.02054149),\n",
       "   (14, 0.4042902)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4197897},\n",
       " (59969,\n",
       "  Timestamp('2012-01-17 00:00:00')): {'allTopicsWithProb': [(9, 0.035022866),\n",
       "   (10, 0.9127894),\n",
       "   (11,\n",
       "    0.04183548)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9127894},\n",
       " (59969,\n",
       "  Timestamp('2012-01-18 00:00:00')): {'allTopicsWithProb': [(9, 0.033532247),\n",
       "   (10, 0.9135929),\n",
       "   (11,\n",
       "    0.039551504)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9135929},\n",
       " (59980,\n",
       "  Timestamp('2012-01-17 00:00:00')): {'allTopicsWithProb': [(9, 0.56342506),\n",
       "   (10, 0.19983068),\n",
       "   (12, 0.13959014),\n",
       "   (14,\n",
       "    0.094925106)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.56342506},\n",
       " (59980,\n",
       "  Timestamp('2012-01-18 00:00:00')): {'allTopicsWithProb': [(9, 0.5633094),\n",
       "   (10, 0.19981647),\n",
       "   (12, 0.13956878),\n",
       "   (14, 0.09507641)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5633094},\n",
       " (61168,\n",
       "  Timestamp('2012-01-26 00:00:00')): {'allTopicsWithProb': [(9, 0.8958526),\n",
       "   (12, 0.10249662)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8958526},\n",
       " (61362,\n",
       "  Timestamp('2012-01-27 00:00:00')): {'allTopicsWithProb': [(3, 0.06775113),\n",
       "   (9, 0.56872135),\n",
       "   (12,\n",
       "    0.35019416)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.56872135},\n",
       " (62152,\n",
       "  Timestamp('2012-02-01 00:00:00')): {'allTopicsWithProb': [(7, 0.04321762),\n",
       "   (10, 0.5139897),\n",
       "   (11,\n",
       "    0.42553145)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.5139897},\n",
       " (62152,\n",
       "  Timestamp('2012-02-02 00:00:00')): {'allTopicsWithProb': [(7, 0.044441734),\n",
       "   (10, 0.5148703),\n",
       "   (11,\n",
       "    0.42669412)], 'label': 'neg', 'maxTopicID': 10, 'topicProb': 0.5148703},\n",
       " (62280,\n",
       "  Timestamp('2012-02-02 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.983908)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.983908},\n",
       " (62964,\n",
       "  Timestamp('2012-02-07 00:00:00')): {'allTopicsWithProb': [(3, 0.028042862),\n",
       "   (9, 0.24627808),\n",
       "   (10, 0.6330042),\n",
       "   (11,\n",
       "    0.09174399)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.6330042},\n",
       " (62964,\n",
       "  Timestamp('2012-02-08 00:00:00')): {'allTopicsWithProb': [(3, 0.02803964),\n",
       "   (9, 0.24671602),\n",
       "   (10, 0.6328721),\n",
       "   (11,\n",
       "    0.09144279)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.6328721},\n",
       " (62964,\n",
       "  Timestamp('2012-02-14 00:00:00')): {'allTopicsWithProb': [(3, 0.028040078),\n",
       "   (9, 0.24641638),\n",
       "   (10, 0.6328365),\n",
       "   (11,\n",
       "    0.091777556)], 'label': 'neg', 'maxTopicID': 10, 'topicProb': 0.6328365},\n",
       " (63067,\n",
       "  Timestamp('2012-02-08 00:00:00')): {'allTopicsWithProb': [(1, 0.4777582),\n",
       "   (2, 0.112976804),\n",
       "   (7, 0.38821235)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.4777582},\n",
       " (63088,\n",
       "  Timestamp('2012-02-08 00:00:00')): {'allTopicsWithProb': [(0, 0.53041273),\n",
       "   (9, 0.46469086)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.53041273},\n",
       " (63637,\n",
       "  Timestamp('2012-02-13 00:00:00')): {'allTopicsWithProb': [(2, 0.38612145),\n",
       "   (5, 0.57260823)], 'label': 'pos', 'maxTopicID': 5, 'topicProb': 0.57260823},\n",
       " (63771,\n",
       "  Timestamp('2012-02-14 00:00:00')): {'allTopicsWithProb': [(0, 0.011111115),\n",
       "   (1, 0.011111119),\n",
       "   (2, 0.011111117),\n",
       "   (3, 0.011111111),\n",
       "   (4, 0.011111118),\n",
       "   (5, 0.011111121),\n",
       "   (6, 0.011111119),\n",
       "   (7, 0.011111119),\n",
       "   (8, 0.011111114),\n",
       "   (9, 0.011111155),\n",
       "   (10, 0.011111124),\n",
       "   (11, 0.011111117),\n",
       "   (12, 0.84444433),\n",
       "   (13, 0.011111113),\n",
       "   (14,\n",
       "    0.011111122)], 'label': 'neu', 'maxTopicID': 12, 'topicProb': 0.84444433},\n",
       " (63788,\n",
       "  Timestamp('2012-02-14 00:00:00')): {'allTopicsWithProb': [(0, 0.011111121),\n",
       "   (1, 0.011111132),\n",
       "   (2, 0.011111122),\n",
       "   (3, 0.011111112),\n",
       "   (4, 0.011111113),\n",
       "   (5, 0.011111122),\n",
       "   (6, 0.1412761),\n",
       "   (7, 0.011111154),\n",
       "   (8, 0.011111144),\n",
       "   (9, 0.7142792),\n",
       "   (10, 0.011111122),\n",
       "   (11, 0.011111144),\n",
       "   (12, 0.011111132),\n",
       "   (13, 0.011111114),\n",
       "   (14,\n",
       "    0.011111135)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7142792},\n",
       " (65982,\n",
       "  Timestamp('2012-02-24 00:00:00')): {'allTopicsWithProb': [(6, 0.5488317),\n",
       "   (9, 0.43003008)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.5488317},\n",
       " (66474,\n",
       "  Timestamp('2012-02-27 00:00:00')): {'allTopicsWithProb': [(4, 0.64685386),\n",
       "   (9, 0.3483044)], 'label': 'pos', 'maxTopicID': 4, 'topicProb': 0.64685386},\n",
       " (66474,\n",
       "  Timestamp('2012-02-28 00:00:00')): {'allTopicsWithProb': [(4, 0.64686066),\n",
       "   (9, 0.34829757)], 'label': 'pos', 'maxTopicID': 4, 'topicProb': 0.64686066},\n",
       " (66474,\n",
       "  Timestamp('2012-03-03 00:00:00')): {'allTopicsWithProb': [(4, 0.6468535),\n",
       "   (9, 0.34830484)], 'label': 'pos', 'maxTopicID': 4, 'topicProb': 0.6468535},\n",
       " (66474,\n",
       "  Timestamp('2012-03-04 00:00:00')): {'allTopicsWithProb': [(4, 0.6468593),\n",
       "   (9, 0.34829906)], 'label': 'pos', 'maxTopicID': 4, 'topicProb': 0.6468593},\n",
       " (68171,\n",
       "  Timestamp('2012-03-10 00:00:00')): {'allTopicsWithProb': [(1,\n",
       "    0.8962962)], 'label': 'neu', 'maxTopicID': 1, 'topicProb': 0.8962962},\n",
       " (68239,\n",
       "  Timestamp('2012-03-11 00:00:00')): {'allTopicsWithProb': [(2, 0.20725904),\n",
       "   (6, 0.01801304),\n",
       "   (7, 0.11795993),\n",
       "   (9, 0.37101033),\n",
       "   (10, 0.088592015),\n",
       "   (11, 0.09238641),\n",
       "   (14,\n",
       "    0.10365164)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.37101033},\n",
       " (68239,\n",
       "  Timestamp('2012-03-12 00:00:00')): {'allTopicsWithProb': [(2, 0.20725706),\n",
       "   (6, 0.017615965),\n",
       "   (7, 0.1188577),\n",
       "   (9, 0.37128648),\n",
       "   (10, 0.088496074),\n",
       "   (11, 0.09057132),\n",
       "   (14,\n",
       "    0.10478787)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.37128648},\n",
       " (68779,\n",
       "  Timestamp('2012-03-14 00:00:00')): {'allTopicsWithProb': [(7, 0.08117639),\n",
       "   (9, 0.12578079),\n",
       "   (10, 0.034821443),\n",
       "   (14, 0.7507384)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.7507384},\n",
       " (75018,\n",
       "  Timestamp('2012-04-02 00:00:00')): {'allTopicsWithProb': [(7, 0.13500424),\n",
       "   (9, 0.4901053),\n",
       "   (11, 0.106197864),\n",
       "   (14, 0.2664362)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4901053},\n",
       " (75018,\n",
       "  Timestamp('2012-04-07 00:00:00')): {'allTopicsWithProb': [(7, 0.1341244),\n",
       "   (9, 0.49047148),\n",
       "   (11, 0.10676848),\n",
       "   (14,\n",
       "    0.26637918)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.49047148},\n",
       " (75018,\n",
       "  Timestamp('2012-04-10 00:00:00')): {'allTopicsWithProb': [(7, 0.13442034),\n",
       "   (9, 0.49039507),\n",
       "   (11, 0.10660707),\n",
       "   (14,\n",
       "    0.26632112)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.49039507},\n",
       " (75018,\n",
       "  Timestamp('2012-04-12 00:00:00')): {'allTopicsWithProb': [(7, 0.13535383),\n",
       "   (9, 0.4899808),\n",
       "   (11, 0.10595925),\n",
       "   (14, 0.2664497)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.4899808},\n",
       " (75018,\n",
       "  Timestamp('2012-04-20 00:00:00')): {'allTopicsWithProb': [(7, 0.13567445),\n",
       "   (9, 0.48984107),\n",
       "   (11, 0.105752975),\n",
       "   (14,\n",
       "    0.26647508)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.48984107},\n",
       " (75018,\n",
       "  Timestamp('2012-04-21 00:00:00')): {'allTopicsWithProb': [(7, 0.13527508),\n",
       "   (9, 0.49002606),\n",
       "   (11, 0.106014356),\n",
       "   (14,\n",
       "    0.26642808)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.49002606},\n",
       " (75070,\n",
       "  Timestamp('2012-04-02 00:00:00')): {'allTopicsWithProb': [(8, 0.51261866),\n",
       "   (9, 0.37791502),\n",
       "   (10,\n",
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       " (76165,\n",
       "  Timestamp('2012-04-10 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.9977068)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9977068},\n",
       " (76165,\n",
       "  Timestamp('2012-04-11 00:00:00')): {'allTopicsWithProb': [(10,\n",
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       " (76165,\n",
       "  Timestamp('2012-04-12 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.9977068)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9977068},\n",
       " (76470,\n",
       "  Timestamp('2012-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.84342974),\n",
       "   (12,\n",
       "    0.15362239)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.84342974},\n",
       " (76470,\n",
       "  Timestamp('2012-04-13 00:00:00')): {'allTopicsWithProb': [(9, 0.84343326),\n",
       "   (12,\n",
       "    0.15361889)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.84343326},\n",
       " (80755,\n",
       "  Timestamp('2012-05-10 00:00:00')): {'allTopicsWithProb': [(2, 0.37064785),\n",
       "   (6, 0.09913473),\n",
       "   (9, 0.526581)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.526581},\n",
       " (80755,\n",
       "  Timestamp('2012-05-11 00:00:00')): {'allTopicsWithProb': [(2, 0.37064782),\n",
       "   (6, 0.09913378),\n",
       "   (9, 0.526582)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.526582},\n",
       " (80755,\n",
       "  Timestamp('2012-05-12 00:00:00')): {'allTopicsWithProb': [(2, 0.37064916),\n",
       "   (6, 0.09912651),\n",
       "   (9, 0.52658796)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.52658796},\n",
       " (81041,\n",
       "  Timestamp('2012-05-11 00:00:00')): {'allTopicsWithProb': [(2, 0.12345685),\n",
       "   (9, 0.81463826)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.81463826},\n",
       " (82056,\n",
       "  Timestamp('2012-05-16 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.9760683)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9760683},\n",
       " (82537,\n",
       "  Timestamp('2012-05-19 00:00:00')): {'allTopicsWithProb': [(6, 0.28655586),\n",
       "   (9, 0.38724175),\n",
       "   (10, 0.3221415)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.38724175},\n",
       " (82537,\n",
       "  Timestamp('2012-05-20 00:00:00')): {'allTopicsWithProb': [(6, 0.28651625),\n",
       "   (9, 0.3873903),\n",
       "   (10, 0.3220325)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.3873903},\n",
       " (82537,\n",
       "  Timestamp('2012-05-21 00:00:00')): {'allTopicsWithProb': [(6, 0.28652692),\n",
       "   (9, 0.38735017),\n",
       "   (10, 0.322062)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.38735017},\n",
       " (82537,\n",
       "  Timestamp('2012-05-22 00:00:00')): {'allTopicsWithProb': [(6, 0.28652036),\n",
       "   (9, 0.38737443),\n",
       "   (10, 0.3220443)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.38737443},\n",
       " (82537,\n",
       "  Timestamp('2012-06-03 00:00:00')): {'allTopicsWithProb': [(6, 0.2865244),\n",
       "   (9, 0.3873602),\n",
       "   (10, 0.3220545)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.3873602},\n",
       " (87321,\n",
       "  Timestamp('2012-06-13 00:00:00')): {'allTopicsWithProb': [(12, 0.83415693),\n",
       "   (14,\n",
       "    0.15514347)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.83415693},\n",
       " (87826,\n",
       "  Timestamp('2012-06-15 00:00:00')): {'allTopicsWithProb': [(8, 0.29467654),\n",
       "   (9, 0.2533804),\n",
       "   (10, 0.24527912),\n",
       "   (14,\n",
       "    0.20284447)], 'label': 'pos', 'maxTopicID': 8, 'topicProb': 0.29467654},\n",
       " (87826,\n",
       "  Timestamp('2012-06-16 00:00:00')): {'allTopicsWithProb': [(8, 0.29467222),\n",
       "   (9, 0.2534227),\n",
       "   (10, 0.24524419),\n",
       "   (14, 0.2028414)], 'label': 'pos', 'maxTopicID': 8, 'topicProb': 0.29467222},\n",
       " (88045,\n",
       "  Timestamp('2012-06-16 00:00:00')): {'allTopicsWithProb': [(0, 0.010519963),\n",
       "   (3, 0.07703534),\n",
       "   (9, 0.13936616),\n",
       "   (10, 0.06491905),\n",
       "   (14, 0.7039132)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7039132},\n",
       " (88045,\n",
       "  Timestamp('2012-06-17 00:00:00')): {'allTopicsWithProb': [(0, 0.011425098),\n",
       "   (3, 0.07708746),\n",
       "   (9, 0.13945396),\n",
       "   (10, 0.06498584),\n",
       "   (14,\n",
       "    0.70280135)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.70280135},\n",
       " (88045,\n",
       "  Timestamp('2012-06-21 00:00:00')): {'allTopicsWithProb': [(0, 0.011226512),\n",
       "   (3, 0.077076994),\n",
       "   (9, 0.1394697),\n",
       "   (10, 0.064967684),\n",
       "   (14, 0.7030128)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7030128},\n",
       " (92782,\n",
       "  Timestamp('2012-07-11 00:00:00')): {'allTopicsWithProb': [(9, 0.28391948),\n",
       "   (12, 0.7137632)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.7137632},\n",
       " (92782,\n",
       "  Timestamp('2012-07-12 00:00:00')): {'allTopicsWithProb': [(9, 0.28395525),\n",
       "   (12, 0.7137275)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.7137275},\n",
       " (92782,\n",
       "  Timestamp('2012-07-13 00:00:00')): {'allTopicsWithProb': [(9, 0.28388008),\n",
       "   (12, 0.7138026)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.7138026},\n",
       " (93746,\n",
       "  Timestamp('2012-07-17 00:00:00')): {'allTopicsWithProb': [(9, 0.37895074),\n",
       "   (11, 0.06878666),\n",
       "   (12, 0.36340323),\n",
       "   (14,\n",
       "    0.18826035)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.37895074},\n",
       " (93746,\n",
       "  Timestamp('2012-07-18 00:00:00')): {'allTopicsWithProb': [(9, 0.38090712),\n",
       "   (11, 0.0627113),\n",
       "   (12, 0.36397132),\n",
       "   (14, 0.1898989)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.38090712},\n",
       " (93746,\n",
       "  Timestamp('2012-07-19 00:00:00')): {'allTopicsWithProb': [(9, 0.37918308),\n",
       "   (11, 0.06767493),\n",
       "   (12, 0.3635226),\n",
       "   (14,\n",
       "    0.18867907)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.37918308},\n",
       " (96139,\n",
       "  Timestamp('2012-07-28 00:00:00')): {'allTopicsWithProb': [(0, 0.17348479),\n",
       "   (7, 0.04121033),\n",
       "   (10, 0.066060185),\n",
       "   (14, 0.7106306)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.7106306},\n",
       " (97766,\n",
       "  Timestamp('2012-08-02 00:00:00')): {'allTopicsWithProb': [(1, 0.53192633),\n",
       "   (9, 0.38535973),\n",
       "   (10, 0.022605335),\n",
       "   (14,\n",
       "    0.058524664)], 'label': 'neg', 'maxTopicID': 1, 'topicProb': 0.53192633},\n",
       " (97766,\n",
       "  Timestamp('2012-08-03 00:00:00')): {'allTopicsWithProb': [(1, 0.5317795),\n",
       "   (9, 0.38373712),\n",
       "   (10, 0.0220823),\n",
       "   (14,\n",
       "    0.060798254)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.5317795},\n",
       " (97766,\n",
       "  Timestamp('2012-08-04 00:00:00')): {'allTopicsWithProb': [(1, 0.5316441),\n",
       "   (9, 0.3844008),\n",
       "   (10, 0.022101788),\n",
       "   (14,\n",
       "    0.060269423)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.5316441},\n",
       " (97766,\n",
       "  Timestamp('2012-08-05 00:00:00')): {'allTopicsWithProb': [(1, 0.5311161),\n",
       "   (9, 0.38363886),\n",
       "   (10, 0.021466034),\n",
       "   (14, 0.06219511)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.5311161},\n",
       " (97766,\n",
       "  Timestamp('2012-08-06 00:00:00')): {'allTopicsWithProb': [(1, 0.5312179),\n",
       "   (9, 0.3810571),\n",
       "   (10, 0.021358283),\n",
       "   (14, 0.06467957)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.5312179},\n",
       " (97766,\n",
       "  Timestamp('2012-08-11 00:00:00')): {'allTopicsWithProb': [(1, 0.5312931),\n",
       "   (9, 0.38324088),\n",
       "   (10, 0.021883586),\n",
       "   (14,\n",
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       " (98704,\n",
       "  Timestamp('2012-08-05 00:00:00')): {'allTopicsWithProb': [(7, 0.20567812),\n",
       "   (9, 0.07382075),\n",
       "   (14, 0.7192108)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7192108},\n",
       " (99569,\n",
       "  Timestamp('2012-08-09 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.99583334)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.99583334},\n",
       " (99569,\n",
       "  Timestamp('2012-08-10 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.99583334)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.99583334},\n",
       " (99569,\n",
       "  Timestamp('2012-08-12 00:00:00')): {'allTopicsWithProb': [(9,\n",
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       " (99569,\n",
       "  Timestamp('2012-08-13 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.99583334)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.99583334},\n",
       " (99569,\n",
       "  Timestamp('2012-08-14 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.99583334)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.99583334},\n",
       " (99569,\n",
       "  Timestamp('2012-08-15 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.99583334)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.99583334},\n",
       " (100894,\n",
       "  Timestamp('2012-08-15 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.99858797)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.99858797},\n",
       " (100894,\n",
       "  Timestamp('2012-08-16 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.99858797)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.99858797},\n",
       " (100894,\n",
       "  Timestamp('2012-08-17 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.99858797)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.99858797},\n",
       " (100988,\n",
       "  Timestamp('2012-08-16 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.96266663)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.96266663},\n",
       " (101465,\n",
       "  Timestamp('2012-08-18 00:00:00')): {'allTopicsWithProb': [(5, 0.18561214),\n",
       "   (9, 0.6964238),\n",
       "   (12, 0.08939257)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.6964238},\n",
       " (101672,\n",
       "  Timestamp('2012-08-19 00:00:00')): {'allTopicsWithProb': [(10, 0.3418468),\n",
       "   (14, 0.6517806)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6517806},\n",
       " (101716,\n",
       "  Timestamp('2012-08-19 00:00:00')): {'allTopicsWithProb': [(7, 0.11057811),\n",
       "   (9, 0.8027249),\n",
       "   (11, 0.02476695),\n",
       "   (14,\n",
       "    0.060411733)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8027249},\n",
       " (101852,\n",
       "  Timestamp('2012-08-19 00:00:00')): {'allTopicsWithProb': [(5,\n",
       "    0.9846994)], 'label': 'pos', 'maxTopicID': 5, 'topicProb': 0.9846994},\n",
       " (102824,\n",
       "  Timestamp('2012-08-23 00:00:00')): {'allTopicsWithProb': [(8, 0.37856048),\n",
       "   (9, 0.49122387),\n",
       "   (14,\n",
       "    0.12441858)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.49122387},\n",
       " (102824,\n",
       "  Timestamp('2012-08-24 00:00:00')): {'allTopicsWithProb': [(8, 0.37856048),\n",
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       "   (14,\n",
       "    0.12441485)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.49122757},\n",
       " (116935,\n",
       "  Timestamp('2012-10-07 00:00:00')): {'allTopicsWithProb': [(7, 0.3762044),\n",
       "   (9, 0.12546927),\n",
       "   (12,\n",
       "    0.48620507)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.48620507},\n",
       " (121639,\n",
       "  Timestamp('2012-11-01 00:00:00')): {'allTopicsWithProb': [(5, 0.44527107),\n",
       "   (14, 0.5475067)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5475067},\n",
       " (121639,\n",
       "  Timestamp('2012-11-02 00:00:00')): {'allTopicsWithProb': [(5, 0.44527733),\n",
       "   (14,\n",
       "    0.54750043)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.54750043},\n",
       " (127612,\n",
       "  Timestamp('2012-11-25 00:00:00')): {'allTopicsWithProb': [(2, 0.21325599),\n",
       "   (9, 0.7841799)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7841799},\n",
       " (127612,\n",
       "  Timestamp('2012-11-26 00:00:00')): {'allTopicsWithProb': [(2, 0.21326384),\n",
       "   (9, 0.78417206)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.78417206},\n",
       " (127844,\n",
       "  Timestamp('2012-11-26 00:00:00')): {'allTopicsWithProb': [(3, 0.3131816),\n",
       "   (8, 0.018512063),\n",
       "   (14, 0.6592957)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6592957},\n",
       " (127844,\n",
       "  Timestamp('2012-11-27 00:00:00')): {'allTopicsWithProb': [(3, 0.3132034),\n",
       "   (8, 0.018273383),\n",
       "   (14, 0.6595112)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.6595112},\n",
       " (127844,\n",
       "  Timestamp('2012-12-07 00:00:00')): {'allTopicsWithProb': [(3, 0.31320825),\n",
       "   (8, 0.018219821),\n",
       "   (14,\n",
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       " (130935,\n",
       "  Timestamp('2012-12-15 00:00:00')): {'allTopicsWithProb': [(5, 0.581618),\n",
       "   (9, 0.41133592)], 'label': 'pos', 'maxTopicID': 5, 'topicProb': 0.581618},\n",
       " (136146,\n",
       "  Timestamp('2013-01-12 00:00:00')): {'allTopicsWithProb': [(7, 0.31005603),\n",
       "   (9, 0.267066),\n",
       "   (13, 0.35261893),\n",
       "   (14,\n",
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       " (136146,\n",
       "  Timestamp('2013-01-13 00:00:00')): {'allTopicsWithProb': [(7, 0.3096466),\n",
       "   (9, 0.2678264),\n",
       "   (13, 0.35274664),\n",
       "   (14,\n",
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       " (136146,\n",
       "  Timestamp('2013-01-14 00:00:00')): {'allTopicsWithProb': [(7, 0.31088236),\n",
       "   (9, 0.2669684),\n",
       "   (13, 0.35263133),\n",
       "   (14,\n",
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       " (136146,\n",
       "  Timestamp('2013-01-15 00:00:00')): {'allTopicsWithProb': [(7, 0.3123953),\n",
       "   (9, 0.26580796),\n",
       "   (13, 0.35255632),\n",
       "   (14,\n",
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       " (136146,\n",
       "  Timestamp('2013-01-17 00:00:00')): {'allTopicsWithProb': [(7, 0.31009385),\n",
       "   (9, 0.2677228),\n",
       "   (13, 0.35277572),\n",
       "   (14,\n",
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       " (137046,\n",
       "  Timestamp('2013-01-17 00:00:00')): {'allTopicsWithProb': [(1, 0.26769084),\n",
       "   (9, 0.014006838),\n",
       "   (11, 0.57187283),\n",
       "   (14,\n",
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       " (137046,\n",
       "  Timestamp('2013-01-18 00:00:00')): {'allTopicsWithProb': [(1, 0.26764297),\n",
       "   (9, 0.014205907),\n",
       "   (11, 0.5715654),\n",
       "   (14,\n",
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       " (137212,\n",
       "  Timestamp('2013-01-18 00:00:00')): {'allTopicsWithProb': [(1, 0.32600653),\n",
       "   (6, 0.04977906),\n",
       "   (7, 0.22714494),\n",
       "   (9, 0.16624935),\n",
       "   (11,\n",
       "    0.22814275)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.32600653},\n",
       " (137212,\n",
       "  Timestamp('2013-01-21 00:00:00')): {'allTopicsWithProb': [(1, 0.32528484),\n",
       "   (6, 0.05368029),\n",
       "   (7, 0.2247059),\n",
       "   (9, 0.17128667),\n",
       "   (11,\n",
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       " (137212,\n",
       "  Timestamp('2013-01-22 00:00:00')): {'allTopicsWithProb': [(1, 0.32560086),\n",
       "   (6, 0.05468894),\n",
       "   (7, 0.22934845),\n",
       "   (9, 0.17514491),\n",
       "   (11,\n",
       "    0.21253943)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.32560086},\n",
       " (137212,\n",
       "  Timestamp('2013-01-24 00:00:00')): {'allTopicsWithProb': [(1, 0.3258048),\n",
       "   (6, 0.052234765),\n",
       "   (7, 0.22804204),\n",
       "   (9, 0.17017044),\n",
       "   (11, 0.22107056)], 'label': 'neu', 'maxTopicID': 1, 'topicProb': 0.3258048},\n",
       " (137212,\n",
       "  Timestamp('2013-01-25 00:00:00')): {'allTopicsWithProb': [(1, 0.3257825),\n",
       "   (6, 0.051446903),\n",
       "   (7, 0.22731079),\n",
       "   (9, 0.1693816),\n",
       "   (11, 0.2234008)], 'label': 'neu', 'maxTopicID': 1, 'topicProb': 0.3257825},\n",
       " (137212,\n",
       "  Timestamp('2013-01-30 00:00:00')): {'allTopicsWithProb': [(1, 0.3252054),\n",
       "   (6, 0.05526924),\n",
       "   (7, 0.22640444),\n",
       "   (9, 0.17533165),\n",
       "   (11, 0.21511193)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.3252054},\n",
       " (137212,\n",
       "  Timestamp('2013-02-06 00:00:00')): {'allTopicsWithProb': [(1, 0.32524773),\n",
       "   (6, 0.054885156),\n",
       "   (7, 0.22635528),\n",
       "   (9, 0.17468825),\n",
       "   (11,\n",
       "    0.21614622)], 'label': 'neu', 'maxTopicID': 1, 'topicProb': 0.32524773},\n",
       " (137212,\n",
       "  Timestamp('2013-04-07 00:00:00')): {'allTopicsWithProb': [(1, 0.32614374),\n",
       "   (6, 0.050474174),\n",
       "   (7, 0.22874245),\n",
       "   (9, 0.16694783),\n",
       "   (11,\n",
       "    0.22501445)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.32614374},\n",
       " (137212,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(1, 0.32613605),\n",
       "   (6, 0.051823583),\n",
       "   (7, 0.23055269),\n",
       "   (9, 0.17011823),\n",
       "   (11, 0.2186921)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.32613605},\n",
       " (137212,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(1, 0.32507128),\n",
       "   (6, 0.054631136),\n",
       "   (7, 0.22436899),\n",
       "   (9, 0.17365852),\n",
       "   (11, 0.2195927)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.32507128},\n",
       " (137666,\n",
       "  Timestamp('2013-01-21 00:00:00')): {'allTopicsWithProb': [(1, 0.31037998),\n",
       "   (3, 0.02934352),\n",
       "   (9, 0.32592177),\n",
       "   (11, 0.21742783),\n",
       "   (14,\n",
       "    0.11092089)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.32592177},\n",
       " (137666,\n",
       "  Timestamp('2013-01-22 00:00:00')): {'allTopicsWithProb': [(1, 0.3100481),\n",
       "   (3, 0.02870767),\n",
       "   (9, 0.32561234),\n",
       "   (11, 0.20940034),\n",
       "   (14,\n",
       "    0.12022555)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.32561234},\n",
       " (137666,\n",
       "  Timestamp('2013-01-23 00:00:00')): {'allTopicsWithProb': [(1, 0.31034043),\n",
       "   (3, 0.02955439),\n",
       "   (9, 0.32491735),\n",
       "   (11, 0.22063468),\n",
       "   (14,\n",
       "    0.108547114)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.32491735},\n",
       " (137666,\n",
       "  Timestamp('2013-01-24 00:00:00')): {'allTopicsWithProb': [(1, 0.31004733),\n",
       "   (3, 0.028904308),\n",
       "   (9, 0.32501027),\n",
       "   (11, 0.21218725),\n",
       "   (14,\n",
       "    0.11784481)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.32501027},\n",
       " (137719,\n",
       "  Timestamp('2013-01-21 00:00:00')): {'allTopicsWithProb': [(9, 0.62219745),\n",
       "   (14,\n",
       "    0.37026635)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.62219745},\n",
       " (137719,\n",
       "  Timestamp('2013-01-22 00:00:00')): {'allTopicsWithProb': [(9, 0.6220765),\n",
       "   (14, 0.37038732)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6220765},\n",
       " (138682,\n",
       "  Timestamp('2013-01-24 00:00:00')): {'allTopicsWithProb': [(9, 0.8786196),\n",
       "   (14,\n",
       "    0.105904154)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8786196},\n",
       " (138728,\n",
       "  Timestamp('2013-01-25 00:00:00')): {'allTopicsWithProb': [(9, 0.8688096),\n",
       "   (11, 0.12590586)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.8688096},\n",
       " (138804,\n",
       "  Timestamp('2013-01-25 00:00:00')): {'allTopicsWithProb': [(9, 0.53323895),\n",
       "   (11, 0.16567439),\n",
       "   (14,\n",
       "    0.30017447)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.53323895},\n",
       " (138804,\n",
       "  Timestamp('2013-01-26 00:00:00')): {'allTopicsWithProb': [(9, 0.5343132),\n",
       "   (11, 0.16424976),\n",
       "   (14, 0.3005248)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5343132},\n",
       " (139379,\n",
       "  Timestamp('2013-01-27 00:00:00')): {'allTopicsWithProb': [(11, 0.19326904),\n",
       "   (14,\n",
       "    0.79204166)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.79204166},\n",
       " (139379,\n",
       "  Timestamp('2013-01-28 00:00:00')): {'allTopicsWithProb': [(11, 0.19323844),\n",
       "   (14, 0.7920723)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7920723},\n",
       " (140076,\n",
       "  Timestamp('2013-01-30 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.97723573)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.97723573},\n",
       " (140076,\n",
       "  Timestamp('2013-01-31 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.97723573)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.97723573},\n",
       " (141108,\n",
       "  Timestamp('2013-02-04 00:00:00')): {'allTopicsWithProb': [(9, 0.4180444),\n",
       "   (12,\n",
       "    0.57753384)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.57753384},\n",
       " (141108,\n",
       "  Timestamp('2013-02-05 00:00:00')): {'allTopicsWithProb': [(9, 0.41804513),\n",
       "   (12, 0.5775331)], 'label': 'neu', 'maxTopicID': 12, 'topicProb': 0.5775331},\n",
       " (142183,\n",
       "  Timestamp('2013-02-09 00:00:00')): {'allTopicsWithProb': [(8, 0.14411649),\n",
       "   (9, 0.85192615)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.85192615},\n",
       " (143892,\n",
       "  Timestamp('2013-02-14 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.9941667)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9941667},\n",
       " (144166,\n",
       "  Timestamp('2013-02-15 00:00:00')): {'allTopicsWithProb': [(0, 0.2535875),\n",
       "   (7, 0.054453783),\n",
       "   (9, 0.40578026),\n",
       "   (10, 0.19877054),\n",
       "   (14,\n",
       "    0.08563481)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.40578026},\n",
       " (144166,\n",
       "  Timestamp('2013-02-16 00:00:00')): {'allTopicsWithProb': [(0, 0.25397158),\n",
       "   (7, 0.053535435),\n",
       "   (9, 0.4077694),\n",
       "   (10, 0.19925378),\n",
       "   (14,\n",
       "    0.083696716)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4077694},\n",
       " (144166,\n",
       "  Timestamp('2013-02-17 00:00:00')): {'allTopicsWithProb': [(0, 0.25366724),\n",
       "   (7, 0.05441238),\n",
       "   (9, 0.4060532),\n",
       "   (10, 0.19890621),\n",
       "   (14, 0.08518794)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4060532},\n",
       " (144166,\n",
       "  Timestamp('2013-02-22 00:00:00')): {'allTopicsWithProb': [(0, 0.2537789),\n",
       "   (7, 0.053690247),\n",
       "   (9, 0.40704736),\n",
       "   (10, 0.19895288),\n",
       "   (14,\n",
       "    0.084757596)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.40704736},\n",
       " (144166,\n",
       "  Timestamp('2013-02-28 00:00:00')): {'allTopicsWithProb': [(0, 0.2535646),\n",
       "   (7, 0.054948553),\n",
       "   (9, 0.40524617),\n",
       "   (10, 0.19884273),\n",
       "   (14,\n",
       "    0.08562492)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.40524617},\n",
       " (144783,\n",
       "  Timestamp('2013-02-18 00:00:00')): {'allTopicsWithProb': [(0, 0.31197265),\n",
       "   (6, 0.17150757),\n",
       "   (7, 0.011062829),\n",
       "   (14, 0.5013372)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5013372},\n",
       " (144783,\n",
       "  Timestamp('2013-02-19 00:00:00')): {'allTopicsWithProb': [(0, 0.3108958),\n",
       "   (6, 0.16296391),\n",
       "   (7, 0.029695915),\n",
       "   (14,\n",
       "    0.49232453)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49232453},\n",
       " (144783,\n",
       "  Timestamp('2013-03-01 00:00:00')): {'allTopicsWithProb': [(0, 0.31144312),\n",
       "   (6, 0.16755094),\n",
       "   (7, 0.01987852),\n",
       "   (14, 0.4970076)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4970076},\n",
       " (145750,\n",
       "  Timestamp('2013-02-21 00:00:00')): {'allTopicsWithProb': [(7, 0.13416615),\n",
       "   (10, 0.221733),\n",
       "   (14, 0.6376492)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6376492},\n",
       " (145750,\n",
       "  Timestamp('2013-02-22 00:00:00')): {'allTopicsWithProb': [(7, 0.13395078),\n",
       "   (10, 0.22186728),\n",
       "   (14,\n",
       "    0.63773036)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.63773036},\n",
       " (145760,\n",
       "  Timestamp('2013-02-21 00:00:00')): {'allTopicsWithProb': [(12, 0.24538362),\n",
       "   (14, 0.711283)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.711283},\n",
       " (145879,\n",
       "  Timestamp('2013-02-22 00:00:00')): {'allTopicsWithProb': [(1, 0.50335544),\n",
       "   (6, 0.074173726),\n",
       "   (11, 0.4168764)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.50335544},\n",
       " (145879,\n",
       "  Timestamp('2013-02-23 00:00:00')): {'allTopicsWithProb': [(1, 0.5032735),\n",
       "   (6, 0.07346258),\n",
       "   (11, 0.41766953)], 'label': 'pos', 'maxTopicID': 1, 'topicProb': 0.5032735},\n",
       " (145904,\n",
       "  Timestamp('2013-02-22 00:00:00')): {'allTopicsWithProb': [(6, 0.060266636),\n",
       "   (7, 0.09194961),\n",
       "   (9, 0.4925729),\n",
       "   (11, 0.2742373),\n",
       "   (12, 0.07956705)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4925729},\n",
       " (145904,\n",
       "  Timestamp('2013-02-23 00:00:00')): {'allTopicsWithProb': [(6, 0.06005326),\n",
       "   (7, 0.09343992),\n",
       "   (9, 0.492125),\n",
       "   (11, 0.27335605),\n",
       "   (12, 0.079619296)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.492125},\n",
       " (146584,\n",
       "  Timestamp('2013-02-24 00:00:00')): {'allTopicsWithProb': [(9, 0.21257505),\n",
       "   (11, 0.7020211),\n",
       "   (14,\n",
       "    0.079921134)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.7020211},\n",
       " (146584,\n",
       "  Timestamp('2013-02-25 00:00:00')): {'allTopicsWithProb': [(9, 0.21338725),\n",
       "   (11, 0.70392126),\n",
       "   (14,\n",
       "    0.07901103)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.70392126},\n",
       " (146584,\n",
       "  Timestamp('2013-02-26 00:00:00')): {'allTopicsWithProb': [(9, 0.2129653),\n",
       "   (11, 0.7030495),\n",
       "   (14,\n",
       "    0.07956325)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.7030495},\n",
       " (149248,\n",
       "  Timestamp('2013-03-05 00:00:00')): {'allTopicsWithProb': [(0, 0.022222245),\n",
       "   (1, 0.022222223),\n",
       "   (2, 0.022222225),\n",
       "   (3, 0.022222223),\n",
       "   (4, 0.022222226),\n",
       "   (5, 0.022222225),\n",
       "   (6, 0.02222224),\n",
       "   (7, 0.022222282),\n",
       "   (8, 0.68888867),\n",
       "   (9, 0.022222232),\n",
       "   (10, 0.022222238),\n",
       "   (11, 0.022222254),\n",
       "   (12, 0.02222224),\n",
       "   (13, 0.022222223),\n",
       "   (14,\n",
       "    0.022222234)], 'label': 'pos', 'maxTopicID': 8, 'topicProb': 0.68888867},\n",
       " (149249,\n",
       "  Timestamp('2013-03-05 00:00:00')): {'allTopicsWithProb': [(5, 0.23586622),\n",
       "   (11,\n",
       "    0.72946703)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.72946703},\n",
       " (152098,\n",
       "  Timestamp('2013-03-12 00:00:00')): {'allTopicsWithProb': [(10, 0.14187667),\n",
       "   (11, 0.39822784),\n",
       "   (14,\n",
       "    0.45643228)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.45643228},\n",
       " (152098,\n",
       "  Timestamp('2013-03-13 00:00:00')): {'allTopicsWithProb': [(10, 0.14173557),\n",
       "   (11, 0.3979597),\n",
       "   (14, 0.4568415)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4568415},\n",
       " (152363,\n",
       "  Timestamp('2013-03-12 00:00:00')): {'allTopicsWithProb': [(8, 0.07977419),\n",
       "   (10, 0.06038767),\n",
       "   (14,\n",
       "    0.85922325)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.85922325},\n",
       " (152363,\n",
       "  Timestamp('2013-03-13 00:00:00')): {'allTopicsWithProb': [(8, 0.07977472),\n",
       "   (10, 0.060386967),\n",
       "   (14, 0.8592234)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.8592234},\n",
       " (152546,\n",
       "  Timestamp('2013-03-13 00:00:00')): {'allTopicsWithProb': [(0, 0.1445806),\n",
       "   (8, 0.12858218),\n",
       "   (9, 0.38930044),\n",
       "   (14,\n",
       "    0.32837006)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.38930044},\n",
       " (152546,\n",
       "  Timestamp('2013-03-14 00:00:00')): {'allTopicsWithProb': [(0, 0.14457968),\n",
       "   (8, 0.12858707),\n",
       "   (9, 0.38927495),\n",
       "   (14, 0.3283916)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.38927495},\n",
       " (152546,\n",
       "  Timestamp('2013-03-15 00:00:00')): {'allTopicsWithProb': [(0, 0.14458482),\n",
       "   (8, 0.12859057),\n",
       "   (9, 0.3892853),\n",
       "   (14, 0.3283726)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.3892853},\n",
       " (152546,\n",
       "  Timestamp('2013-03-16 00:00:00')): {'allTopicsWithProb': [(0, 0.14467226),\n",
       "   (8, 0.12867525),\n",
       "   (9, 0.38947833),\n",
       "   (14,\n",
       "    0.32800746)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.38947833},\n",
       " (154295,\n",
       "  Timestamp('2013-03-17 00:00:00')): {'allTopicsWithProb': [(0, 0.12413086),\n",
       "   (7, 0.037070252),\n",
       "   (8, 0.029194737),\n",
       "   (9, 0.5905155),\n",
       "   (11, 0.19008803),\n",
       "   (14,\n",
       "    0.027833303)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5905155},\n",
       " (154295,\n",
       "  Timestamp('2013-03-18 00:00:00')): {'allTopicsWithProb': [(0, 0.12472628),\n",
       "   (7, 0.03379376),\n",
       "   (8, 0.029203776),\n",
       "   (9, 0.5906001),\n",
       "   (11, 0.19597812),\n",
       "   (14,\n",
       "    0.024530716)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5906001},\n",
       " (154295,\n",
       "  Timestamp('2013-03-19 00:00:00')): {'allTopicsWithProb': [(0, 0.12449668),\n",
       "   (7, 0.033782724),\n",
       "   (8, 0.029261328),\n",
       "   (9, 0.5907237),\n",
       "   (11, 0.1951429),\n",
       "   (14,\n",
       "    0.025425332)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5907237},\n",
       " (154909,\n",
       "  Timestamp('2013-03-19 00:00:00')): {'allTopicsWithProb': [(2, 0.67863065),\n",
       "   (9, 0.30981377)], 'label': 'neg', 'maxTopicID': 2, 'topicProb': 0.67863065},\n",
       " (154914,\n",
       "  Timestamp('2013-03-19 00:00:00')): {'allTopicsWithProb': [(7, 0.0721327),\n",
       "   (9, 0.2160229),\n",
       "   (10, 0.58345366),\n",
       "   (14,\n",
       "    0.12591855)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.58345366},\n",
       " (154914,\n",
       "  Timestamp('2013-03-20 00:00:00')): {'allTopicsWithProb': [(7, 0.074439265),\n",
       "   (9, 0.2151475),\n",
       "   (10, 0.5824202),\n",
       "   (14,\n",
       "    0.12669516)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.5824202},\n",
       " (154914,\n",
       "  Timestamp('2013-03-21 00:00:00')): {'allTopicsWithProb': [(7, 0.075690866),\n",
       "   (9, 0.21348087),\n",
       "   (10, 0.5818555),\n",
       "   (14,\n",
       "    0.12767482)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.5818555},\n",
       " (155202,\n",
       "  Timestamp('2013-03-20 00:00:00')): {'allTopicsWithProb': [(9, 0.33458045),\n",
       "   (11, 0.36653158),\n",
       "   (14,\n",
       "    0.29625636)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.36653158},\n",
       " (155202,\n",
       "  Timestamp('2013-03-22 00:00:00')): {'allTopicsWithProb': [(9, 0.3345878),\n",
       "   (11, 0.36653125),\n",
       "   (14,\n",
       "    0.29624936)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.36653125},\n",
       " (155202,\n",
       "  Timestamp('2013-03-23 00:00:00')): {'allTopicsWithProb': [(9, 0.33459437),\n",
       "   (11, 0.36654207),\n",
       "   (14,\n",
       "    0.29623196)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.36654207},\n",
       " (155285,\n",
       "  Timestamp('2013-03-20 00:00:00')): {'allTopicsWithProb': [(6, 0.30244198),\n",
       "   (14, 0.5892246)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5892246},\n",
       " (155411,\n",
       "  Timestamp('2013-03-20 00:00:00')): {'allTopicsWithProb': [(7, 0.20568393),\n",
       "   (8, 0.13557799),\n",
       "   (9, 0.38378206),\n",
       "   (14,\n",
       "    0.26517826)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.38378206},\n",
       " (155581,\n",
       "  Timestamp('2013-03-20 00:00:00')): {'allTopicsWithProb': [(10, 0.1815712),\n",
       "   (11, 0.24844822),\n",
       "   (14, 0.5583863)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5583863},\n",
       " (155911,\n",
       "  Timestamp('2013-03-21 00:00:00')): {'allTopicsWithProb': [(7, 0.13823462),\n",
       "   (9, 0.47546482),\n",
       "   (14,\n",
       "    0.38453063)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.47546482},\n",
       " (155929,\n",
       "  Timestamp('2013-03-21 00:00:00')): {'allTopicsWithProb': [(5, 0.030452697),\n",
       "   (7, 0.17283979),\n",
       "   (8, 0.010896146),\n",
       "   (9, 0.7821629)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.7821629},\n",
       " (156037,\n",
       "  Timestamp('2013-03-21 00:00:00')): {'allTopicsWithProb': [(7, 0.1838519),\n",
       "   (9, 0.04721852),\n",
       "   (12,\n",
       "    0.76329577)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.76329577},\n",
       " (156037,\n",
       "  Timestamp('2013-03-22 00:00:00')): {'allTopicsWithProb': [(7, 0.1750939),\n",
       "   (9, 0.06340293),\n",
       "   (12, 0.7558694)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.7558694},\n",
       " (156040,\n",
       "  Timestamp('2013-03-21 00:00:00')): {'allTopicsWithProb': [(8,\n",
       "    0.8962962)], 'label': 'pos', 'maxTopicID': 8, 'topicProb': 0.8962962},\n",
       " (156235,\n",
       "  Timestamp('2013-03-22 00:00:00')): {'allTopicsWithProb': [(10, 0.793506),\n",
       "   (13, 0.17941062)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.793506},\n",
       " (156329,\n",
       "  Timestamp('2013-03-22 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.9858475)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9858475},\n",
       " (156329,\n",
       "  Timestamp('2013-03-23 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.98570836)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.98570836},\n",
       " (156329,\n",
       "  Timestamp('2013-03-26 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.9857506)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9857506},\n",
       " (156329,\n",
       "  Timestamp('2013-07-04 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.98630863)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.98630863},\n",
       " (156561,\n",
       "  Timestamp('2013-03-22 00:00:00')): {'allTopicsWithProb': [(10, 0.58635306),\n",
       "   (11,\n",
       "    0.39394996)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.58635306},\n",
       " (156700,\n",
       "  Timestamp('2013-03-23 00:00:00')): {'allTopicsWithProb': [(7, 0.27592185),\n",
       "   (9, 0.46381733),\n",
       "   (10, 0.10933848),\n",
       "   (14, 0.1411445)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.46381733},\n",
       " (157728,\n",
       "  Timestamp('2013-03-24 00:00:00')): {'allTopicsWithProb': [(9, 0.80634993),\n",
       "   (10,\n",
       "    0.18713374)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.80634993},\n",
       " (157728,\n",
       "  Timestamp('2013-03-25 00:00:00')): {'allTopicsWithProb': [(9, 0.80635726),\n",
       "   (10,\n",
       "    0.18712643)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.80635726},\n",
       " (158085,\n",
       "  Timestamp('2013-03-25 00:00:00')): {'allTopicsWithProb': [(5, 0.092715085),\n",
       "   (14,\n",
       "    0.89152735)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.89152735},\n",
       " (158878,\n",
       "  Timestamp('2013-03-26 00:00:00')): {'allTopicsWithProb': [(6, 0.2999406),\n",
       "   (9, 0.35240543),\n",
       "   (14,\n",
       "    0.34538123)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.35240543},\n",
       " (158878,\n",
       "  Timestamp('2013-03-27 00:00:00')): {'allTopicsWithProb': [(6, 0.29994062),\n",
       "   (9, 0.35240757),\n",
       "   (14,\n",
       "    0.34537905)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.35240757},\n",
       " (159251,\n",
       "  Timestamp('2013-03-27 00:00:00')): {'allTopicsWithProb': [(12, 0.19601795),\n",
       "   (14,\n",
       "    0.80007815)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.80007815},\n",
       " (159293,\n",
       "  Timestamp('2013-03-27 00:00:00')): {'allTopicsWithProb': [(7, 0.02421847),\n",
       "   (9, 0.3854309),\n",
       "   (10, 0.36485717),\n",
       "   (14, 0.22066884)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.3854309},\n",
       " (159295,\n",
       "  Timestamp('2013-03-27 00:00:00')): {'allTopicsWithProb': [(2, 0.305104),\n",
       "   (7, 0.21083012),\n",
       "   (9, 0.46355307)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.46355307},\n",
       " (159460,\n",
       "  Timestamp('2013-03-27 00:00:00')): {'allTopicsWithProb': [(5, 0.019234588),\n",
       "   (6, 0.35364413),\n",
       "   (7, 0.20920576),\n",
       "   (9, 0.33334062),\n",
       "   (11,\n",
       "    0.077084266)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.35364413},\n",
       " (159821,\n",
       "  Timestamp('2013-03-27 00:00:00')): {'allTopicsWithProb': [(7, 0.08273105),\n",
       "   (8, 0.018552307),\n",
       "   (9, 0.5179454),\n",
       "   (11, 0.0102953985),\n",
       "   (14, 0.36877948)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5179454},\n",
       " (159821,\n",
       "  Timestamp('2013-03-28 00:00:00')): {'allTopicsWithProb': [(7, 0.08097869),\n",
       "   (8, 0.020705653),\n",
       "   (9, 0.5168482),\n",
       "   (11, 0.011226627),\n",
       "   (14, 0.3685445)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5168482},\n",
       " (159923,\n",
       "  Timestamp('2013-03-28 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.9555555)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9555555},\n",
       " (159929,\n",
       "  Timestamp('2013-03-28 00:00:00')): {'allTopicsWithProb': [(6, 0.23516864),\n",
       "   (9, 0.11947346),\n",
       "   (14,\n",
       "    0.62182844)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.62182844},\n",
       " (160029,\n",
       "  Timestamp('2013-03-28 00:00:00')): {'allTopicsWithProb': [(10, 0.21320969),\n",
       "   (11, 0.21546668),\n",
       "   (14, 0.5679623)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5679623},\n",
       " (160030,\n",
       "  Timestamp('2013-03-28 00:00:00')): {'allTopicsWithProb': [(2, 0.03374681),\n",
       "   (7, 0.20744747),\n",
       "   (9, 0.75153303)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.75153303},\n",
       " (160167,\n",
       "  Timestamp('2013-03-28 00:00:00')): {'allTopicsWithProb': [(0, 0.026258264),\n",
       "   (6, 0.06679069),\n",
       "   (14,\n",
       "    0.90502334)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.90502334},\n",
       " (160167,\n",
       "  Timestamp('2013-03-29 00:00:00')): {'allTopicsWithProb': [(0, 0.026238075),\n",
       "   (6, 0.06680301),\n",
       "   (14,\n",
       "    0.90503114)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.90503114},\n",
       " (160167,\n",
       "  Timestamp('2013-03-30 00:00:00')): {'allTopicsWithProb': [(0, 0.026258934),\n",
       "   (6, 0.06677828),\n",
       "   (14, 0.9050351)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9050351},\n",
       " (160236,\n",
       "  Timestamp('2013-03-28 00:00:00')): {'allTopicsWithProb': [(0, 0.016666673),\n",
       "   (1, 0.016666671),\n",
       "   (2, 0.016666671),\n",
       "   (3, 0.016666679),\n",
       "   (4, 0.016666673),\n",
       "   (5, 0.016666692),\n",
       "   (6, 0.016666723),\n",
       "   (7, 0.016666727),\n",
       "   (8, 0.7666664),\n",
       "   (9, 0.016666686),\n",
       "   (10, 0.016666679),\n",
       "   (11, 0.0166667),\n",
       "   (12, 0.016666675),\n",
       "   (13, 0.016666671),\n",
       "   (14, 0.01666669)], 'label': 'pos', 'maxTopicID': 8, 'topicProb': 0.7666664},\n",
       " (160462,\n",
       "  Timestamp('2013-03-28 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.9896296)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9896296},\n",
       " (160678,\n",
       "  Timestamp('2013-03-29 00:00:00')): {'allTopicsWithProb': [(13, 0.70633185),\n",
       "   (14,\n",
       "    0.28650564)], 'label': 'pos', 'maxTopicID': 13, 'topicProb': 0.70633185},\n",
       " (160678,\n",
       "  Timestamp('2013-03-30 00:00:00')): {'allTopicsWithProb': [(13, 0.70631874),\n",
       "   (14,\n",
       "    0.28651872)], 'label': 'pos', 'maxTopicID': 13, 'topicProb': 0.70631874},\n",
       " (161031,\n",
       "  Timestamp('2013-03-30 00:00:00')): {'allTopicsWithProb': [(6, 0.10583398),\n",
       "   (7, 0.080869734),\n",
       "   (9, 0.679742),\n",
       "   (10, 0.12926579)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.679742},\n",
       " (161261,\n",
       "  Timestamp('2013-03-30 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.999243)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.999243},\n",
       " (161261,\n",
       "  Timestamp('2013-03-31 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.999243)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.999243},\n",
       " (161675,\n",
       "  Timestamp('2013-03-30 00:00:00')): {'allTopicsWithProb': [(6, 0.06083523),\n",
       "   (7, 0.022696624),\n",
       "   (9, 0.4188045),\n",
       "   (10, 0.30883256),\n",
       "   (14, 0.18760782)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4188045},\n",
       " (161675,\n",
       "  Timestamp('2013-03-31 00:00:00')): {'allTopicsWithProb': [(6, 0.063135736),\n",
       "   (7, 0.018125191),\n",
       "   (9, 0.4227002),\n",
       "   (10, 0.30890325),\n",
       "   (14, 0.18591239)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4227002},\n",
       " (161675,\n",
       "  Timestamp('2013-11-27 00:00:00')): {'allTopicsWithProb': [(6, 0.0597035),\n",
       "   (7, 0.026466114),\n",
       "   (9, 0.41604784),\n",
       "   (10, 0.30903524),\n",
       "   (14, 0.187524)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.41604784},\n",
       " (161675,\n",
       "  Timestamp('2013-11-29 00:00:00')): {'allTopicsWithProb': [(6, 0.061106544),\n",
       "   (7, 0.023594247),\n",
       "   (9, 0.4184097),\n",
       "   (10, 0.3090151),\n",
       "   (14, 0.18665119)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4184097},\n",
       " (161675,\n",
       "  Timestamp('2013-11-30 00:00:00')): {'allTopicsWithProb': [(6, 0.05995269),\n",
       "   (7, 0.025667801),\n",
       "   (9, 0.41667068),\n",
       "   (10, 0.30899775),\n",
       "   (14,\n",
       "    0.18748787)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.41667068},\n",
       " (163907,\n",
       "  Timestamp('2013-04-01 00:00:00')): {'allTopicsWithProb': [(2, 0.17716238),\n",
       "   (7, 0.099525064),\n",
       "   (9, 0.18957764),\n",
       "   (11, 0.091969036),\n",
       "   (14,\n",
       "    0.44015166)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.44015166},\n",
       " (163907,\n",
       "  Timestamp('2013-04-13 00:00:00')): {'allTopicsWithProb': [(2, 0.17714337),\n",
       "   (7, 0.09633318),\n",
       "   (9, 0.19122495),\n",
       "   (11, 0.09481922),\n",
       "   (14,\n",
       "    0.43886507)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.43886507},\n",
       " (163907,\n",
       "  Timestamp('2013-04-14 00:00:00')): {'allTopicsWithProb': [(2, 0.1771542),\n",
       "   (7, 0.09470414),\n",
       "   (9, 0.19005495),\n",
       "   (11, 0.09837832),\n",
       "   (14, 0.4380942)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4380942},\n",
       " (163929,\n",
       "  Timestamp('2013-04-01 00:00:00')): {'allTopicsWithProb': [(6, 0.13416374),\n",
       "   (9, 0.8369473)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8369473},\n",
       " (164013,\n",
       "  Timestamp('2013-04-01 00:00:00')): {'allTopicsWithProb': [(1, 0.20838755),\n",
       "   (9, 0.52167606),\n",
       "   (11,\n",
       "    0.25682157)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.52167606},\n",
       " (164732,\n",
       "  Timestamp('2013-04-02 00:00:00')): {'allTopicsWithProb': [(7, 0.41403994),\n",
       "   (9, 0.5795403)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5795403},\n",
       " (165039,\n",
       "  Timestamp('2013-04-02 00:00:00')): {'allTopicsWithProb': [(7, 0.5904038),\n",
       "   (13, 0.40353563)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.5904038},\n",
       " (165039,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(7, 0.5904015),\n",
       "   (13, 0.40353793)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.5904015},\n",
       " (165122,\n",
       "  Timestamp('2013-04-02 00:00:00')): {'allTopicsWithProb': [(10, 0.6159989),\n",
       "   (11, 0.0566389),\n",
       "   (14, 0.3238379)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.6159989},\n",
       " (165146,\n",
       "  Timestamp('2013-04-02 00:00:00')): {'allTopicsWithProb': [(6, 0.2562639),\n",
       "   (9, 0.016487611),\n",
       "   (11, 0.12707669),\n",
       "   (14,\n",
       "    0.59784377)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.59784377},\n",
       " (165146,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(6, 0.25743017),\n",
       "   (9, 0.023363741),\n",
       "   (11, 0.11959002),\n",
       "   (14, 0.597288)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.597288},\n",
       " (165461,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(9, 0.1927803),\n",
       "   (14, 0.7783308)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7783308},\n",
       " (165491,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(9, 0.7361633),\n",
       "   (11, 0.25701252)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7361633},\n",
       " (165532,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(9, 0.17203803),\n",
       "   (11, 0.03310759),\n",
       "   (13, 0.50529003),\n",
       "   (14,\n",
       "    0.28360227)], 'label': 'pos', 'maxTopicID': 13, 'topicProb': 0.50529003},\n",
       " (165564,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(9, 0.5520525),\n",
       "   (11, 0.2522995),\n",
       "   (14, 0.18274474)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5520525},\n",
       " (166038,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(6, 0.08137232),\n",
       "   (9, 0.01728455),\n",
       "   (11, 0.42698598),\n",
       "   (14,\n",
       "    0.47419554)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.47419554},\n",
       " (166038,\n",
       "  Timestamp('2013-04-04 00:00:00')): {'allTopicsWithProb': [(6, 0.08134439),\n",
       "   (9, 0.017372617),\n",
       "   (11, 0.42697194),\n",
       "   (14, 0.4741495)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4741495},\n",
       " (166038,\n",
       "  Timestamp('2013-04-05 00:00:00')): {'allTopicsWithProb': [(6, 0.081395805),\n",
       "   (9, 0.017655665),\n",
       "   (11, 0.42678013),\n",
       "   (14, 0.4740068)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4740068},\n",
       " (166038,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(6, 0.081320666),\n",
       "   (9, 0.017220037),\n",
       "   (11, 0.42705572),\n",
       "   (14,\n",
       "    0.47424203)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.47424203},\n",
       " (166038,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(6, 0.08135751),\n",
       "   (9, 0.017352458),\n",
       "   (11, 0.42695773),\n",
       "   (14,\n",
       "    0.47417066)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.47417066},\n",
       " (166397,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(6, 0.050954364),\n",
       "   (14, 0.9470097)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9470097},\n",
       " (166397,\n",
       "  Timestamp('2013-04-04 00:00:00')): {'allTopicsWithProb': [(6, 0.05130455),\n",
       "   (14, 0.9472907)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9472907},\n",
       " (166397,\n",
       "  Timestamp('2013-04-05 00:00:00')): {'allTopicsWithProb': [(6, 0.05124116),\n",
       "   (14, 0.9473602)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9473602},\n",
       " (166397,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(6, 0.051086944),\n",
       "   (14, 0.9469475)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9469475},\n",
       " (166469,\n",
       "  Timestamp('2013-04-03 00:00:00')): {'allTopicsWithProb': [(2, 0.39042178),\n",
       "   (7, 0.25418955),\n",
       "   (9, 0.20105034),\n",
       "   (14,\n",
       "    0.14700499)], 'label': 'pos', 'maxTopicID': 2, 'topicProb': 0.39042178},\n",
       " (166469,\n",
       "  Timestamp('2013-04-04 00:00:00')): {'allTopicsWithProb': [(2, 0.39043015),\n",
       "   (7, 0.25420788),\n",
       "   (9, 0.20107031),\n",
       "   (14,\n",
       "    0.14695834)], 'label': 'pos', 'maxTopicID': 2, 'topicProb': 0.39043015},\n",
       " (167112,\n",
       "  Timestamp('2013-04-04 00:00:00')): {'allTopicsWithProb': [(6, 0.039416928),\n",
       "   (9, 0.66618824),\n",
       "   (10, 0.04670726),\n",
       "   (14,\n",
       "    0.24705093)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.66618824},\n",
       " (167112,\n",
       "  Timestamp('2013-04-05 00:00:00')): {'allTopicsWithProb': [(6, 0.039507035),\n",
       "   (9, 0.66603744),\n",
       "   (10, 0.046714984),\n",
       "   (14,\n",
       "    0.24695265)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.66603744},\n",
       " (167112,\n",
       "  Timestamp('2013-04-06 00:00:00')): {'allTopicsWithProb': [(6, 0.04006116),\n",
       "   (9, 0.66611177),\n",
       "   (10, 0.04663633),\n",
       "   (14,\n",
       "    0.24664177)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.66611177},\n",
       " (167112,\n",
       "  Timestamp('2013-04-07 00:00:00')): {'allTopicsWithProb': [(6, 0.03984089),\n",
       "   (9, 0.66613925),\n",
       "   (10, 0.046687983),\n",
       "   (14,\n",
       "    0.24678302)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.66613925},\n",
       " (167112,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(6, 0.039893635),\n",
       "   (9, 0.66614395),\n",
       "   (10, 0.046658974),\n",
       "   (14,\n",
       "    0.24675454)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.66614395},\n",
       " (167112,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(6, 0.04007378),\n",
       "   (9, 0.66611475),\n",
       "   (10, 0.04663541),\n",
       "   (14,\n",
       "    0.24662715)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.66611475},\n",
       " (167112,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(6, 0.039457053),\n",
       "   (9, 0.66619676),\n",
       "   (10, 0.046714664),\n",
       "   (14,\n",
       "    0.24702573)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.66619676},\n",
       " (167112,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(6, 0.039642863),\n",
       "   (9, 0.6662173),\n",
       "   (10, 0.04668331),\n",
       "   (14, 0.24690765)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6662173},\n",
       " (167112,\n",
       "  Timestamp('2013-04-17 00:00:00')): {'allTopicsWithProb': [(6, 0.040294185),\n",
       "   (9, 0.6660622),\n",
       "   (10, 0.046608046),\n",
       "   (14, 0.24648668)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6660622},\n",
       " (167595,\n",
       "  Timestamp('2013-04-05 00:00:00')): {'allTopicsWithProb': [(1, 0.29193336),\n",
       "   (7, 0.38038367),\n",
       "   (14,\n",
       "    0.32374382)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.38038367},\n",
       " (167995,\n",
       "  Timestamp('2013-04-05 00:00:00')): {'allTopicsWithProb': [(7, 0.12847942),\n",
       "   (9, 0.35476804),\n",
       "   (11, 0.4836499),\n",
       "   (14,\n",
       "    0.030690353)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.4836499},\n",
       " (168145,\n",
       "  Timestamp('2013-04-05 00:00:00')): {'allTopicsWithProb': [(0, 0.041051764),\n",
       "   (7, 0.10135042),\n",
       "   (9, 0.5716615),\n",
       "   (14, 0.27804637)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5716615},\n",
       " (169524,\n",
       "  Timestamp('2013-04-07 00:00:00')): {'allTopicsWithProb': [(9, 0.3860146),\n",
       "   (14, 0.6021132)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6021132},\n",
       " (169962,\n",
       "  Timestamp('2013-04-07 00:00:00')): {'allTopicsWithProb': [(6, 0.011792691),\n",
       "   (7, 0.116292),\n",
       "   (9, 0.013600366),\n",
       "   (12, 0.06262552),\n",
       "   (14, 0.7890361)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7890361},\n",
       " (169962,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(6, 0.012486439),\n",
       "   (7, 0.11484636),\n",
       "   (9, 0.012257114),\n",
       "   (12, 0.06256342),\n",
       "   (14, 0.7881959)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7881959},\n",
       " (170033,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(6, 0.109307766),\n",
       "   (14,\n",
       "    0.88771397)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.88771397},\n",
       " (170159,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(2, 0.25032124),\n",
       "   (6, 0.028855234),\n",
       "   (10, 0.03269381),\n",
       "   (11, 0.06820881),\n",
       "   (14,\n",
       "    0.61518884)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.61518884},\n",
       " (170208,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(7, 0.13776033),\n",
       "   (9, 0.49637258),\n",
       "   (11, 0.037792556),\n",
       "   (14,\n",
       "    0.32637304)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.49637258},\n",
       " (170342,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(4, 0.3404725),\n",
       "   (7, 0.60536075)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.60536075},\n",
       " (170417,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(7, 0.14949647),\n",
       "   (9, 0.32530326),\n",
       "   (10, 0.21655779),\n",
       "   (14,\n",
       "    0.30400115)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.32530326},\n",
       " (170417,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(7, 0.14948073),\n",
       "   (9, 0.32532907),\n",
       "   (10, 0.21655554),\n",
       "   (14,\n",
       "    0.30399328)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.32532907},\n",
       " (170462,\n",
       "  Timestamp('2013-04-08 00:00:00')): {'allTopicsWithProb': [(11,\n",
       "    0.945098)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.945098},\n",
       " (171172,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(7, 0.68521905),\n",
       "   (9, 0.3038105)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.68521905},\n",
       " (171192,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(6, 0.09122489),\n",
       "   (10,\n",
       "    0.89673805)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.89673805},\n",
       " (171193,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(6, 0.025509508),\n",
       "   (7, 0.20406203),\n",
       "   (9, 0.07474458),\n",
       "   (10, 0.4885717),\n",
       "   (11, 0.19397429),\n",
       "   (14,\n",
       "    0.011801533)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.4885717},\n",
       " (171254,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(2, 0.07828846),\n",
       "   (9, 0.42122838),\n",
       "   (11, 0.1993075),\n",
       "   (14, 0.296758)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.42122838},\n",
       " (171330,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(11,\n",
       "    0.8962961)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.8962961},\n",
       " (171459,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.97723573)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.97723573},\n",
       " (171509,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(7, 0.118166074),\n",
       "   (9, 0.16671772),\n",
       "   (10, 0.50526524),\n",
       "   (14,\n",
       "    0.20620254)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.50526524},\n",
       " (171533,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(8, 0.30784297),\n",
       "   (9, 0.6784004)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6784004},\n",
       " (171542,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(6, 0.04709186),\n",
       "   (9, 0.10962522),\n",
       "   (11, 0.42955852),\n",
       "   (12, 0.1736726),\n",
       "   (14,\n",
       "    0.2383291)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.42955852},\n",
       " (171570,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(1, 0.056260973),\n",
       "   (6, 0.31532106),\n",
       "   (7, 0.012052104),\n",
       "   (14, 0.613348)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.613348},\n",
       " (171638,\n",
       "  Timestamp('2013-04-09 00:00:00')): {'allTopicsWithProb': [(9, 0.12696522),\n",
       "   (11, 0.38943774),\n",
       "   (14,\n",
       "    0.48321074)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.48321074},\n",
       " (171638,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(9, 0.12716484),\n",
       "   (11, 0.38934523),\n",
       "   (14,\n",
       "    0.48310363)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.48310363},\n",
       " (171638,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(9, 0.12697801),\n",
       "   (11, 0.38947046),\n",
       "   (14,\n",
       "    0.48316517)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.48316517},\n",
       " (172205,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(5, 0.3151253),\n",
       "   (9, 0.5728193),\n",
       "   (10, 0.10286)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5728193},\n",
       " (172205,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(5, 0.31512082),\n",
       "   (9, 0.5728166),\n",
       "   (10,\n",
       "    0.102867134)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5728166},\n",
       " (172381,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(6,\n",
       "    0.98818564)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.98818564},\n",
       " (172520,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(9, 0.5097218),\n",
       "   (11, 0.46401548)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5097218},\n",
       " (172553,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(7, 0.33398366),\n",
       "   (9, 0.3004686),\n",
       "   (14, 0.3550214)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.3550214},\n",
       " (172564,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(6, 0.20983128),\n",
       "   (9, 0.46707085),\n",
       "   (14, 0.2995684)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.46707085},\n",
       " (172692,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(2, 0.071091756),\n",
       "   (9, 0.64550555),\n",
       "   (14, 0.2670761)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.64550555},\n",
       " (172699,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(3, 0.29984793),\n",
       "   (5, 0.09415746),\n",
       "   (9, 0.57636493)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.57636493},\n",
       " (172742,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(7, 0.053799085),\n",
       "   (9, 0.74177104),\n",
       "   (10, 0.1384718),\n",
       "   (14,\n",
       "    0.062488172)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.74177104},\n",
       " (172742,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(7, 0.048801117),\n",
       "   (9, 0.7404009),\n",
       "   (10, 0.1385634),\n",
       "   (14,\n",
       "    0.060896672)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7404009},\n",
       " (172774,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(9, 0.6691849),\n",
       "   (12, 0.32371122)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.6691849},\n",
       " (172774,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(9, 0.66916555),\n",
       "   (12,\n",
       "    0.32373065)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.66916555},\n",
       " (172795,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(6, 0.031113716),\n",
       "   (7, 0.07038886),\n",
       "   (9, 0.33907112),\n",
       "   (10, 0.1558346),\n",
       "   (11, 0.154769),\n",
       "   (14, 0.2479692)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.33907112},\n",
       " (172795,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(6, 0.03171431),\n",
       "   (7, 0.0663292),\n",
       "   (9, 0.33894756),\n",
       "   (10, 0.15581006),\n",
       "   (11, 0.16126646),\n",
       "   (14, 0.2450789)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.33894756},\n",
       " (172826,\n",
       "  Timestamp('2013-04-10 00:00:00')): {'allTopicsWithProb': [(12,\n",
       "    0.93777764)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.93777764},\n",
       " (173262,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(9, 0.28130743),\n",
       "   (11, 0.29774666),\n",
       "   (14, 0.411518)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.411518},\n",
       " (173262,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.28147945),\n",
       "   (11, 0.29823354),\n",
       "   (14,\n",
       "    0.41140917)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.41140917},\n",
       " (173262,\n",
       "  Timestamp('2013-05-02 00:00:00')): {'allTopicsWithProb': [(9, 0.28143144),\n",
       "   (11, 0.29809257),\n",
       "   (14,\n",
       "    0.41143844)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.41143844},\n",
       " (173280,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(3, 0.40646893),\n",
       "   (9, 0.58039975)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.58039975},\n",
       " (173313,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(5, 0.70948046),\n",
       "   (13, 0.2449054)], 'label': 'neu', 'maxTopicID': 5, 'topicProb': 0.70948046},\n",
       " (173313,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(5, 0.70947737),\n",
       "   (13,\n",
       "    0.24490848)], 'label': 'neu', 'maxTopicID': 5, 'topicProb': 0.70947737},\n",
       " (173340,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.94166654)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.94166654},\n",
       " (173373,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(6, 0.31076664),\n",
       "   (14,\n",
       "    0.68371314)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.68371314},\n",
       " (173373,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(6, 0.31080952),\n",
       "   (14, 0.6836703)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6836703},\n",
       " (173464,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(9, 0.07882512),\n",
       "   (11, 0.4706974),\n",
       "   (14,\n",
       "    0.44916174)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.4706974},\n",
       " (173464,\n",
       "  Timestamp('2014-04-11 00:00:00')): {'allTopicsWithProb': [(9, 0.078861326),\n",
       "   (11, 0.47068074),\n",
       "   (14,\n",
       "    0.44914216)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.47068074},\n",
       " (173464,\n",
       "  Timestamp('2014-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.07873317),\n",
       "   (11, 0.47074383),\n",
       "   (14,\n",
       "    0.44920716)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.47074383},\n",
       " (173464,\n",
       "  Timestamp('2015-01-04 00:00:00')): {'allTopicsWithProb': [(9, 0.07870734),\n",
       "   (11, 0.47075748),\n",
       "   (14,\n",
       "    0.4492194)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.47075748},\n",
       " (173505,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(6, 0.35504156),\n",
       "   (9, 0.63001585)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.63001585},\n",
       " (173590,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(0, 0.022222275),\n",
       "   (1, 0.022222253),\n",
       "   (2, 0.02222226),\n",
       "   (3, 0.022222238),\n",
       "   (4, 0.022222226),\n",
       "   (5, 0.022222273),\n",
       "   (6, 0.6888883),\n",
       "   (7, 0.022222275),\n",
       "   (8, 0.022222258),\n",
       "   (9, 0.022222271),\n",
       "   (10, 0.022222266),\n",
       "   (11, 0.022222286),\n",
       "   (12, 0.02222226),\n",
       "   (13, 0.022222228),\n",
       "   (14, 0.02222228)], 'label': 'neu', 'maxTopicID': 6, 'topicProb': 0.6888883},\n",
       " (173637,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(9, 0.71789175),\n",
       "   (11, 0.20292531),\n",
       "   (14,\n",
       "    0.07706653)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.71789175},\n",
       " (173688,\n",
       "  Timestamp('2013-04-11 00:00:00')): {'allTopicsWithProb': [(4, 0.08026625),\n",
       "   (9, 0.45975482),\n",
       "   (14,\n",
       "    0.45527303)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.45975482},\n",
       " (174066,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.012729107),\n",
       "   (10, 0.48932886),\n",
       "   (11, 0.10619948),\n",
       "   (14,\n",
       "    0.38654166)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.48932886},\n",
       " (174177,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(11, 0.49625325),\n",
       "   (14,\n",
       "    0.48490617)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.49625325},\n",
       " (174183,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.16517334),\n",
       "   (11, 0.051387798),\n",
       "   (14, 0.7795173)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7795173},\n",
       " (174198,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.9936937)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9936937},\n",
       " (174256,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(2, 0.06836442),\n",
       "   (11, 0.27616182),\n",
       "   (14, 0.6448071)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.6448071},\n",
       " (174360,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(12,\n",
       "    0.9916667)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.9916667},\n",
       " (174509,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.8158429),\n",
       "   (10, 0.1447631)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.8158429},\n",
       " (174574,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.14306033),\n",
       "   (11, 0.34073293),\n",
       "   (14, 0.5154577)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5154577},\n",
       " (174608,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.09259709),\n",
       "   (14, 0.9035165)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9035165},\n",
       " (174683,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(9, 0.27178133),\n",
       "   (12,\n",
       "    0.72521985)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.72521985},\n",
       " (174952,\n",
       "  Timestamp('2013-04-12 00:00:00')): {'allTopicsWithProb': [(3, 0.8192252),\n",
       "   (9, 0.14610805)], 'label': 'pos', 'maxTopicID': 3, 'topicProb': 0.8192252},\n",
       " (175388,\n",
       "  Timestamp('2013-04-13 00:00:00')): {'allTopicsWithProb': [(9, 0.49002016),\n",
       "   (14, 0.5080625)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5080625},\n",
       " (175388,\n",
       "  Timestamp('2013-04-14 00:00:00')): {'allTopicsWithProb': [(9, 0.4900266),\n",
       "   (14, 0.508056)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.508056},\n",
       " (175388,\n",
       "  Timestamp('2013-04-15 00:00:00')): {'allTopicsWithProb': [(9, 0.49002236),\n",
       "   (14, 0.5080602)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.5080602},\n",
       " (175412,\n",
       "  Timestamp('2013-04-13 00:00:00')): {'allTopicsWithProb': [(0, 0.30741087),\n",
       "   (6, 0.09474589),\n",
       "   (7, 0.024122188),\n",
       "   (9, 0.5663877)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5663877},\n",
       " (175812,\n",
       "  Timestamp('2013-04-13 00:00:00')): {'allTopicsWithProb': [(0,\n",
       "    0.99890065)], 'label': 'neg', 'maxTopicID': 0, 'topicProb': 0.99890065},\n",
       " (175814,\n",
       "  Timestamp('2013-04-13 00:00:00')): {'allTopicsWithProb': [(7, 0.040903687),\n",
       "   (9, 0.3574824),\n",
       "   (14, 0.5978044)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5978044},\n",
       " (175814,\n",
       "  Timestamp('2013-04-14 00:00:00')): {'allTopicsWithProb': [(7, 0.040880375),\n",
       "   (9, 0.35781965),\n",
       "   (14,\n",
       "    0.59749043)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.59749043},\n",
       " (175814,\n",
       "  Timestamp('2013-04-15 00:00:00')): {'allTopicsWithProb': [(7, 0.04098447),\n",
       "   (9, 0.35764888),\n",
       "   (14, 0.5975571)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5975571},\n",
       " (175833,\n",
       "  Timestamp('2013-04-13 00:00:00')): {'allTopicsWithProb': [(6, 0.05037905),\n",
       "   (12, 0.14792086),\n",
       "   (14, 0.8010945)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.8010945},\n",
       " (175833,\n",
       "  Timestamp('2013-04-14 00:00:00')): {'allTopicsWithProb': [(6, 0.05060078),\n",
       "   (12, 0.1478977),\n",
       "   (14,\n",
       "    0.80089587)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.80089587},\n",
       " (176098,\n",
       "  Timestamp('2013-04-14 00:00:00')): {'allTopicsWithProb': [(0, 0.1173601),\n",
       "   (6, 0.010389959),\n",
       "   (9, 0.53478307),\n",
       "   (11, 0.16319871),\n",
       "   (14, 0.1730713)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.53478307},\n",
       " (176098,\n",
       "  Timestamp('2013-04-15 00:00:00')): {'allTopicsWithProb': [(0, 0.11746535),\n",
       "   (6, 0.010394499),\n",
       "   (9, 0.5355015),\n",
       "   (11, 0.1619883),\n",
       "   (14, 0.17345352)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5355015},\n",
       " (176536,\n",
       "  Timestamp('2013-04-14 00:00:00')): {'allTopicsWithProb': [(7, 0.40533382),\n",
       "   (9, 0.19280508),\n",
       "   (10, 0.0407998),\n",
       "   (11, 0.093021184),\n",
       "   (14,\n",
       "    0.26486552)], 'label': 'neg', 'maxTopicID': 7, 'topicProb': 0.40533382},\n",
       " (176536,\n",
       "  Timestamp('2013-04-15 00:00:00')): {'allTopicsWithProb': [(7, 0.40559644),\n",
       "   (9, 0.19233814),\n",
       "   (10, 0.040915597),\n",
       "   (11, 0.09304562),\n",
       "   (14, 0.2649296)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.40559644},\n",
       " (177232,\n",
       "  Timestamp('2013-04-15 00:00:00')): {'allTopicsWithProb': [(0, 0.104765475),\n",
       "   (6, 0.21244453),\n",
       "   (11, 0.35269213),\n",
       "   (12,\n",
       "    0.31129444)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.35269213},\n",
       " (177452,\n",
       "  Timestamp('2013-04-15 00:00:00')): {'allTopicsWithProb': [(9, 0.30975246),\n",
       "   (14,\n",
       "    0.68897116)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.68897116},\n",
       " (177452,\n",
       "  Timestamp('2013-04-16 00:00:00')): {'allTopicsWithProb': [(9, 0.30972782),\n",
       "   (14, 0.6889958)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6889958},\n",
       " (177452,\n",
       "  Timestamp('2013-06-09 00:00:00')): {'allTopicsWithProb': [(9, 0.30969408),\n",
       "   (14, 0.6890296)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.6890296},\n",
       " (177688,\n",
       "  Timestamp('2013-04-16 00:00:00')): {'allTopicsWithProb': [(2, 0.30058482),\n",
       "   (7, 0.6452484)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.6452484},\n",
       " (177784,\n",
       "  Timestamp('2013-04-16 00:00:00')): {'allTopicsWithProb': [(9, 0.27345502),\n",
       "   (11, 0.5187681),\n",
       "   (14,\n",
       "    0.19319758)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.5187681},\n",
       " (177795,\n",
       "  Timestamp('2013-04-16 00:00:00')): {'allTopicsWithProb': [(7, 0.30903977),\n",
       "   (9, 0.5734378),\n",
       "   (14,\n",
       "    0.110910885)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5734378},\n",
       " (177961,\n",
       "  Timestamp('2013-04-16 00:00:00')): {'allTopicsWithProb': [(9, 0.63345516),\n",
       "   (11, 0.11234649),\n",
       "   (14,\n",
       "    0.25009578)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.63345516},\n",
       " (177961,\n",
       "  Timestamp('2013-04-17 00:00:00')): {'allTopicsWithProb': [(9, 0.6330519),\n",
       "   (11, 0.11336766),\n",
       "   (14, 0.24947794)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6330519},\n",
       " (178363,\n",
       "  Timestamp('2013-04-16 00:00:00')): {'allTopicsWithProb': [(1, 0.34640542),\n",
       "   (9, 0.57564163),\n",
       "   (11,\n",
       "    0.075437255)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.57564163},\n",
       " (178363,\n",
       "  Timestamp('2013-04-17 00:00:00')): {'allTopicsWithProb': [(1, 0.34629688),\n",
       "   (9, 0.5733773),\n",
       "   (11, 0.07781013)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5733773},\n",
       " (178883,\n",
       "  Timestamp('2013-04-17 00:00:00')): {'allTopicsWithProb': [(9, 0.6151892),\n",
       "   (10, 0.3664933)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6151892},\n",
       " (178883,\n",
       "  Timestamp('2013-04-18 00:00:00')): {'allTopicsWithProb': [(9, 0.6215989),\n",
       "   (10, 0.3688613)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6215989},\n",
       " (178883,\n",
       "  Timestamp('2013-04-19 00:00:00')): {'allTopicsWithProb': [(9, 0.61612904),\n",
       "   (10,\n",
       "    0.36704683)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.61612904},\n",
       " (178883,\n",
       "  Timestamp('2013-05-04 00:00:00')): {'allTopicsWithProb': [(7, 0.01207122),\n",
       "   (9, 0.6108538),\n",
       "   (10, 0.36519748)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.6108538},\n",
       " (178901,\n",
       "  Timestamp('2013-04-17 00:00:00')): {'allTopicsWithProb': [(9, 0.3348658),\n",
       "   (11, 0.504187),\n",
       "   (14, 0.15901016)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.504187},\n",
       " (178901,\n",
       "  Timestamp('2013-04-18 00:00:00')): {'allTopicsWithProb': [(9, 0.3348614),\n",
       "   (11, 0.50351065),\n",
       "   (14,\n",
       "    0.15969095)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.50351065},\n",
       " (178901,\n",
       "  Timestamp('2013-04-19 00:00:00')): {'allTopicsWithProb': [(9, 0.33506736),\n",
       "   (11, 0.5034089),\n",
       "   (14, 0.1595867)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.5034089},\n",
       " (179483,\n",
       "  Timestamp('2013-04-18 00:00:00')): {'allTopicsWithProb': [(0, 0.014056168),\n",
       "   (6, 0.055981833),\n",
       "   (10, 0.29147917),\n",
       "   (11, 0.2958765),\n",
       "   (14, 0.3407231)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.3407231},\n",
       " (179483,\n",
       "  Timestamp('2013-04-20 00:00:00')): {'allTopicsWithProb': [(0, 0.013700328),\n",
       "   (6, 0.05611714),\n",
       "   (10, 0.29147828),\n",
       "   (11, 0.29583246),\n",
       "   (14,\n",
       "    0.34098852)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.34098852},\n",
       " (179483,\n",
       "  Timestamp('2013-04-22 00:00:00')): {'allTopicsWithProb': [(0, 0.013959836),\n",
       "   (6, 0.055893354),\n",
       "   (10, 0.29147187),\n",
       "   (11, 0.29601228),\n",
       "   (14, 0.3407794)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.3407794},\n",
       " (179483,\n",
       "  Timestamp('2013-04-23 00:00:00')): {'allTopicsWithProb': [(0, 0.013871153),\n",
       "   (6, 0.055983715),\n",
       "   (10, 0.29147264),\n",
       "   (11, 0.29591894),\n",
       "   (14, 0.3408703)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.3408703},\n",
       " (179539,\n",
       "  Timestamp('2013-04-18 00:00:00')): {'allTopicsWithProb': [(2, 0.16014166),\n",
       "   (7, 0.31245884),\n",
       "   (10, 0.16529645),\n",
       "   (14, 0.3315474)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.3315474},\n",
       " (179987,\n",
       "  Timestamp('2013-04-18 00:00:00')): {'allTopicsWithProb': [(9, 0.67917734),\n",
       "   (11, 0.21289028),\n",
       "   (14,\n",
       "    0.10322646)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.67917734},\n",
       " (179987,\n",
       "  Timestamp('2013-04-19 00:00:00')): {'allTopicsWithProb': [(9, 0.6791738),\n",
       "   (11, 0.21291007),\n",
       "   (14, 0.10321021)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.6791738},\n",
       " (180421,\n",
       "  Timestamp('2013-04-19 00:00:00')): {'allTopicsWithProb': [(9, 0.3567739),\n",
       "   (10, 0.10579663),\n",
       "   (11, 0.33840716),\n",
       "   (14, 0.191578)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.3567739},\n",
       " (180421,\n",
       "  Timestamp('2013-04-20 00:00:00')): {'allTopicsWithProb': [(9, 0.35674542),\n",
       "   (10, 0.105781384),\n",
       "   (11, 0.33861038),\n",
       "   (14, 0.1917533)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.35674542},\n",
       " (180421,\n",
       "  Timestamp('2013-04-22 00:00:00')): {'allTopicsWithProb': [(9, 0.35674942),\n",
       "   (10, 0.10578697),\n",
       "   (11, 0.33859962),\n",
       "   (14,\n",
       "    0.19170977)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.35674942},\n",
       " (180421,\n",
       "  Timestamp('2013-07-06 00:00:00')): {'allTopicsWithProb': [(9, 0.35675785),\n",
       "   (10, 0.105788454),\n",
       "   (11, 0.3385338),\n",
       "   (14,\n",
       "    0.19167927)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.35675785},\n",
       " (180421,\n",
       "  Timestamp('2013-07-07 00:00:00')): {'allTopicsWithProb': [(9, 0.35675457),\n",
       "   (10, 0.10578953),\n",
       "   (11, 0.33855832),\n",
       "   (14,\n",
       "    0.19168253)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.35675457},\n",
       " (180437,\n",
       "  Timestamp('2013-04-19 00:00:00')): {'allTopicsWithProb': [(9, 0.86055017),\n",
       "   (10,\n",
       "    0.113187134)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.86055017},\n",
       " (180439,\n",
       "  Timestamp('2013-04-19 00:00:00')): {'allTopicsWithProb': [(9, 0.3769477),\n",
       "   (11, 0.24943359),\n",
       "   (14, 0.37086856)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.3769477},\n",
       " (180439,\n",
       "  Timestamp('2013-04-20 00:00:00')): {'allTopicsWithProb': [(9, 0.3773237),\n",
       "   (11, 0.24649954),\n",
       "   (14, 0.3715409)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.3773237},\n",
       " (180439,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(9, 0.3770459),\n",
       "   (11, 0.24921252),\n",
       "   (14, 0.3709247)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.3770459},\n",
       " (181572,\n",
       "  Timestamp('2013-04-20 00:00:00')): {'allTopicsWithProb': [(9, 0.045621127),\n",
       "   (13,\n",
       "    0.94464105)], 'label': 'pos', 'maxTopicID': 13, 'topicProb': 0.94464105},\n",
       " (181653,\n",
       "  Timestamp('2013-04-20 00:00:00')): {'allTopicsWithProb': [(6, 0.033750616),\n",
       "   (7, 0.0588856),\n",
       "   (9, 0.023615576),\n",
       "   (11, 0.22416565),\n",
       "   (14, 0.6590798)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6590798},\n",
       " (181653,\n",
       "  Timestamp('2013-04-21 00:00:00')): {'allTopicsWithProb': [(6, 0.034005683),\n",
       "   (7, 0.058147006),\n",
       "   (9, 0.02410019),\n",
       "   (11, 0.22458927),\n",
       "   (14,\n",
       "    0.65865505)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.65865505},\n",
       " (181653,\n",
       "  Timestamp('2013-04-22 00:00:00')): {'allTopicsWithProb': [(6, 0.03393041),\n",
       "   (7, 0.058927193),\n",
       "   (9, 0.024188966),\n",
       "   (11, 0.22357015),\n",
       "   (14,\n",
       "    0.65888053)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.65888053},\n",
       " (182711,\n",
       "  Timestamp('2013-04-22 00:00:00')): {'allTopicsWithProb': [(0, 0.27312732),\n",
       "   (4, 0.202086),\n",
       "   (6, 0.10596504),\n",
       "   (9, 0.4163273)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4163273},\n",
       " (182932,\n",
       "  Timestamp('2013-04-22 00:00:00')): {'allTopicsWithProb': [(7, 0.27087957),\n",
       "   (10, 0.705697)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.705697},\n",
       " (184788,\n",
       "  Timestamp('2013-04-23 00:00:00')): {'allTopicsWithProb': [(7, 0.16155438),\n",
       "   (9, 0.8306378)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8306378},\n",
       " (185555,\n",
       "  Timestamp('2013-04-23 00:00:00')): {'allTopicsWithProb': [(6, 0.86022866),\n",
       "   (9, 0.1220842)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.86022866},\n",
       " (185555,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(6, 0.85985935),\n",
       "   (9, 0.12245354)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.85985935},\n",
       " (186120,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(9, 0.23919635),\n",
       "   (14, 0.7556755)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7556755},\n",
       " (186190,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(5, 0.12601742),\n",
       "   (9, 0.5353565),\n",
       "   (14, 0.33314663)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5353565},\n",
       " (186244,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(7, 0.0116766505),\n",
       "   (9, 0.22194055),\n",
       "   (14, 0.7649793)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7649793},\n",
       " (186244,\n",
       "  Timestamp('2013-04-25 00:00:00')): {'allTopicsWithProb': [(7, 0.011259728),\n",
       "   (9, 0.2218213),\n",
       "   (14, 0.7647667)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7647667},\n",
       " (186244,\n",
       "  Timestamp('2013-04-26 00:00:00')): {'allTopicsWithProb': [(7, 0.011895827),\n",
       "   (9, 0.22098514),\n",
       "   (14, 0.7644355)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.7644355},\n",
       " (186244,\n",
       "  Timestamp('2013-04-28 00:00:00')): {'allTopicsWithProb': [(9, 0.22342066),\n",
       "   (14,\n",
       "    0.76525575)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.76525575},\n",
       " (186244,\n",
       "  Timestamp('2013-05-05 00:00:00')): {'allTopicsWithProb': [(9, 0.22317992),\n",
       "   (14, 0.7650211)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7650211},\n",
       " (186244,\n",
       "  Timestamp('2013-05-06 00:00:00')): {'allTopicsWithProb': [(9, 0.22351663),\n",
       "   (14,\n",
       "    0.76512307)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.76512307},\n",
       " (186460,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(2, 0.63806707),\n",
       "   (9, 0.31095245)], 'label': 'neg', 'maxTopicID': 2, 'topicProb': 0.63806707},\n",
       " (186510,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(5, 0.12049915),\n",
       "   (9, 0.87707996)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.87707996},\n",
       " (186510,\n",
       "  Timestamp('2013-04-25 00:00:00')): {'allTopicsWithProb': [(5, 0.12048717),\n",
       "   (9, 0.877092)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.877092},\n",
       " (186517,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(0, 0.514126),\n",
       "   (14, 0.4804573)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.514126},\n",
       " (186558,\n",
       "  Timestamp('2013-04-24 00:00:00')): {'allTopicsWithProb': [(7, 0.012080383),\n",
       "   (9, 0.32033005),\n",
       "   (12, 0.49386695),\n",
       "   (14,\n",
       "    0.17154655)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.49386695},\n",
       " (186558,\n",
       "  Timestamp('2013-04-25 00:00:00')): {'allTopicsWithProb': [(7, 0.010988451),\n",
       "   (9, 0.3211105),\n",
       "   (12, 0.49403283),\n",
       "   (14,\n",
       "    0.17169218)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.49403283},\n",
       " (187638,\n",
       "  Timestamp('2013-04-25 00:00:00')): {'allTopicsWithProb': [(3, 0.059411157),\n",
       "   (9, 0.52562),\n",
       "   (14, 0.41444463)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.52562},\n",
       " (187638,\n",
       "  Timestamp('2013-04-26 00:00:00')): {'allTopicsWithProb': [(3, 0.05941124),\n",
       "   (9, 0.52562207),\n",
       "   (14,\n",
       "    0.41444248)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.52562207},\n",
       " (187640,\n",
       "  Timestamp('2013-04-25 00:00:00')): {'allTopicsWithProb': [(9, 0.46930116),\n",
       "   (14,\n",
       "    0.52777094)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.52777094},\n",
       " (187640,\n",
       "  Timestamp('2013-04-26 00:00:00')): {'allTopicsWithProb': [(9, 0.46929),\n",
       "   (14,\n",
       "    0.52778214)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.52778214},\n",
       " (187640,\n",
       "  Timestamp('2013-04-30 00:00:00')): {'allTopicsWithProb': [(9, 0.46929163),\n",
       "   (14, 0.5277805)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.5277805},\n",
       " (187720,\n",
       "  Timestamp('2013-04-25 00:00:00')): {'allTopicsWithProb': [(1, 0.35242483),\n",
       "   (9, 0.6400389)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6400389},\n",
       " (188499,\n",
       "  Timestamp('2013-04-26 00:00:00')): {'allTopicsWithProb': [(7, 0.025524724),\n",
       "   (9, 0.083553605),\n",
       "   (14,\n",
       "    0.88814396)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.88814396},\n",
       " (188499,\n",
       "  Timestamp('2013-04-27 00:00:00')): {'allTopicsWithProb': [(7, 0.027278163),\n",
       "   (9, 0.08081987),\n",
       "   (14,\n",
       "    0.88912416)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.88912416},\n",
       " (188499,\n",
       "  Timestamp('2013-05-09 00:00:00')): {'allTopicsWithProb': [(7, 0.024875237),\n",
       "   (9, 0.08445459),\n",
       "   (14,\n",
       "    0.88789237)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.88789237},\n",
       " (189546,\n",
       "  Timestamp('2013-04-28 00:00:00')): {'allTopicsWithProb': [(6, 0.042681318),\n",
       "   (9, 0.80234),\n",
       "   (11, 0.14913933)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.80234},\n",
       " (189546,\n",
       "  Timestamp('2013-04-29 00:00:00')): {'allTopicsWithProb': [(6, 0.046824664),\n",
       "   (9, 0.8053135),\n",
       "   (11, 0.14202237)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.8053135},\n",
       " (190846,\n",
       "  Timestamp('2013-04-29 00:00:00')): {'allTopicsWithProb': [(9, 0.95384246),\n",
       "   (11,\n",
       "    0.03518703)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.95384246},\n",
       " (191346,\n",
       "  Timestamp('2013-04-30 00:00:00')): {'allTopicsWithProb': [(9, 0.60939157),\n",
       "   (10, 0.037339974),\n",
       "   (14,\n",
       "    0.34899774)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.60939157},\n",
       " (191346,\n",
       "  Timestamp('2013-05-01 00:00:00')): {'allTopicsWithProb': [(9, 0.60964775),\n",
       "   (10, 0.037354313),\n",
       "   (14,\n",
       "    0.34962633)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.60964775},\n",
       " (191472,\n",
       "  Timestamp('2013-04-30 00:00:00')): {'allTopicsWithProb': [(6, 0.514243),\n",
       "   (7, 0.013137307),\n",
       "   (9, 0.042577315),\n",
       "   (14, 0.42954457)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.514243},\n",
       " (191472,\n",
       "  Timestamp('2013-05-01 00:00:00')): {'allTopicsWithProb': [(6, 0.5143483),\n",
       "   (7, 0.012812225),\n",
       "   (9, 0.042437702),\n",
       "   (14, 0.4295541)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.5143483},\n",
       " (192218,\n",
       "  Timestamp('2013-05-01 00:00:00')): {'allTopicsWithProb': [(7, 0.022507409),\n",
       "   (9, 0.6266026),\n",
       "   (11, 0.02426715),\n",
       "   (14, 0.32601786)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6266026},\n",
       " (192708,\n",
       "  Timestamp('2013-05-01 00:00:00')): {'allTopicsWithProb': [(9, 0.57803607),\n",
       "   (11, 0.4179516)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.57803607},\n",
       " (192712,\n",
       "  Timestamp('2013-05-01 00:00:00')): {'allTopicsWithProb': [(8, 0.12738381),\n",
       "   (9, 0.85528284)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.85528284},\n",
       " (194193,\n",
       "  Timestamp('2013-05-03 00:00:00')): {'allTopicsWithProb': [(9, 0.86819464),\n",
       "   (14,\n",
       "    0.123391084)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.86819464},\n",
       " (194206,\n",
       "  Timestamp('2013-05-03 00:00:00')): {'allTopicsWithProb': [(7, 0.110496365),\n",
       "   (9, 0.7164603),\n",
       "   (14, 0.16527632)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7164603},\n",
       " (194277,\n",
       "  Timestamp('2013-05-03 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.98055553)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.98055553},\n",
       " (194277,\n",
       "  Timestamp('2013-05-04 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.98055553)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.98055553},\n",
       " (195269,\n",
       "  Timestamp('2013-05-04 00:00:00')): {'allTopicsWithProb': [(9, 0.41534626),\n",
       "   (11, 0.105510734),\n",
       "   (14,\n",
       "    0.47552302)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.47552302},\n",
       " (195269,\n",
       "  Timestamp('2013-05-05 00:00:00')): {'allTopicsWithProb': [(9, 0.41536865),\n",
       "   (11, 0.10549684),\n",
       "   (14, 0.4755146)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4755146},\n",
       " (195269,\n",
       "  Timestamp('2013-05-06 00:00:00')): {'allTopicsWithProb': [(9, 0.41535816),\n",
       "   (11, 0.10549919),\n",
       "   (14,\n",
       "    0.47552276)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.47552276},\n",
       " (195269,\n",
       "  Timestamp('2013-05-26 00:00:00')): {'allTopicsWithProb': [(9, 0.415352),\n",
       "   (11, 0.10551055),\n",
       "   (14,\n",
       "    0.47551754)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.47551754},\n",
       " (195435,\n",
       "  Timestamp('2013-05-05 00:00:00')): {'allTopicsWithProb': [(7, 0.1636009),\n",
       "   (9, 0.24309881),\n",
       "   (14,\n",
       "    0.59029967)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.59029967},\n",
       " (195435,\n",
       "  Timestamp('2013-05-06 00:00:00')): {'allTopicsWithProb': [(7, 0.15972504),\n",
       "   (9, 0.24281189),\n",
       "   (14, 0.5882754)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5882754},\n",
       " (195435,\n",
       "  Timestamp('2014-01-08 00:00:00')): {'allTopicsWithProb': [(7, 0.1602692),\n",
       "   (9, 0.24257548),\n",
       "   (14,\n",
       "    0.58859634)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.58859634},\n",
       " (195435,\n",
       "  Timestamp('2014-01-09 00:00:00')): {'allTopicsWithProb': [(7, 0.16108611),\n",
       "   (9, 0.2429377),\n",
       "   (14,\n",
       "    0.58900917)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.58900917},\n",
       " (196499,\n",
       "  Timestamp('2013-05-06 00:00:00')): {'allTopicsWithProb': [(7, 0.0614821),\n",
       "   (9, 0.055422306),\n",
       "   (10, 0.21115297),\n",
       "   (11, 0.18224081),\n",
       "   (14,\n",
       "    0.48903716)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.48903716},\n",
       " (196499,\n",
       "  Timestamp('2013-05-07 00:00:00')): {'allTopicsWithProb': [(7, 0.064039916),\n",
       "   (9, 0.053248294),\n",
       "   (10, 0.21148014),\n",
       "   (11, 0.18001018),\n",
       "   (14,\n",
       "    0.49055678)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49055678},\n",
       " (196499,\n",
       "  Timestamp('2013-05-08 00:00:00')): {'allTopicsWithProb': [(7, 0.05684401),\n",
       "   (9, 0.055549543),\n",
       "   (10, 0.21118568),\n",
       "   (11, 0.18906157),\n",
       "   (14, 0.4866945)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.4866945},\n",
       " (196499,\n",
       "  Timestamp('2013-05-12 00:00:00')): {'allTopicsWithProb': [(7, 0.059985183),\n",
       "   (9, 0.053453308),\n",
       "   (10, 0.21148354),\n",
       "   (11, 0.1859594),\n",
       "   (14, 0.4884539)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4884539},\n",
       " (196499,\n",
       "  Timestamp('2013-05-19 00:00:00')): {'allTopicsWithProb': [(7, 0.060291547),\n",
       "   (9, 0.05474015),\n",
       "   (10, 0.21127325),\n",
       "   (11, 0.18463105),\n",
       "   (14, 0.4883993)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4883993},\n",
       " (198966,\n",
       "  Timestamp('2013-05-08 00:00:00')): {'allTopicsWithProb': [(5, 0.028141629),\n",
       "   (8, 0.041404158),\n",
       "   (14, 0.9248598)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9248598},\n",
       " (200615,\n",
       "  Timestamp('2013-05-10 00:00:00')): {'allTopicsWithProb': [(5, 0.03385895),\n",
       "   (7, 0.15376146),\n",
       "   (9, 0.48373184),\n",
       "   (11,\n",
       "    0.32670766)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.48373184},\n",
       " (200615,\n",
       "  Timestamp('2013-05-12 00:00:00')): {'allTopicsWithProb': [(5, 0.033858497),\n",
       "   (7, 0.15365529),\n",
       "   (9, 0.48380503),\n",
       "   (11,\n",
       "    0.32674107)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.48380503},\n",
       " (200615,\n",
       "  Timestamp('2013-05-13 00:00:00')): {'allTopicsWithProb': [(5, 0.03385822),\n",
       "   (7, 0.15409261),\n",
       "   (9, 0.48327076),\n",
       "   (11,\n",
       "    0.32683837)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.48327076},\n",
       " (200615,\n",
       "  Timestamp('2013-05-14 00:00:00')): {'allTopicsWithProb': [(5, 0.033859797),\n",
       "   (7, 0.15388267),\n",
       "   (9, 0.48366395),\n",
       "   (11,\n",
       "    0.32665354)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.48366395},\n",
       " (203143,\n",
       "  Timestamp('2013-05-12 00:00:00')): {'allTopicsWithProb': [(8, 0.015794322),\n",
       "   (9, 0.0276848),\n",
       "   (12, 0.2114933),\n",
       "   (14,\n",
       "    0.73807514)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.73807514},\n",
       " (203143,\n",
       "  Timestamp('2013-05-13 00:00:00')): {'allTopicsWithProb': [(8, 0.015955921),\n",
       "   (9, 0.027895186),\n",
       "   (12, 0.21140835),\n",
       "   (14, 0.7377429)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7377429},\n",
       " (203143,\n",
       "  Timestamp('2013-05-14 00:00:00')): {'allTopicsWithProb': [(8, 0.013443585),\n",
       "   (9, 0.029202934),\n",
       "   (12, 0.21143274),\n",
       "   (14, 0.7373645)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7373645},\n",
       " (203143,\n",
       "  Timestamp('2013-05-15 00:00:00')): {'allTopicsWithProb': [(6, 0.0123714255),\n",
       "   (9, 0.030818904),\n",
       "   (12, 0.21159618),\n",
       "   (14,\n",
       "    0.73731595)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.73731595},\n",
       " (205744,\n",
       "  Timestamp('2013-05-15 00:00:00')): {'allTopicsWithProb': [(8, 0.09887604),\n",
       "   (12, 0.06551847),\n",
       "   (14, 0.8344756)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.8344756},\n",
       " (205744,\n",
       "  Timestamp('2013-05-17 00:00:00')): {'allTopicsWithProb': [(8, 0.09887594),\n",
       "   (12, 0.06551696),\n",
       "   (14, 0.8344771)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.8344771},\n",
       " (206187,\n",
       "  Timestamp('2013-05-15 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.92820495)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.92820495},\n",
       " (208194,\n",
       "  Timestamp('2013-05-17 00:00:00')): {'allTopicsWithProb': [(6, 0.21451737),\n",
       "   (10, 0.22389998),\n",
       "   (14,\n",
       "    0.56112325)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.56112325},\n",
       " (208194,\n",
       "  Timestamp('2013-05-18 00:00:00')): {'allTopicsWithProb': [(6, 0.21453866),\n",
       "   (10, 0.22390257),\n",
       "   (14,\n",
       "    0.56119794)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.56119794},\n",
       " (208194,\n",
       "  Timestamp('2013-05-19 00:00:00')): {'allTopicsWithProb': [(6, 0.21450716),\n",
       "   (10, 0.22389774),\n",
       "   (14,\n",
       "    0.56108975)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.56108975},\n",
       " (208194,\n",
       "  Timestamp('2013-05-20 00:00:00')): {'allTopicsWithProb': [(6, 0.21440698),\n",
       "   (10, 0.22387391),\n",
       "   (14,\n",
       "    0.56076115)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.56076115},\n",
       " (208194,\n",
       "  Timestamp('2013-05-21 00:00:00')): {'allTopicsWithProb': [(6, 0.2145485),\n",
       "   (10, 0.22390197),\n",
       "   (14, 0.5612295)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.5612295},\n",
       " (208459,\n",
       "  Timestamp('2013-05-17 00:00:00')): {'allTopicsWithProb': [(11, 0.015987268),\n",
       "   (12, 0.07873541),\n",
       "   (14, 0.9043192)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9043192},\n",
       " (208459,\n",
       "  Timestamp('2013-05-19 00:00:00')): {'allTopicsWithProb': [(11, 0.012726047),\n",
       "   (12, 0.07891491),\n",
       "   (14, 0.907401)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.907401},\n",
       " (208459,\n",
       "  Timestamp('2013-05-20 00:00:00')): {'allTopicsWithProb': [(11, 0.017531576),\n",
       "   (12, 0.07865184),\n",
       "   (14, 0.9028585)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9028585},\n",
       " (210298,\n",
       "  Timestamp('2013-05-19 00:00:00')): {'allTopicsWithProb': [(6, 0.16848227),\n",
       "   (11, 0.33471885),\n",
       "   (14,\n",
       "    0.49662697)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49662697},\n",
       " (210298,\n",
       "  Timestamp('2013-05-20 00:00:00')): {'allTopicsWithProb': [(6, 0.1684612),\n",
       "   (11, 0.33466822),\n",
       "   (14,\n",
       "    0.49667376)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49667376},\n",
       " (210298,\n",
       "  Timestamp('2013-05-21 00:00:00')): {'allTopicsWithProb': [(6, 0.1684275),\n",
       "   (11, 0.3345904),\n",
       "   (14, 0.4967077)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4967077},\n",
       " (210298,\n",
       "  Timestamp('2013-05-22 00:00:00')): {'allTopicsWithProb': [(6, 0.16843286),\n",
       "   (11, 0.33461437),\n",
       "   (14,\n",
       "    0.49669987)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49669987},\n",
       " (210298,\n",
       "  Timestamp('2013-05-27 00:00:00')): {'allTopicsWithProb': [(6, 0.16838013),\n",
       "   (11, 0.33454376),\n",
       "   (14, 0.4967345)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4967345},\n",
       " (210298,\n",
       "  Timestamp('2013-05-28 00:00:00')): {'allTopicsWithProb': [(6, 0.1683876),\n",
       "   (11, 0.3345758),\n",
       "   (14,\n",
       "    0.49672526)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49672526},\n",
       " (210298,\n",
       "  Timestamp('2013-06-13 00:00:00')): {'allTopicsWithProb': [(6, 0.16842988),\n",
       "   (11, 0.33459932),\n",
       "   (14,\n",
       "    0.49670616)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49670616},\n",
       " (210298,\n",
       "  Timestamp('2013-06-14 00:00:00')): {'allTopicsWithProb': [(6, 0.16844833),\n",
       "   (11, 0.33464465),\n",
       "   (14, 0.4966897)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4966897},\n",
       " (210298,\n",
       "  Timestamp('2013-06-15 00:00:00')): {'allTopicsWithProb': [(6, 0.16846164),\n",
       "   (11, 0.3346735),\n",
       "   (14,\n",
       "    0.49667215)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49667215},\n",
       " (210298,\n",
       "  Timestamp('2013-06-16 00:00:00')): {'allTopicsWithProb': [(6, 0.16843033),\n",
       "   (11, 0.33459803),\n",
       "   (14,\n",
       "    0.49670467)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49670467},\n",
       " (210298,\n",
       "  Timestamp('2013-06-17 00:00:00')): {'allTopicsWithProb': [(6, 0.16849706),\n",
       "   (11, 0.33472964),\n",
       "   (14,\n",
       "    0.49660158)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49660158},\n",
       " (210298,\n",
       "  Timestamp('2013-06-18 00:00:00')): {'allTopicsWithProb': [(6, 0.16842106),\n",
       "   (11, 0.33460796),\n",
       "   (14,\n",
       "    0.49670866)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.49670866},\n",
       " (210298,\n",
       "  Timestamp('2013-06-19 00:00:00')): {'allTopicsWithProb': [(6, 0.16843162),\n",
       "   (11, 0.3346281),\n",
       "   (14, 0.4966965)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.4966965},\n",
       " (210298,\n",
       "  Timestamp('2013-06-20 00:00:00')): {'allTopicsWithProb': [(6, 0.16851382),\n",
       "   (11, 0.33473668),\n",
       "   (14, 0.4965779)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4965779},\n",
       " (210298,\n",
       "  Timestamp('2013-06-22 00:00:00')): {'allTopicsWithProb': [(6, 0.16843186),\n",
       "   (11, 0.33462453),\n",
       "   (14,\n",
       "    0.49669817)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49669817},\n",
       " (210298,\n",
       "  Timestamp('2013-06-23 00:00:00')): {'allTopicsWithProb': [(6, 0.16850376),\n",
       "   (11, 0.33474213),\n",
       "   (14,\n",
       "    0.49658245)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49658245},\n",
       " (210298,\n",
       "  Timestamp('2013-06-24 00:00:00')): {'allTopicsWithProb': [(6, 0.16841573),\n",
       "   (11, 0.33458313),\n",
       "   (14,\n",
       "    0.49671584)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49671584},\n",
       " (210298,\n",
       "  Timestamp('2013-06-25 00:00:00')): {'allTopicsWithProb': [(6, 0.16846387),\n",
       "   (11, 0.33468592),\n",
       "   (14,\n",
       "    0.49666166)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49666166},\n",
       " (210298,\n",
       "  Timestamp('2013-06-26 00:00:00')): {'allTopicsWithProb': [(6, 0.16846655),\n",
       "   (11, 0.33468512),\n",
       "   (14, 0.4966603)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4966603},\n",
       " (210298,\n",
       "  Timestamp('2013-06-27 00:00:00')): {'allTopicsWithProb': [(6, 0.1684209),\n",
       "   (11, 0.33460256),\n",
       "   (14,\n",
       "    0.49670893)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49670893},\n",
       " (210298,\n",
       "  Timestamp('2013-10-30 00:00:00')): {'allTopicsWithProb': [(6, 0.16840109),\n",
       "   (11, 0.3345856),\n",
       "   (14,\n",
       "    0.49671897)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49671897},\n",
       " (210298,\n",
       "  Timestamp('2013-10-31 00:00:00')): {'allTopicsWithProb': [(6, 0.16842966),\n",
       "   (11, 0.33462122),\n",
       "   (14,\n",
       "    0.49669844)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49669844},\n",
       " (210298,\n",
       "  Timestamp('2014-05-16 00:00:00')): {'allTopicsWithProb': [(6, 0.16843037),\n",
       "   (11, 0.3346046),\n",
       "   (14,\n",
       "    0.49670458)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49670458},\n",
       " (210298,\n",
       "  Timestamp('2014-05-17 00:00:00')): {'allTopicsWithProb': [(6, 0.16848427),\n",
       "   (11, 0.3347114),\n",
       "   (14, 0.4966317)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4966317},\n",
       " (210298,\n",
       "  Timestamp('2014-05-30 00:00:00')): {'allTopicsWithProb': [(6, 0.16847467),\n",
       "   (11, 0.33467585),\n",
       "   (14,\n",
       "    0.49666306)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49666306},\n",
       " (210298,\n",
       "  Timestamp('2014-05-31 00:00:00')): {'allTopicsWithProb': [(6, 0.16844966),\n",
       "   (11, 0.33468166),\n",
       "   (14, 0.4966694)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4966694},\n",
       " (210298,\n",
       "  Timestamp('2014-06-01 00:00:00')): {'allTopicsWithProb': [(6, 0.16844451),\n",
       "   (11, 0.33464104),\n",
       "   (14,\n",
       "    0.49668813)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.49668813},\n",
       " (210298,\n",
       "  Timestamp('2014-06-02 00:00:00')): {'allTopicsWithProb': [(6, 0.16837),\n",
       "   (11, 0.33453518),\n",
       "   (14,\n",
       "    0.49673858)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.49673858},\n",
       " (212892,\n",
       "  Timestamp('2013-05-22 00:00:00')): {'allTopicsWithProb': [(9, 0.19337799),\n",
       "   (11, 0.17347534),\n",
       "   (14,\n",
       "    0.63170516)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.63170516},\n",
       " (212892,\n",
       "  Timestamp('2013-05-23 00:00:00')): {'allTopicsWithProb': [(9, 0.19336955),\n",
       "   (11, 0.17347756),\n",
       "   (14, 0.6317114)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.6317114},\n",
       " (215343,\n",
       "  Timestamp('2013-05-24 00:00:00')): {'allTopicsWithProb': [(9, 0.50774413),\n",
       "   (14,\n",
       "    0.48829845)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.50774413},\n",
       " (215343,\n",
       "  Timestamp('2013-05-25 00:00:00')): {'allTopicsWithProb': [(9, 0.5077518),\n",
       "   (14, 0.48829076)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5077518},\n",
       " (215343,\n",
       "  Timestamp('2013-05-26 00:00:00')): {'allTopicsWithProb': [(9, 0.50774074),\n",
       "   (14,\n",
       "    0.48830187)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.50774074},\n",
       " (215777,\n",
       "  Timestamp('2013-05-25 00:00:00')): {'allTopicsWithProb': [(1, 0.25825286),\n",
       "   (3, 0.24021426),\n",
       "   (5, 0.12912542),\n",
       "   (7, 0.3430741)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.3430741},\n",
       " (215817,\n",
       "  Timestamp('2013-05-25 00:00:00')): {'allTopicsWithProb': [(7, 0.03960231),\n",
       "   (9, 0.89770246),\n",
       "   (14,\n",
       "    0.061874725)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.89770246},\n",
       " (215817,\n",
       "  Timestamp('2013-05-26 00:00:00')): {'allTopicsWithProb': [(7, 0.040836994),\n",
       "   (9, 0.8964956),\n",
       "   (14, 0.06184689)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8964956},\n",
       " (215817,\n",
       "  Timestamp('2013-05-27 00:00:00')): {'allTopicsWithProb': [(7, 0.041542765),\n",
       "   (9, 0.8960744),\n",
       "   (14,\n",
       "    0.061562333)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8960744},\n",
       " (215817,\n",
       "  Timestamp('2013-05-29 00:00:00')): {'allTopicsWithProb': [(7, 0.04255523),\n",
       "   (9, 0.8950249),\n",
       "   (14,\n",
       "    0.061599363)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8950249},\n",
       " (215986,\n",
       "  Timestamp('2013-05-25 00:00:00')): {'allTopicsWithProb': [(7, 0.028775917),\n",
       "   (9, 0.43623292),\n",
       "   (11, 0.17838866),\n",
       "   (14, 0.3548139)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.43623292},\n",
       " (215986,\n",
       "  Timestamp('2013-05-26 00:00:00')): {'allTopicsWithProb': [(7, 0.030351387),\n",
       "   (9, 0.43611875),\n",
       "   (11, 0.17664109),\n",
       "   (14,\n",
       "    0.35510018)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.43611875},\n",
       " (215986,\n",
       "  Timestamp('2013-05-27 00:00:00')): {'allTopicsWithProb': [(7, 0.025824694),\n",
       "   (9, 0.4373016),\n",
       "   (11, 0.18057199),\n",
       "   (14, 0.3545131)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.4373016},\n",
       " (215986,\n",
       "  Timestamp('2013-05-29 00:00:00')): {'allTopicsWithProb': [(7, 0.02847591),\n",
       "   (9, 0.43676805),\n",
       "   (11, 0.17807607),\n",
       "   (14,\n",
       "    0.35489136)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.43676805},\n",
       " (215986,\n",
       "  Timestamp('2013-05-30 00:00:00')): {'allTopicsWithProb': [(7, 0.03075204),\n",
       "   (9, 0.43637043),\n",
       "   (11, 0.17584805),\n",
       "   (14,\n",
       "    0.35524085)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.43637043},\n",
       " (217459,\n",
       "  Timestamp('2013-05-27 00:00:00')): {'allTopicsWithProb': [(7, 0.0357014),\n",
       "   (9, 0.8195715),\n",
       "   (10, 0.1426437)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8195715},\n",
       " (217459,\n",
       "  Timestamp('2013-05-28 00:00:00')): {'allTopicsWithProb': [(7, 0.03578192),\n",
       "   (9, 0.8194941),\n",
       "   (10, 0.14264062)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.8194941},\n",
       " (220407,\n",
       "  Timestamp('2013-05-30 00:00:00')): {'allTopicsWithProb': [(7, 0.032296315),\n",
       "   (14,\n",
       "    0.96585184)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.96585184},\n",
       " (220407,\n",
       "  Timestamp('2013-05-31 00:00:00')): {'allTopicsWithProb': [(7, 0.03421631),\n",
       "   (14,\n",
       "    0.96393186)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.96393186},\n",
       " (222108,\n",
       "  Timestamp('2013-06-01 00:00:00')): {'allTopicsWithProb': [(9, 0.6508545),\n",
       "   (14, 0.34522393)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6508545},\n",
       " (222108,\n",
       "  Timestamp('2013-06-02 00:00:00')): {'allTopicsWithProb': [(9, 0.65084875),\n",
       "   (14, 0.3452297)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.65084875},\n",
       " (223876,\n",
       "  Timestamp('2013-06-02 00:00:00')): {'allTopicsWithProb': [(7, 0.09061856),\n",
       "   (9, 0.90231824)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.90231824},\n",
       " (224065,\n",
       "  Timestamp('2013-06-03 00:00:00')): {'allTopicsWithProb': [(0, 0.62012106),\n",
       "   (7, 0.3429185),\n",
       "   (8, 0.011718536),\n",
       "   (11, 0.0241868)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.62012106},\n",
       " (224065,\n",
       "  Timestamp('2013-06-04 00:00:00')): {'allTopicsWithProb': [(0, 0.6199806),\n",
       "   (7, 0.34248477),\n",
       "   (8, 0.011723108),\n",
       "   (11,\n",
       "    0.024756437)], 'label': 'neg', 'maxTopicID': 0, 'topicProb': 0.6199806},\n",
       " (224065,\n",
       "  Timestamp('2013-06-05 00:00:00')): {'allTopicsWithProb': [(0, 0.620211),\n",
       "   (7, 0.34318575),\n",
       "   (8, 0.011722643),\n",
       "   (11, 0.023825465)], 'label': 'neg', 'maxTopicID': 0, 'topicProb': 0.620211},\n",
       " (229844,\n",
       "  Timestamp('2013-06-09 00:00:00')): {'allTopicsWithProb': [(9, 0.30274028),\n",
       "   (11, 0.3956532),\n",
       "   (14,\n",
       "    0.30082837)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.3956532},\n",
       " (229844,\n",
       "  Timestamp('2013-06-10 00:00:00')): {'allTopicsWithProb': [(9, 0.3027447),\n",
       "   (11, 0.39565414),\n",
       "   (14,\n",
       "    0.30082294)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.39565414},\n",
       " (231876,\n",
       "  Timestamp('2013-06-11 00:00:00')): {'allTopicsWithProb': [(9, 0.95844007),\n",
       "   (12,\n",
       "    0.036307417)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.95844007},\n",
       " (238671,\n",
       "  Timestamp('2013-06-20 00:00:00')): {'allTopicsWithProb': [(7, 0.07042791),\n",
       "   (9, 0.38871947),\n",
       "   (14, 0.5380748)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5380748},\n",
       " (238671,\n",
       "  Timestamp('2013-06-21 00:00:00')): {'allTopicsWithProb': [(7, 0.06795444),\n",
       "   (9, 0.39106718),\n",
       "   (14, 0.5382007)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5382007},\n",
       " (238671,\n",
       "  Timestamp('2013-06-28 00:00:00')): {'allTopicsWithProb': [(7, 0.06761423),\n",
       "   (9, 0.3913835),\n",
       "   (14, 0.5382244)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5382244},\n",
       " (238733,\n",
       "  Timestamp('2013-06-20 00:00:00')): {'allTopicsWithProb': [(7, 0.12204276),\n",
       "   (9, 0.37093508),\n",
       "   (14,\n",
       "    0.50487167)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.50487167},\n",
       " (238733,\n",
       "  Timestamp('2013-06-21 00:00:00')): {'allTopicsWithProb': [(7, 0.121349394),\n",
       "   (9, 0.37186563),\n",
       "   (14, 0.5046344)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5046344},\n",
       " (238733,\n",
       "  Timestamp('2013-09-04 00:00:00')): {'allTopicsWithProb': [(7, 0.12170161),\n",
       "   (9, 0.37139928),\n",
       "   (14, 0.5047486)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.5047486},\n",
       " (238733,\n",
       "  Timestamp('2013-09-05 00:00:00')): {'allTopicsWithProb': [(7, 0.12109989),\n",
       "   (9, 0.37218928),\n",
       "   (14,\n",
       "    0.50456023)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.50456023},\n",
       " (242496,\n",
       "  Timestamp('2013-06-25 00:00:00')): {'allTopicsWithProb': [(2, 0.050597917),\n",
       "   (14,\n",
       "    0.93896025)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.93896025},\n",
       " (243916,\n",
       "  Timestamp('2013-06-26 00:00:00')): {'allTopicsWithProb': [(0, 0.33110383),\n",
       "   (9, 0.028092379),\n",
       "   (11, 0.4132766),\n",
       "   (14, 0.226484)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.4132766},\n",
       " (243916,\n",
       "  Timestamp('2013-06-27 00:00:00')): {'allTopicsWithProb': [(0, 0.33107537),\n",
       "   (9, 0.027423149),\n",
       "   (11, 0.4138148),\n",
       "   (14,\n",
       "    0.22664353)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.4138148},\n",
       " (243916,\n",
       "  Timestamp('2013-06-28 00:00:00')): {'allTopicsWithProb': [(0, 0.33111095),\n",
       "   (9, 0.028877776),\n",
       "   (11, 0.41251436),\n",
       "   (14,\n",
       "    0.22645374)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.41251436},\n",
       " (243916,\n",
       "  Timestamp('2013-06-29 00:00:00')): {'allTopicsWithProb': [(0, 0.3311135),\n",
       "   (9, 0.028512014),\n",
       "   (11, 0.41290697),\n",
       "   (14,\n",
       "    0.22642435)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.41290697},\n",
       " (243916,\n",
       "  Timestamp('2013-07-05 00:00:00')): {'allTopicsWithProb': [(0, 0.33116406),\n",
       "   (9, 0.02751428),\n",
       "   (11, 0.41392797),\n",
       "   (14,\n",
       "    0.2263505)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.41392797},\n",
       " (245666,\n",
       "  Timestamp('2013-06-28 00:00:00')): {'allTopicsWithProb': [(0, 0.82442427),\n",
       "   (9, 0.14849235)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.82442427},\n",
       " (245783,\n",
       "  Timestamp('2013-06-28 00:00:00')): {'allTopicsWithProb': [(0, 0.07675557),\n",
       "   (6, 0.06859857),\n",
       "   (9, 0.77035475),\n",
       "   (14,\n",
       "    0.075809024)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.77035475},\n",
       " (245783,\n",
       "  Timestamp('2013-06-29 00:00:00')): {'allTopicsWithProb': [(0, 0.076622486),\n",
       "   (6, 0.06857484),\n",
       "   (9, 0.77035826),\n",
       "   (14,\n",
       "    0.076453626)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.77035826},\n",
       " (245783,\n",
       "  Timestamp('2013-07-01 00:00:00')): {'allTopicsWithProb': [(0, 0.07670247),\n",
       "   (6, 0.06849192),\n",
       "   (9, 0.7702668),\n",
       "   (14, 0.07614515)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7702668},\n",
       " (245783,\n",
       "  Timestamp('2013-07-02 00:00:00')): {'allTopicsWithProb': [(0, 0.07670296),\n",
       "   (6, 0.06889919),\n",
       "   (9, 0.7708081),\n",
       "   (14, 0.0760479)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7708081},\n",
       " (245783,\n",
       "  Timestamp('2013-07-05 00:00:00')): {'allTopicsWithProb': [(0, 0.07678016),\n",
       "   (6, 0.06887144),\n",
       "   (9, 0.7707339),\n",
       "   (14,\n",
       "    0.075660095)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.7707339},\n",
       " (245783,\n",
       "  Timestamp('2013-07-06 00:00:00')): {'allTopicsWithProb': [(0, 0.07656664),\n",
       "   (6, 0.06829337),\n",
       "   (9, 0.7699118),\n",
       "   (14, 0.07667241)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.7699118},\n",
       " (245783,\n",
       "  Timestamp('2013-07-10 00:00:00')): {'allTopicsWithProb': [(0, 0.07673906),\n",
       "   (6, 0.068714164),\n",
       "   (9, 0.77057135),\n",
       "   (14,\n",
       "    0.07594522)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.77057135},\n",
       " (245783,\n",
       "  Timestamp('2013-07-12 00:00:00')): {'allTopicsWithProb': [(0, 0.076726854),\n",
       "   (6, 0.068844475),\n",
       "   (9, 0.77066845),\n",
       "   (14,\n",
       "    0.075869225)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.77066845},\n",
       " (245783,\n",
       "  Timestamp('2013-07-16 00:00:00')): {'allTopicsWithProb': [(0, 0.076596625),\n",
       "   (6, 0.06828493),\n",
       "   (9, 0.7698387),\n",
       "   (14, 0.07645659)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7698387},\n",
       " (245783,\n",
       "  Timestamp('2013-07-17 00:00:00')): {'allTopicsWithProb': [(0, 0.07677079),\n",
       "   (6, 0.068691894),\n",
       "   (9, 0.7705134),\n",
       "   (14, 0.07576466)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7705134},\n",
       " (245783,\n",
       "  Timestamp('2013-07-18 00:00:00')): {'allTopicsWithProb': [(0, 0.0767827),\n",
       "   (6, 0.06878172),\n",
       "   (9, 0.77055925),\n",
       "   (14,\n",
       "    0.07559868)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.77055925},\n",
       " (245783,\n",
       "  Timestamp('2013-07-19 00:00:00')): {'allTopicsWithProb': [(0, 0.07672235),\n",
       "   (6, 0.068668745),\n",
       "   (9, 0.7705623),\n",
       "   (14, 0.07609688)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7705623},\n",
       " (245783,\n",
       "  Timestamp('2013-07-29 00:00:00')): {'allTopicsWithProb': [(0, 0.07670997),\n",
       "   (6, 0.06877059),\n",
       "   (9, 0.77056044),\n",
       "   (14,\n",
       "    0.07595006)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.77056044},\n",
       " (245783,\n",
       "  Timestamp('2013-07-30 00:00:00')): {'allTopicsWithProb': [(0, 0.076796584),\n",
       "   (6, 0.068856366),\n",
       "   (9, 0.77075344),\n",
       "   (14,\n",
       "    0.07564466)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.77075344},\n",
       " (245783,\n",
       "  Timestamp('2013-07-31 00:00:00')): {'allTopicsWithProb': [(0, 0.076714404),\n",
       "   (6, 0.06864624),\n",
       "   (9, 0.7703398),\n",
       "   (14,\n",
       "    0.075880975)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7703398},\n",
       " (245783,\n",
       "  Timestamp('2013-08-02 00:00:00')): {'allTopicsWithProb': [(0, 0.076645896),\n",
       "   (6, 0.06832101),\n",
       "   (9, 0.7699435),\n",
       "   (14, 0.07631174)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7699435},\n",
       " (245783,\n",
       "  Timestamp('2013-08-06 00:00:00')): {'allTopicsWithProb': [(0, 0.07670733),\n",
       "   (6, 0.068564616),\n",
       "   (9, 0.770259),\n",
       "   (14, 0.075971015)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.770259},\n",
       " (245783,\n",
       "  Timestamp('2013-08-07 00:00:00')): {'allTopicsWithProb': [(0, 0.076811895),\n",
       "   (6, 0.06874682),\n",
       "   (9, 0.7704588),\n",
       "   (14,\n",
       "    0.075402215)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7704588},\n",
       " (245783,\n",
       "  Timestamp('2013-08-08 00:00:00')): {'allTopicsWithProb': [(0, 0.07667491),\n",
       "   (6, 0.06837586),\n",
       "   (9, 0.77004045),\n",
       "   (14,\n",
       "    0.07619891)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.77004045},\n",
       " (245783,\n",
       "  Timestamp('2013-10-19 00:00:00')): {'allTopicsWithProb': [(0, 0.07671753),\n",
       "   (6, 0.06870156),\n",
       "   (9, 0.7703683),\n",
       "   (14, 0.0757944)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7703683},\n",
       " (245783,\n",
       "  Timestamp('2013-10-21 00:00:00')): {'allTopicsWithProb': [(0, 0.07659988),\n",
       "   (6, 0.068462394),\n",
       "   (9, 0.7702246),\n",
       "   (14, 0.0765988)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7702246},\n",
       " (245783,\n",
       "  Timestamp('2013-11-23 00:00:00')): {'allTopicsWithProb': [(0, 0.07683821),\n",
       "   (6, 0.068959504),\n",
       "   (9, 0.7709216),\n",
       "   (14, 0.07547543)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7709216},\n",
       " (245962,\n",
       "  Timestamp('2013-06-28 00:00:00')): {'allTopicsWithProb': [(7, 0.2400099),\n",
       "   (9, 0.27282244),\n",
       "   (11, 0.14459741),\n",
       "   (12, 0.1278133),\n",
       "   (14,\n",
       "    0.21238703)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.27282244},\n",
       " (245962,\n",
       "  Timestamp('2013-06-29 00:00:00')): {'allTopicsWithProb': [(7, 0.24031161),\n",
       "   (9, 0.2731154),\n",
       "   (11, 0.14388701),\n",
       "   (12, 0.1278223),\n",
       "   (14, 0.21274939)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.2731154},\n",
       " (245962,\n",
       "  Timestamp('2013-06-30 00:00:00')): {'allTopicsWithProb': [(7, 0.24064611),\n",
       "   (9, 0.27251807),\n",
       "   (11, 0.14380823),\n",
       "   (12, 0.12780783),\n",
       "   (14, 0.2129782)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.27251807},\n",
       " (245962,\n",
       "  Timestamp('2013-07-01 00:00:00')): {'allTopicsWithProb': [(7, 0.23919234),\n",
       "   (9, 0.27238336),\n",
       "   (11, 0.14649282),\n",
       "   (12, 0.12773943),\n",
       "   (14,\n",
       "    0.21189822)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.27238336},\n",
       " (245962,\n",
       "  Timestamp('2013-07-03 00:00:00')): {'allTopicsWithProb': [(7, 0.2406671),\n",
       "   (9, 0.2732823),\n",
       "   (11, 0.14308196),\n",
       "   (12, 0.12785745),\n",
       "   (14, 0.21294303)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.2732823},\n",
       " (247739,\n",
       "  Timestamp('2013-07-01 00:00:00')): {'allTopicsWithProb': [(6, 0.16076002),\n",
       "   (9, 0.34420753),\n",
       "   (14, 0.4899369)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.4899369},\n",
       " (248972,\n",
       "  Timestamp('2013-07-03 00:00:00')): {'allTopicsWithProb': [(0, 0.095548764),\n",
       "   (14,\n",
       "    0.88639563)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.88639563},\n",
       " (249442,\n",
       "  Timestamp('2013-07-03 00:00:00')): {'allTopicsWithProb': [(9, 0.19228344),\n",
       "   (11, 0.31808123),\n",
       "   (14,\n",
       "    0.48485985)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.48485985},\n",
       " (249442,\n",
       "  Timestamp('2013-07-04 00:00:00')): {'allTopicsWithProb': [(9, 0.19230524),\n",
       "   (11, 0.31809253),\n",
       "   (14,\n",
       "    0.48482624)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.48482624},\n",
       " (249778,\n",
       "  Timestamp('2013-07-04 00:00:00')): {'allTopicsWithProb': [(9, 0.42162716),\n",
       "   (14, 0.5528826)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.5528826},\n",
       " (249830,\n",
       "  Timestamp('2013-07-04 00:00:00')): {'allTopicsWithProb': [(2, 0.65092576),\n",
       "   (7, 0.15908775),\n",
       "   (11, 0.04669275),\n",
       "   (14, 0.1419748)], 'label': 'pos', 'maxTopicID': 2, 'topicProb': 0.65092576},\n",
       " (249830,\n",
       "  Timestamp('2013-07-05 00:00:00')): {'allTopicsWithProb': [(2, 0.65024555),\n",
       "   (7, 0.16116005),\n",
       "   (11, 0.042016227),\n",
       "   (14,\n",
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       " (250073,\n",
       "  Timestamp('2013-07-04 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.9868001)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9868001},\n",
       " (250817,\n",
       "  Timestamp('2013-07-05 00:00:00')): {'allTopicsWithProb': [(2,\n",
       "    0.9222221)], 'label': 'pos', 'maxTopicID': 2, 'topicProb': 0.9222221},\n",
       " (251045,\n",
       "  Timestamp('2013-07-06 00:00:00')): {'allTopicsWithProb': [(2, 0.5882032),\n",
       "   (7, 0.07145563),\n",
       "   (9, 0.33784896)], 'label': 'pos', 'maxTopicID': 2, 'topicProb': 0.5882032},\n",
       " (251045,\n",
       "  Timestamp('2013-07-07 00:00:00')): {'allTopicsWithProb': [(2, 0.5882929),\n",
       "   (7, 0.07164325),\n",
       "   (9, 0.33757162)], 'label': 'pos', 'maxTopicID': 2, 'topicProb': 0.5882929},\n",
       " (251410,\n",
       "  Timestamp('2013-07-06 00:00:00')): {'allTopicsWithProb': [(6, 0.086638615),\n",
       "   (7, 0.1636175),\n",
       "   (9, 0.30585098),\n",
       "   (14, 0.4427453)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.4427453},\n",
       " (251410,\n",
       "  Timestamp('2013-07-07 00:00:00')): {'allTopicsWithProb': [(6, 0.08684325),\n",
       "   (7, 0.16340838),\n",
       "   (9, 0.30594394),\n",
       "   (14,\n",
       "    0.44265676)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.44265676},\n",
       " (251410,\n",
       "  Timestamp('2013-07-08 00:00:00')): {'allTopicsWithProb': [(6, 0.08659906),\n",
       "   (7, 0.16365191),\n",
       "   (9, 0.3058398),\n",
       "   (14,\n",
       "    0.44276163)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.44276163},\n",
       " (251410,\n",
       "  Timestamp('2013-07-09 00:00:00')): {'allTopicsWithProb': [(6, 0.08682063),\n",
       "   (7, 0.16342556),\n",
       "   (9, 0.30593973),\n",
       "   (14,\n",
       "    0.44266644)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.44266644},\n",
       " (253802,\n",
       "  Timestamp('2013-07-10 00:00:00')): {'allTopicsWithProb': [(6, 0.06581616),\n",
       "   (9, 0.8742909),\n",
       "   (11, 0.05752615)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8742909},\n",
       " (253802,\n",
       "  Timestamp('2013-07-12 00:00:00')): {'allTopicsWithProb': [(6, 0.0644654),\n",
       "   (9, 0.8721457),\n",
       "   (11,\n",
       "    0.061022006)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8721457},\n",
       " (253802,\n",
       "  Timestamp('2014-03-31 00:00:00')): {'allTopicsWithProb': [(6, 0.06373662),\n",
       "   (9, 0.8713281),\n",
       "   (11,\n",
       "    0.062568404)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8713281},\n",
       " (253802,\n",
       "  Timestamp('2014-04-01 00:00:00')): {'allTopicsWithProb': [(6, 0.06525905),\n",
       "   (9, 0.87344635),\n",
       "   (11,\n",
       "    0.058927733)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.87344635},\n",
       " (253802,\n",
       "  Timestamp('2014-04-06 00:00:00')): {'allTopicsWithProb': [(6, 0.0636261),\n",
       "   (9, 0.87168574),\n",
       "   (11,\n",
       "    0.06232125)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.87168574},\n",
       " (255534,\n",
       "  Timestamp('2013-07-13 00:00:00')): {'allTopicsWithProb': [(0, 0.23657516),\n",
       "   (7, 0.0219657),\n",
       "   (9, 0.7400917)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7400917},\n",
       " (255534,\n",
       "  Timestamp('2013-07-14 00:00:00')): {'allTopicsWithProb': [(0, 0.23658273),\n",
       "   (7, 0.021893525),\n",
       "   (9, 0.7401562)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.7401562},\n",
       " (255534,\n",
       "  Timestamp('2013-07-15 00:00:00')): {'allTopicsWithProb': [(0, 0.23653145),\n",
       "   (7, 0.022374902),\n",
       "   (9, 0.7397262)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.7397262},\n",
       " (257881,\n",
       "  Timestamp('2013-07-17 00:00:00')): {'allTopicsWithProb': [(9, 0.46630624),\n",
       "   (14, 0.5268696)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.5268696},\n",
       " (258154,\n",
       "  Timestamp('2013-07-18 00:00:00')): {'allTopicsWithProb': [(9, 0.49201483),\n",
       "   (11, 0.42904145),\n",
       "   (14,\n",
       "    0.077775836)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.49201483},\n",
       " (259385,\n",
       "  Timestamp('2013-07-20 00:00:00')): {'allTopicsWithProb': [(6, 0.13848516),\n",
       "   (12, 0.8499687)], 'label': 'neu', 'maxTopicID': 12, 'topicProb': 0.8499687},\n",
       " (259385,\n",
       "  Timestamp('2013-07-22 00:00:00')): {'allTopicsWithProb': [(6, 0.13905501),\n",
       "   (12, 0.8499608)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.8499608},\n",
       " (259385,\n",
       "  Timestamp('2013-07-23 00:00:00')): {'allTopicsWithProb': [(6, 0.13868605),\n",
       "   (12, 0.8498461)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.8498461},\n",
       " (259385,\n",
       "  Timestamp('2013-07-24 00:00:00')): {'allTopicsWithProb': [(6, 0.13806976),\n",
       "   (12, 0.8497562)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.8497562},\n",
       " (259385,\n",
       "  Timestamp('2013-07-25 00:00:00')): {'allTopicsWithProb': [(6, 0.13897708),\n",
       "   (12, 0.8495257)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.8495257},\n",
       " (259385,\n",
       "  Timestamp('2013-07-27 00:00:00')): {'allTopicsWithProb': [(6, 0.13876832),\n",
       "   (12, 0.850054)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.850054},\n",
       " (259385,\n",
       "  Timestamp('2013-07-28 00:00:00')): {'allTopicsWithProb': [(6, 0.13850263),\n",
       "   (12,\n",
       "    0.84949577)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.84949577},\n",
       " (259385,\n",
       "  Timestamp('2013-07-29 00:00:00')): {'allTopicsWithProb': [(6, 0.13879594),\n",
       "   (12,\n",
       "    0.85004514)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.85004514},\n",
       " (259385,\n",
       "  Timestamp('2013-08-20 00:00:00')): {'allTopicsWithProb': [(6, 0.13919128),\n",
       "   (12, 0.8491694)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.8491694},\n",
       " (259385,\n",
       "  Timestamp('2013-08-22 00:00:00')): {'allTopicsWithProb': [(6, 0.13875845),\n",
       "   (12,\n",
       "    0.84969395)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.84969395},\n",
       " (259385,\n",
       "  Timestamp('2013-08-31 00:00:00')): {'allTopicsWithProb': [(6, 0.13901727),\n",
       "   (12,\n",
       "    0.84952205)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.84952205},\n",
       " (259385,\n",
       "  Timestamp('2013-09-01 00:00:00')): {'allTopicsWithProb': [(6, 0.13935544),\n",
       "   (12, 0.8496471)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.8496471},\n",
       " (259385,\n",
       "  Timestamp('2013-09-02 00:00:00')): {'allTopicsWithProb': [(6, 0.13938692),\n",
       "   (12, 0.8503711)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.8503711},\n",
       " (261849,\n",
       "  Timestamp('2013-07-24 00:00:00')): {'allTopicsWithProb': [(7, 0.2294482),\n",
       "   (9, 0.3839205),\n",
       "   (12, 0.38186938)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.3839205},\n",
       " (261849,\n",
       "  Timestamp('2013-07-25 00:00:00')): {'allTopicsWithProb': [(7, 0.22943433),\n",
       "   (9, 0.38393828),\n",
       "   (12,\n",
       "    0.38186544)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.38393828},\n",
       " (266410,\n",
       "  Timestamp('2013-08-01 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.9957576)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9957576},\n",
       " (266410,\n",
       "  Timestamp('2013-08-02 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.9957576)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9957576},\n",
       " (267406,\n",
       "  Timestamp('2013-08-03 00:00:00')): {'allTopicsWithProb': [(6, 0.014922021),\n",
       "   (12, 0.22456226),\n",
       "   (14, 0.7519408)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7519408},\n",
       " (267406,\n",
       "  Timestamp('2013-08-04 00:00:00')): {'allTopicsWithProb': [(6, 0.015765905),\n",
       "   (12, 0.22402914),\n",
       "   (14,\n",
       "    0.74984884)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.74984884},\n",
       " (267406,\n",
       "  Timestamp('2013-08-05 00:00:00')): {'allTopicsWithProb': [(6, 0.015306778),\n",
       "   (12, 0.22417654),\n",
       "   (14, 0.7503877)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7503877},\n",
       " (267406,\n",
       "  Timestamp('2013-08-06 00:00:00')): {'allTopicsWithProb': [(6, 0.015135729),\n",
       "   (12, 0.22450325),\n",
       "   (14, 0.7516908)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7516908},\n",
       " (267406,\n",
       "  Timestamp('2013-10-02 00:00:00')): {'allTopicsWithProb': [(6, 0.015488275),\n",
       "   (12, 0.22429723),\n",
       "   (14, 0.750873)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.750873},\n",
       " (267406,\n",
       "  Timestamp('2013-10-03 00:00:00')): {'allTopicsWithProb': [(6, 0.0152383),\n",
       "   (12, 0.22450219),\n",
       "   (14, 0.7516392)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7516392},\n",
       " (267406,\n",
       "  Timestamp('2013-10-07 00:00:00')): {'allTopicsWithProb': [(6, 0.015439225),\n",
       "   (12, 0.22425462),\n",
       "   (14, 0.7506818)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7506818},\n",
       " (267406,\n",
       "  Timestamp('2013-10-08 00:00:00')): {'allTopicsWithProb': [(6, 0.015285682),\n",
       "   (12, 0.22424692),\n",
       "   (14, 0.7506498)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7506498},\n",
       " (269944,\n",
       "  Timestamp('2013-08-08 00:00:00')): {'allTopicsWithProb': [(7, 0.048211068),\n",
       "   (9, 0.5960347),\n",
       "   (14, 0.35429433)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5960347},\n",
       " (269944,\n",
       "  Timestamp('2013-08-09 00:00:00')): {'allTopicsWithProb': [(7, 0.049523015),\n",
       "   (9, 0.5952283),\n",
       "   (14, 0.3542683)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5952283},\n",
       " (269944,\n",
       "  Timestamp('2013-08-11 00:00:00')): {'allTopicsWithProb': [(7, 0.048552524),\n",
       "   (9, 0.5958944),\n",
       "   (14, 0.35429677)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5958944},\n",
       " (269944,\n",
       "  Timestamp('2013-08-13 00:00:00')): {'allTopicsWithProb': [(7, 0.04818322),\n",
       "   (9, 0.59613454),\n",
       "   (14,\n",
       "    0.35430416)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59613454},\n",
       " (269944,\n",
       "  Timestamp('2013-08-14 00:00:00')): {'allTopicsWithProb': [(7, 0.049301118),\n",
       "   (9, 0.59542274),\n",
       "   (14,\n",
       "    0.35427988)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59542274},\n",
       " (269944,\n",
       "  Timestamp('2013-08-15 00:00:00')): {'allTopicsWithProb': [(7, 0.049465656),\n",
       "   (9, 0.59534925),\n",
       "   (14, 0.3542817)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.59534925},\n",
       " (269944,\n",
       "  Timestamp('2013-08-16 00:00:00')): {'allTopicsWithProb': [(7, 0.048725586),\n",
       "   (9, 0.5958248),\n",
       "   (14, 0.35429814)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5958248},\n",
       " (269944,\n",
       "  Timestamp('2013-08-17 00:00:00')): {'allTopicsWithProb': [(7, 0.04967613),\n",
       "   (9, 0.5951302),\n",
       "   (14, 0.35426438)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5951302},\n",
       " (269944,\n",
       "  Timestamp('2013-08-18 00:00:00')): {'allTopicsWithProb': [(7, 0.048130218),\n",
       "   (9, 0.5961567),\n",
       "   (14, 0.3543054)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5961567},\n",
       " (269944,\n",
       "  Timestamp('2013-08-19 00:00:00')): {'allTopicsWithProb': [(7, 0.048254564),\n",
       "   (9, 0.59603417),\n",
       "   (14, 0.3542957)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59603417},\n",
       " (269944,\n",
       "  Timestamp('2013-08-20 00:00:00')): {'allTopicsWithProb': [(7, 0.04954137),\n",
       "   (9, 0.59524),\n",
       "   (14, 0.35427248)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59524},\n",
       " (269944,\n",
       "  Timestamp('2013-08-21 00:00:00')): {'allTopicsWithProb': [(7, 0.04914947),\n",
       "   (9, 0.5955328),\n",
       "   (14, 0.35428664)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5955328},\n",
       " (269944,\n",
       "  Timestamp('2013-08-22 00:00:00')): {'allTopicsWithProb': [(7, 0.04897065),\n",
       "   (9, 0.59558296),\n",
       "   (14,\n",
       "    0.35428053)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.59558296},\n",
       " (269944,\n",
       "  Timestamp('2013-08-23 00:00:00')): {'allTopicsWithProb': [(7, 0.048237987),\n",
       "   (9, 0.5961144),\n",
       "   (14, 0.35428664)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5961144},\n",
       " (269944,\n",
       "  Timestamp('2013-08-24 00:00:00')): {'allTopicsWithProb': [(7, 0.04726452),\n",
       "   (9, 0.596716),\n",
       "   (14, 0.3543143)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.596716},\n",
       " (269944,\n",
       "  Timestamp('2013-08-25 00:00:00')): {'allTopicsWithProb': [(7, 0.048130926),\n",
       "   (9, 0.5962149),\n",
       "   (14, 0.3543115)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.5962149},\n",
       " (269944,\n",
       "  Timestamp('2013-08-26 00:00:00')): {'allTopicsWithProb': [(7, 0.048877705),\n",
       "   (9, 0.5957201),\n",
       "   (14, 0.35428742)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5957201},\n",
       " (269944,\n",
       "  Timestamp('2013-08-27 00:00:00')): {'allTopicsWithProb': [(7, 0.0485384),\n",
       "   (9, 0.59596086),\n",
       "   (14,\n",
       "    0.35430574)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59596086},\n",
       " (269944,\n",
       "  Timestamp('2013-08-29 00:00:00')): {'allTopicsWithProb': [(7, 0.048836112),\n",
       "   (9, 0.59570366),\n",
       "   (14,\n",
       "    0.35428733)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59570366},\n",
       " (269944,\n",
       "  Timestamp('2013-08-30 00:00:00')): {'allTopicsWithProb': [(7, 0.04881816),\n",
       "   (9, 0.5956915),\n",
       "   (14, 0.35428515)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5956915},\n",
       " (269944,\n",
       "  Timestamp('2013-08-31 00:00:00')): {'allTopicsWithProb': [(7, 0.048720695),\n",
       "   (9, 0.59576297),\n",
       "   (14,\n",
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       " (269944,\n",
       "  Timestamp('2013-09-01 00:00:00')): {'allTopicsWithProb': [(7, 0.048859157),\n",
       "   (9, 0.5957273),\n",
       "   (14, 0.35429144)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5957273},\n",
       " (269944,\n",
       "  Timestamp('2013-09-02 00:00:00')): {'allTopicsWithProb': [(7, 0.04771905),\n",
       "   (9, 0.5964441),\n",
       "   (14, 0.35431072)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5964441},\n",
       " (269944,\n",
       "  Timestamp('2013-09-03 00:00:00')): {'allTopicsWithProb': [(7, 0.04936523),\n",
       "   (9, 0.5953693),\n",
       "   (14, 0.35427824)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5953693},\n",
       " (269944,\n",
       "  Timestamp('2013-09-04 00:00:00')): {'allTopicsWithProb': [(7, 0.04881949),\n",
       "   (9, 0.5957581),\n",
       "   (14, 0.35429475)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5957581},\n",
       " (269944,\n",
       "  Timestamp('2013-09-05 00:00:00')): {'allTopicsWithProb': [(7, 0.04908985),\n",
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       "   (14, 0.35427636)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5955324},\n",
       " (269944,\n",
       "  Timestamp('2013-09-06 00:00:00')): {'allTopicsWithProb': [(7, 0.04761305),\n",
       "   (9, 0.5964414),\n",
       "   (14, 0.35430983)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5964414},\n",
       " (269944,\n",
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       "   (14,\n",
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       " (269944,\n",
       "  Timestamp('2013-09-08 00:00:00')): {'allTopicsWithProb': [(7, 0.047966603),\n",
       "   (9, 0.5962274),\n",
       "   (14, 0.3543037)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5962274},\n",
       " (269944,\n",
       "  Timestamp('2013-09-09 00:00:00')): {'allTopicsWithProb': [(7, 0.049342267),\n",
       "   (9, 0.5953047),\n",
       "   (14, 0.35426542)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5953047},\n",
       " (269944,\n",
       "  Timestamp('2013-09-10 00:00:00')): {'allTopicsWithProb': [(7, 0.048519783),\n",
       "   (9, 0.5959133),\n",
       "   (14, 0.35428804)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5959133},\n",
       " (269944,\n",
       "  Timestamp('2013-09-11 00:00:00')): {'allTopicsWithProb': [(7, 0.047640756),\n",
       "   (9, 0.5965279),\n",
       "   (14, 0.354319)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5965279},\n",
       " (269944,\n",
       "  Timestamp('2013-09-12 00:00:00')): {'allTopicsWithProb': [(7, 0.048229646),\n",
       "   (9, 0.59608877),\n",
       "   (14, 0.3543038)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59608877},\n",
       " (269944,\n",
       "  Timestamp('2013-09-13 00:00:00')): {'allTopicsWithProb': [(7, 0.04728113),\n",
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       "   (14, 0.3543382)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59676903},\n",
       " (269944,\n",
       "  Timestamp('2013-09-14 00:00:00')): {'allTopicsWithProb': [(7, 0.04877717),\n",
       "   (9, 0.5957142),\n",
       "   (14, 0.35428572)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5957142},\n",
       " (269944,\n",
       "  Timestamp('2013-09-15 00:00:00')): {'allTopicsWithProb': [(7, 0.047685355),\n",
       "   (9, 0.596442),\n",
       "   (14, 0.35431603)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.596442},\n",
       " (269944,\n",
       "  Timestamp('2013-09-16 00:00:00')): {'allTopicsWithProb': [(7, 0.047888946),\n",
       "   (9, 0.5963157),\n",
       "   (14, 0.3543121)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5963157},\n",
       " (269944,\n",
       "  Timestamp('2013-09-17 00:00:00')): {'allTopicsWithProb': [(7, 0.048903532),\n",
       "   (9, 0.595592),\n",
       "   (14, 0.35427684)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.595592},\n",
       " (269944,\n",
       "  Timestamp('2013-09-18 00:00:00')): {'allTopicsWithProb': [(7, 0.048088446),\n",
       "   (9, 0.59624225),\n",
       "   (14, 0.3543154)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.59624225},\n",
       " (269944,\n",
       "  Timestamp('2013-09-19 00:00:00')): {'allTopicsWithProb': [(7, 0.04917061),\n",
       "   (9, 0.5955528),\n",
       "   (14, 0.35428405)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5955528},\n",
       " (269944,\n",
       "  Timestamp('2013-09-20 00:00:00')): {'allTopicsWithProb': [(7, 0.048125487),\n",
       "   (9, 0.59616256),\n",
       "   (14,\n",
       "    0.35428306)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59616256},\n",
       " (269944,\n",
       "  Timestamp('2013-09-21 00:00:00')): {'allTopicsWithProb': [(7, 0.04825442),\n",
       "   (9, 0.596051),\n",
       "   (14, 0.35429892)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.596051},\n",
       " (269944,\n",
       "  Timestamp('2013-09-22 00:00:00')): {'allTopicsWithProb': [(7, 0.04833914),\n",
       "   (9, 0.5960214),\n",
       "   (14, 0.35429955)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5960214},\n",
       " (269944,\n",
       "  Timestamp('2013-09-23 00:00:00')): {'allTopicsWithProb': [(7, 0.049486),\n",
       "   (9, 0.5953071),\n",
       "   (14, 0.3542758)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5953071},\n",
       " (269944,\n",
       "  Timestamp('2013-09-25 00:00:00')): {'allTopicsWithProb': [(7, 0.04871934),\n",
       "   (9, 0.59571606),\n",
       "   (14,\n",
       "    0.35428014)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59571606},\n",
       " (269944,\n",
       "  Timestamp('2013-09-26 00:00:00')): {'allTopicsWithProb': [(7, 0.0482589),\n",
       "   (9, 0.59611636),\n",
       "   (14,\n",
       "    0.35431048)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59611636},\n",
       " (269944,\n",
       "  Timestamp('2013-09-28 00:00:00')): {'allTopicsWithProb': [(7, 0.04800622),\n",
       "   (9, 0.59622604),\n",
       "   (14,\n",
       "    0.35430664)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.59622604},\n",
       " (269944,\n",
       "  Timestamp('2013-09-29 00:00:00')): {'allTopicsWithProb': [(7, 0.049226277),\n",
       "   (9, 0.5954792),\n",
       "   (14, 0.35428238)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.5954792},\n",
       " (269944,\n",
       "  Timestamp('2013-09-30 00:00:00')): {'allTopicsWithProb': [(7, 0.04842452),\n",
       "   (9, 0.59597635),\n",
       "   (14, 0.3543011)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59597635},\n",
       " (269944,\n",
       "  Timestamp('2013-10-01 00:00:00')): {'allTopicsWithProb': [(7, 0.049191944),\n",
       "   (9, 0.59546715),\n",
       "   (14,\n",
       "    0.35427862)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.59546715},\n",
       " (270379,\n",
       "  Timestamp('2013-08-08 00:00:00')): {'allTopicsWithProb': [(0, 0.101406336),\n",
       "   (6, 0.13357626),\n",
       "   (9, 0.5737412),\n",
       "   (14, 0.1896538)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.5737412},\n",
       " (270379,\n",
       "  Timestamp('2013-12-18 00:00:00')): {'allTopicsWithProb': [(0, 0.1013718),\n",
       "   (6, 0.13355365),\n",
       "   (9, 0.5737053),\n",
       "   (14, 0.1897468)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.5737053},\n",
       " (270379,\n",
       "  Timestamp('2013-12-19 00:00:00')): {'allTopicsWithProb': [(0, 0.10143366),\n",
       "   (6, 0.13359338),\n",
       "   (9, 0.5737688),\n",
       "   (14, 0.18958178)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5737688},\n",
       " (271353,\n",
       "  Timestamp('2013-08-10 00:00:00')): {'allTopicsWithProb': [(9, 0.059827328),\n",
       "   (14, 0.9357956)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9357956},\n",
       " (271353,\n",
       "  Timestamp('2013-08-11 00:00:00')): {'allTopicsWithProb': [(9, 0.05875203),\n",
       "   (14, 0.9368708)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9368708},\n",
       " (271353,\n",
       "  Timestamp('2013-08-12 00:00:00')): {'allTopicsWithProb': [(9, 0.059589155),\n",
       "   (14, 0.9360337)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9360337},\n",
       " (271353,\n",
       "  Timestamp('2013-08-13 00:00:00')): {'allTopicsWithProb': [(9, 0.059597984),\n",
       "   (14, 0.9360249)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.9360249},\n",
       " (272400,\n",
       "  Timestamp('2013-08-12 00:00:00')): {'allTopicsWithProb': [(9, 0.063408814),\n",
       "   (10, 0.8998056),\n",
       "   (11,\n",
       "    0.026386248)], 'label': 'neg', 'maxTopicID': 10, 'topicProb': 0.8998056},\n",
       " (272400,\n",
       "  Timestamp('2013-08-13 00:00:00')): {'allTopicsWithProb': [(9, 0.06290245),\n",
       "   (10, 0.90036106),\n",
       "   (11, 0.025957307),\n",
       "   (14,\n",
       "    0.01017707)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.90036106},\n",
       " (272400,\n",
       "  Timestamp('2013-08-14 00:00:00')): {'allTopicsWithProb': [(9, 0.06441177),\n",
       "   (10, 0.8996821),\n",
       "   (11, 0.024523204),\n",
       "   (14,\n",
       "    0.010780848)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.8996821},\n",
       " (272400,\n",
       "  Timestamp('2013-08-16 00:00:00')): {'allTopicsWithProb': [(9, 0.062200982),\n",
       "   (10, 0.8999402),\n",
       "   (11, 0.024886724),\n",
       "   (14,\n",
       "    0.012370032)], 'label': 'neg', 'maxTopicID': 10, 'topicProb': 0.8999402},\n",
       " (272400,\n",
       "  Timestamp('2013-08-17 00:00:00')): {'allTopicsWithProb': [(9, 0.062437695),\n",
       "   (10, 0.89932054),\n",
       "   (11,\n",
       "    0.027745094)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.89932054},\n",
       " (272400,\n",
       "  Timestamp('2013-08-27 00:00:00')): {'allTopicsWithProb': [(9, 0.064169146),\n",
       "   (10, 0.8998625),\n",
       "   (11,\n",
       "    0.02642429)], 'label': 'neg', 'maxTopicID': 10, 'topicProb': 0.8998625},\n",
       " (272400,\n",
       "  Timestamp('2013-08-28 00:00:00')): {'allTopicsWithProb': [(9, 0.06381161),\n",
       "   (10, 0.89897805),\n",
       "   (11, 0.025137315),\n",
       "   (14,\n",
       "    0.011470973)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.89897805},\n",
       " (272400,\n",
       "  Timestamp('2013-08-29 00:00:00')): {'allTopicsWithProb': [(9, 0.06442106),\n",
       "   (10, 0.8996163),\n",
       "   (11, 0.02130239),\n",
       "   (14,\n",
       "    0.014058196)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.8996163},\n",
       " (272400,\n",
       "  Timestamp('2013-08-30 00:00:00')): {'allTopicsWithProb': [(9, 0.063938364),\n",
       "   (10, 0.8992526),\n",
       "   (11, 0.023078723),\n",
       "   (14,\n",
       "    0.0131282685)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.8992526},\n",
       " (273410,\n",
       "  Timestamp('2013-08-14 00:00:00')): {'allTopicsWithProb': [(0, 0.08785569),\n",
       "   (9, 0.079604544),\n",
       "   (14,\n",
       "    0.83201927)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.83201927},\n",
       " (273410,\n",
       "  Timestamp('2013-08-15 00:00:00')): {'allTopicsWithProb': [(0, 0.08787728),\n",
       "   (9, 0.07921872),\n",
       "   (14, 0.8323835)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.8323835},\n",
       " (273410,\n",
       "  Timestamp('2013-08-16 00:00:00')): {'allTopicsWithProb': [(0, 0.087861516),\n",
       "   (9, 0.07949279),\n",
       "   (14, 0.8321252)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.8321252},\n",
       " (273410,\n",
       "  Timestamp('2013-08-17 00:00:00')): {'allTopicsWithProb': [(0, 0.087868206),\n",
       "   (9, 0.0793626),\n",
       "   (14, 0.8322487)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.8322487},\n",
       " (273410,\n",
       "  Timestamp('2013-08-19 00:00:00')): {'allTopicsWithProb': [(0, 0.08785741),\n",
       "   (9, 0.07956708),\n",
       "   (14,\n",
       "    0.83205503)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.83205503},\n",
       " (273410,\n",
       "  Timestamp('2013-08-20 00:00:00')): {'allTopicsWithProb': [(0, 0.08785177),\n",
       "   (9, 0.07967016),\n",
       "   (14, 0.8319576)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.8319576},\n",
       " (273410,\n",
       "  Timestamp('2013-08-21 00:00:00')): {'allTopicsWithProb': [(0, 0.087855995),\n",
       "   (9, 0.0795928),\n",
       "   (14, 0.8320307)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.8320307},\n",
       " (273410,\n",
       "  Timestamp('2013-08-22 00:00:00')): {'allTopicsWithProb': [(0, 0.08786527),\n",
       "   (9, 0.07942476),\n",
       "   (14, 0.8321895)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.8321895},\n",
       " (277116,\n",
       "  Timestamp('2013-08-18 00:00:00')): {'allTopicsWithProb': [(9, 0.5263199),\n",
       "   (11, 0.39156395),\n",
       "   (14, 0.08187072)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5263199},\n",
       " (277116,\n",
       "  Timestamp('2013-08-19 00:00:00')): {'allTopicsWithProb': [(9, 0.5263274),\n",
       "   (11, 0.39161018),\n",
       "   (14, 0.08181701)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5263274},\n",
       " (277116,\n",
       "  Timestamp('2013-08-20 00:00:00')): {'allTopicsWithProb': [(9, 0.5263404),\n",
       "   (11, 0.39166138),\n",
       "   (14, 0.08175277)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5263404},\n",
       " (277116,\n",
       "  Timestamp('2013-08-21 00:00:00')): {'allTopicsWithProb': [(9, 0.5263233),\n",
       "   (11, 0.3915673),\n",
       "   (14, 0.08186387)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5263233},\n",
       " (277116,\n",
       "  Timestamp('2013-09-04 00:00:00')): {'allTopicsWithProb': [(9, 0.5263613),\n",
       "   (11, 0.391685),\n",
       "   (14, 0.08170821)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5263613},\n",
       " (277116,\n",
       "  Timestamp('2013-09-05 00:00:00')): {'allTopicsWithProb': [(9, 0.5263514),\n",
       "   (11, 0.39164716),\n",
       "   (14, 0.08175593)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5263514},\n",
       " (277116,\n",
       "  Timestamp('2013-09-06 00:00:00')): {'allTopicsWithProb': [(9, 0.5263165),\n",
       "   (11, 0.39155972),\n",
       "   (14, 0.08187827)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5263165},\n",
       " (277116,\n",
       "  Timestamp('2013-09-07 00:00:00')): {'allTopicsWithProb': [(9, 0.5263352),\n",
       "   (11, 0.3916575),\n",
       "   (14, 0.08176186)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5263352},\n",
       " (284870,\n",
       "  Timestamp('2013-08-30 00:00:00')): {'allTopicsWithProb': [(9, 0.036123935),\n",
       "   (14, 0.9574249)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9574249},\n",
       " (284870,\n",
       "  Timestamp('2013-08-31 00:00:00')): {'allTopicsWithProb': [(9, 0.035048187),\n",
       "   (14, 0.9568356)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.9568356},\n",
       " (284870,\n",
       "  Timestamp('2013-09-01 00:00:00')): {'allTopicsWithProb': [(9, 0.034127556),\n",
       "   (14,\n",
       "    0.95729166)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.95729166},\n",
       " (284870,\n",
       "  Timestamp('2013-09-02 00:00:00')): {'allTopicsWithProb': [(9, 0.03428235),\n",
       "   (14,\n",
       "    0.95808893)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.95808893},\n",
       " (289275,\n",
       "  Timestamp('2013-09-06 00:00:00')): {'allTopicsWithProb': [(9, 0.23429963),\n",
       "   (11, 0.5170864),\n",
       "   (14,\n",
       "    0.24559508)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.5170864},\n",
       " (289275,\n",
       "  Timestamp('2013-09-07 00:00:00')): {'allTopicsWithProb': [(9, 0.23431726),\n",
       "   (11, 0.51705515),\n",
       "   (14,\n",
       "    0.24560878)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.51705515},\n",
       " (289275,\n",
       "  Timestamp('2013-09-08 00:00:00')): {'allTopicsWithProb': [(9, 0.23428221),\n",
       "   (11, 0.5170804),\n",
       "   (14, 0.2456185)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.5170804},\n",
       " (289275,\n",
       "  Timestamp('2013-09-09 00:00:00')): {'allTopicsWithProb': [(9, 0.2343625),\n",
       "   (11, 0.51700586),\n",
       "   (14,\n",
       "    0.24561282)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.51700586},\n",
       " (295346,\n",
       "  Timestamp('2013-09-16 00:00:00')): {'allTopicsWithProb': [(6, 0.14759448),\n",
       "   (9, 0.8508931)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8508931},\n",
       " (295346,\n",
       "  Timestamp('2013-09-17 00:00:00')): {'allTopicsWithProb': [(6, 0.14759299),\n",
       "   (9, 0.85089445)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.85089445},\n",
       " (295346,\n",
       "  Timestamp('2013-09-18 00:00:00')): {'allTopicsWithProb': [(6, 0.1475965),\n",
       "   (9, 0.850891)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.850891},\n",
       " (295346,\n",
       "  Timestamp('2013-09-19 00:00:00')): {'allTopicsWithProb': [(6, 0.14759754),\n",
       "   (9, 0.85089)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.85089},\n",
       " (295346,\n",
       "  Timestamp('2013-09-21 00:00:00')): {'allTopicsWithProb': [(6, 0.14759775),\n",
       "   (9, 0.85088974)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.85088974},\n",
       " (295346,\n",
       "  Timestamp('2013-09-23 00:00:00')): {'allTopicsWithProb': [(6, 0.14759456),\n",
       "   (9, 0.85089296)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.85089296},\n",
       " (295346,\n",
       "  Timestamp('2013-09-24 00:00:00')): {'allTopicsWithProb': [(6, 0.14759718),\n",
       "   (9, 0.85089034)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.85089034},\n",
       " (295346,\n",
       "  Timestamp('2013-09-27 00:00:00')): {'allTopicsWithProb': [(6, 0.1475928),\n",
       "   (9, 0.8508947)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.8508947},\n",
       " (295346,\n",
       "  Timestamp('2013-09-29 00:00:00')): {'allTopicsWithProb': [(6, 0.14759511),\n",
       "   (9, 0.85089236)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.85089236},\n",
       " (295346,\n",
       "  Timestamp('2013-10-02 00:00:00')): {'allTopicsWithProb': [(6, 0.14759848),\n",
       "   (9, 0.850889)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.850889},\n",
       " (295470,\n",
       "  Timestamp('2013-09-16 00:00:00')): {'allTopicsWithProb': [(12, 0.04836505),\n",
       "   (14, 0.9352827)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.9352827},\n",
       " (295470,\n",
       "  Timestamp('2013-09-17 00:00:00')): {'allTopicsWithProb': [(12, 0.048366588),\n",
       "   (14,\n",
       "    0.93528116)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.93528116},\n",
       " (296814,\n",
       "  Timestamp('2013-09-18 00:00:00')): {'allTopicsWithProb': [(9, 0.014826848),\n",
       "   (14, 0.9812516)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9812516},\n",
       " (305210,\n",
       "  Timestamp('2013-09-30 00:00:00')): {'allTopicsWithProb': [(0, 0.06666667),\n",
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       "   (4, 0.06666667),\n",
       "   (5, 0.06666667),\n",
       "   (6, 0.06666667),\n",
       "   (7, 0.06666667),\n",
       "   (8, 0.06666667),\n",
       "   (9, 0.06666667),\n",
       "   (10, 0.06666667),\n",
       "   (11, 0.06666667),\n",
       "   (12, 0.06666667),\n",
       "   (13, 0.06666667),\n",
       "   (14,\n",
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       " (306279,\n",
       "  Timestamp('2013-10-02 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.9982619)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9982619},\n",
       " (308567,\n",
       "  Timestamp('2013-10-09 00:00:00')): {'allTopicsWithProb': [(7, 0.0500319),\n",
       "   (8, 0.04037098),\n",
       "   (10, 0.9005062)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.9005062},\n",
       " (310615,\n",
       "  Timestamp('2013-10-14 00:00:00')): {'allTopicsWithProb': [(9, 0.5285194),\n",
       "   (10, 0.4635295)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5285194},\n",
       " (310615,\n",
       "  Timestamp('2013-10-15 00:00:00')): {'allTopicsWithProb': [(9, 0.52855194),\n",
       "   (10,\n",
       "    0.46349695)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.52855194},\n",
       " (313704,\n",
       "  Timestamp('2013-10-18 00:00:00')): {'allTopicsWithProb': [(0, 0.21917091),\n",
       "   (6, 0.014848604),\n",
       "   (7, 0.33478475),\n",
       "   (9, 0.303823),\n",
       "   (11, 0.09920222),\n",
       "   (14,\n",
       "    0.026531212)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.33478475},\n",
       " (313704,\n",
       "  Timestamp('2013-10-19 00:00:00')): {'allTopicsWithProb': [(0, 0.2189722),\n",
       "   (6, 0.014438899),\n",
       "   (7, 0.33406103),\n",
       "   (9, 0.30247596),\n",
       "   (11, 0.10140343),\n",
       "   (14,\n",
       "    0.027009094)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.33406103},\n",
       " (313704,\n",
       "  Timestamp('2013-10-20 00:00:00')): {'allTopicsWithProb': [(0, 0.21929418),\n",
       "   (6, 0.01478623),\n",
       "   (7, 0.33216375),\n",
       "   (9, 0.30415326),\n",
       "   (11, 0.10451387),\n",
       "   (14,\n",
       "    0.023449335)], 'label': 'neg', 'maxTopicID': 7, 'topicProb': 0.33216375},\n",
       " (314236,\n",
       "  Timestamp('2013-10-19 00:00:00')): {'allTopicsWithProb': [(8, 0.1249626),\n",
       "   (9, 0.87308544)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.87308544},\n",
       " (316022,\n",
       "  Timestamp('2013-10-22 00:00:00')): {'allTopicsWithProb': [(9, 0.25086868),\n",
       "   (10, 0.089847766),\n",
       "   (11, 0.25697187),\n",
       "   (14,\n",
       "    0.39943588)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.39943588},\n",
       " (316026,\n",
       "  Timestamp('2013-10-22 00:00:00')): {'allTopicsWithProb': [(6, 0.0132426545),\n",
       "   (7, 0.024121879),\n",
       "   (9, 0.15362117),\n",
       "   (11, 0.51123554),\n",
       "   (14,\n",
       "    0.2971991)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.51123554},\n",
       " (316026,\n",
       "  Timestamp('2013-10-23 00:00:00')): {'allTopicsWithProb': [(6, 0.013102142),\n",
       "   (7, 0.024904447),\n",
       "   (9, 0.15319645),\n",
       "   (11, 0.51081216),\n",
       "   (14,\n",
       "    0.29740512)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.51081216},\n",
       " (316026,\n",
       "  Timestamp('2013-10-31 00:00:00')): {'allTopicsWithProb': [(6, 0.014430688),\n",
       "   (7, 0.02297581),\n",
       "   (9, 0.15418634),\n",
       "   (11, 0.5112981),\n",
       "   (14,\n",
       "    0.29652935)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.5112981},\n",
       " (316026,\n",
       "  Timestamp('2013-11-01 00:00:00')): {'allTopicsWithProb': [(6, 0.01355861),\n",
       "   (7, 0.022920819),\n",
       "   (9, 0.15409206),\n",
       "   (11, 0.51196104),\n",
       "   (14,\n",
       "    0.2968878)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.51196104},\n",
       " (316026,\n",
       "  Timestamp('2013-11-02 00:00:00')): {'allTopicsWithProb': [(6, 0.014036091),\n",
       "   (7, 0.023077337),\n",
       "   (9, 0.1541279),\n",
       "   (11, 0.5114344),\n",
       "   (14,\n",
       "    0.29674453)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.5114344},\n",
       " (316026,\n",
       "  Timestamp('2013-11-03 00:00:00')): {'allTopicsWithProb': [(6, 0.012991655),\n",
       "   (7, 0.025102017),\n",
       "   (9, 0.15321012),\n",
       "   (11, 0.51068425),\n",
       "   (14,\n",
       "    0.2974323)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.51068425},\n",
       " (316026,\n",
       "  Timestamp('2013-11-04 00:00:00')): {'allTopicsWithProb': [(6, 0.013166385),\n",
       "   (7, 0.025349306),\n",
       "   (9, 0.15304771),\n",
       "   (11, 0.51040107),\n",
       "   (14,\n",
       "    0.29745582)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.51040107},\n",
       " (316026,\n",
       "  Timestamp('2013-11-05 00:00:00')): {'allTopicsWithProb': [(6, 0.014344978),\n",
       "   (7, 0.022889825),\n",
       "   (9, 0.15427767),\n",
       "   (11, 0.51135075),\n",
       "   (14,\n",
       "    0.2965571)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.51135075},\n",
       " (316026,\n",
       "  Timestamp('2013-11-07 00:00:00')): {'allTopicsWithProb': [(6, 0.013727468),\n",
       "   (7, 0.023021422),\n",
       "   (9, 0.15414937),\n",
       "   (11, 0.5116788),\n",
       "   (14,\n",
       "    0.29684317)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.5116788},\n",
       " (316026,\n",
       "  Timestamp('2013-12-03 00:00:00')): {'allTopicsWithProb': [(6, 0.012860984),\n",
       "   (7, 0.024844415),\n",
       "   (9, 0.15334548),\n",
       "   (11, 0.5108991),\n",
       "   (14, 0.2974703)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.5108991},\n",
       " (316075,\n",
       "  Timestamp('2013-10-22 00:00:00')): {'allTopicsWithProb': [(6, 0.32105684),\n",
       "   (9, 0.6669061)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6669061},\n",
       " (316443,\n",
       "  Timestamp('2013-10-23 00:00:00')): {'allTopicsWithProb': [(0, 0.09430112),\n",
       "   (7, 0.3008175),\n",
       "   (9, 0.36113217),\n",
       "   (11,\n",
       "    0.24050434)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.36113217},\n",
       " (316443,\n",
       "  Timestamp('2013-10-24 00:00:00')): {'allTopicsWithProb': [(0, 0.094204195),\n",
       "   (7, 0.30046445),\n",
       "   (9, 0.36127526),\n",
       "   (11,\n",
       "    0.24081126)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.36127526},\n",
       " (317405,\n",
       "  Timestamp('2013-10-24 00:00:00')): {'allTopicsWithProb': [(0, 0.9628161),\n",
       "   (6, 0.036178466)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.9628161},\n",
       " (317405,\n",
       "  Timestamp('2013-10-25 00:00:00')): {'allTopicsWithProb': [(0, 0.96288484),\n",
       "   (6, 0.0361098)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.96288484},\n",
       " (317412,\n",
       "  Timestamp('2013-10-24 00:00:00')): {'allTopicsWithProb': [(6, 0.6158659),\n",
       "   (14, 0.3823057)], 'label': 'neg', 'maxTopicID': 6, 'topicProb': 0.6158659},\n",
       " (317412,\n",
       "  Timestamp('2013-10-25 00:00:00')): {'allTopicsWithProb': [(6, 0.6158838),\n",
       "   (14, 0.38228777)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.6158838},\n",
       " (317412,\n",
       "  Timestamp('2013-10-26 00:00:00')): {'allTopicsWithProb': [(6, 0.61585444),\n",
       "   (14,\n",
       "    0.38231716)], 'label': 'neg', 'maxTopicID': 6, 'topicProb': 0.61585444},\n",
       " (317412,\n",
       "  Timestamp('2013-10-27 00:00:00')): {'allTopicsWithProb': [(6, 0.61576986),\n",
       "   (14, 0.3824018)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.61576986},\n",
       " (317412,\n",
       "  Timestamp('2013-10-28 00:00:00')): {'allTopicsWithProb': [(6, 0.61580473),\n",
       "   (14,\n",
       "    0.38236693)], 'label': 'neg', 'maxTopicID': 6, 'topicProb': 0.61580473},\n",
       " (317412,\n",
       "  Timestamp('2013-10-29 00:00:00')): {'allTopicsWithProb': [(6, 0.61578745),\n",
       "   (14,\n",
       "    0.38238418)], 'label': 'neg', 'maxTopicID': 6, 'topicProb': 0.61578745},\n",
       " (317707,\n",
       "  Timestamp('2013-10-25 00:00:00')): {'allTopicsWithProb': [(9, 0.66881466),\n",
       "   (11, 0.318054)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.66881466},\n",
       " (318088,\n",
       "  Timestamp('2013-10-25 00:00:00')): {'allTopicsWithProb': [(0, 0.8030104),\n",
       "   (5, 0.024469873),\n",
       "   (9, 0.1702851)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.8030104},\n",
       " (318088,\n",
       "  Timestamp('2013-10-26 00:00:00')): {'allTopicsWithProb': [(0, 0.8028915),\n",
       "   (5, 0.02443841),\n",
       "   (9, 0.17043549)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.8028915},\n",
       " (318088,\n",
       "  Timestamp('2013-10-28 00:00:00')): {'allTopicsWithProb': [(0, 0.8029064),\n",
       "   (5, 0.024442578),\n",
       "   (9, 0.17041634)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.8029064},\n",
       " (318088,\n",
       "  Timestamp('2013-10-29 00:00:00')): {'allTopicsWithProb': [(0, 0.80296934),\n",
       "   (5, 0.024458073),\n",
       "   (9, 0.17033799)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.80296934},\n",
       " (321224,\n",
       "  Timestamp('2013-10-30 00:00:00')): {'allTopicsWithProb': [(6, 0.06037679),\n",
       "   (11, 0.08606395),\n",
       "   (12, 0.53176826),\n",
       "   (14,\n",
       "    0.32065758)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.53176826},\n",
       " (321224,\n",
       "  Timestamp('2013-10-31 00:00:00')): {'allTopicsWithProb': [(6, 0.06147172),\n",
       "   (11, 0.080058284),\n",
       "   (12, 0.5326291),\n",
       "   (14,\n",
       "    0.32470748)], 'label': 'neg', 'maxTopicID': 12, 'topicProb': 0.5326291},\n",
       " (322502,\n",
       "  Timestamp('2013-10-31 00:00:00')): {'allTopicsWithProb': [(0, 0.03802347),\n",
       "   (14,\n",
       "    0.95830417)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.95830417},\n",
       " (322502,\n",
       "  Timestamp('2013-11-01 00:00:00')): {'allTopicsWithProb': [(0, 0.038020942),\n",
       "   (14, 0.9583067)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.9583067},\n",
       " (322918,\n",
       "  Timestamp('2013-11-01 00:00:00')): {'allTopicsWithProb': [(9, 0.15047888),\n",
       "   (10, 0.037863266),\n",
       "   (11, 0.61752),\n",
       "   (14, 0.19190212)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.61752},\n",
       " (322918,\n",
       "  Timestamp('2013-11-02 00:00:00')): {'allTopicsWithProb': [(9, 0.15049113),\n",
       "   (10, 0.03789436),\n",
       "   (11, 0.6175878),\n",
       "   (14,\n",
       "    0.19179094)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.6175878},\n",
       " (322918,\n",
       "  Timestamp('2013-11-04 00:00:00')): {'allTopicsWithProb': [(9, 0.15135491),\n",
       "   (10, 0.037504207),\n",
       "   (11, 0.6170179),\n",
       "   (14, 0.1918872)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.6170179},\n",
       " (325080,\n",
       "  Timestamp('2013-11-05 00:00:00')): {'allTopicsWithProb': [(6, 0.0996925),\n",
       "   (9, 0.89367706)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.89367706},\n",
       " (325080,\n",
       "  Timestamp('2013-11-06 00:00:00')): {'allTopicsWithProb': [(6, 0.098770335),\n",
       "   (9, 0.89068776)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.89068776},\n",
       " (325512,\n",
       "  Timestamp('2013-11-05 00:00:00')): {'allTopicsWithProb': [(5, 0.26678172),\n",
       "   (9, 0.6754404)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6754404},\n",
       " (325581,\n",
       "  Timestamp('2013-11-05 00:00:00')): {'allTopicsWithProb': [(6, 0.055208936),\n",
       "   (7, 0.012677437),\n",
       "   (9, 0.20701557),\n",
       "   (11, 0.6065602),\n",
       "   (14,\n",
       "    0.11738248)], 'label': 'neu', 'maxTopicID': 11, 'topicProb': 0.6065602},\n",
       " (325581,\n",
       "  Timestamp('2013-11-06 00:00:00')): {'allTopicsWithProb': [(6, 0.056023683),\n",
       "   (7, 0.010810377),\n",
       "   (9, 0.2077565),\n",
       "   (11, 0.6074378),\n",
       "   (14,\n",
       "    0.11681625)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.6074378},\n",
       " (325581,\n",
       "  Timestamp('2013-11-07 00:00:00')): {'allTopicsWithProb': [(6, 0.054794136),\n",
       "   (7, 0.015007184),\n",
       "   (9, 0.20616959),\n",
       "   (11, 0.60473657),\n",
       "   (14,\n",
       "    0.1181371)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.60473657},\n",
       " (325581,\n",
       "  Timestamp('2013-11-08 00:00:00')): {'allTopicsWithProb': [(6, 0.055374686),\n",
       "   (7, 0.013020153),\n",
       "   (9, 0.2069079),\n",
       "   (11, 0.6060101),\n",
       "   (14,\n",
       "    0.11753171)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.6060101},\n",
       " (325581,\n",
       "  Timestamp('2013-11-15 00:00:00')): {'allTopicsWithProb': [(6, 0.05519206),\n",
       "   (7, 0.012934824),\n",
       "   (9, 0.20691858),\n",
       "   (11, 0.6063024),\n",
       "   (14, 0.1174967)], 'label': 'neu', 'maxTopicID': 11, 'topicProb': 0.6063024},\n",
       " (325935,\n",
       "  Timestamp('2013-11-06 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.99915916)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.99915916},\n",
       " (325935,\n",
       "  Timestamp('2013-11-07 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.99915916)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.99915916},\n",
       " (325935,\n",
       "  Timestamp('2013-11-08 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.99915916)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.99915916},\n",
       " (325935,\n",
       "  Timestamp('2013-11-09 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.99915916)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.99915916},\n",
       " (325935,\n",
       "  Timestamp('2013-11-10 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.99915916)], 'label': 'neu', 'maxTopicID': 14, 'topicProb': 0.99915916},\n",
       " (325935,\n",
       "  Timestamp('2013-11-15 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.99915916)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.99915916},\n",
       " (325935,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(14,\n",
       "    0.99915916)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.99915916},\n",
       " (325985,\n",
       "  Timestamp('2013-11-06 00:00:00')): {'allTopicsWithProb': [(9, 0.90827715),\n",
       "   (14,\n",
       "    0.09023374)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.90827715},\n",
       " (325985,\n",
       "  Timestamp('2013-11-07 00:00:00')): {'allTopicsWithProb': [(9, 0.90837866),\n",
       "   (14,\n",
       "    0.09013223)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.90837866},\n",
       " (326574,\n",
       "  Timestamp('2013-11-07 00:00:00')): {'allTopicsWithProb': [(0, 0.16627508),\n",
       "   (8, 0.025981009),\n",
       "   (9, 0.02563944),\n",
       "   (11, 0.012540418),\n",
       "   (14, 0.7691202)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.7691202},\n",
       " (326963,\n",
       "  Timestamp('2013-11-07 00:00:00')): {'allTopicsWithProb': [(9, 0.76451814),\n",
       "   (11,\n",
       "    0.22837801)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.76451814},\n",
       " (327027,\n",
       "  Timestamp('2013-11-07 00:00:00')): {'allTopicsWithProb': [(5,\n",
       "    0.99528617)], 'label': 'pos', 'maxTopicID': 5, 'topicProb': 0.99528617},\n",
       " (327030,\n",
       "  Timestamp('2013-11-07 00:00:00')): {'allTopicsWithProb': [(6, 0.15927571),\n",
       "   (11, 0.065898664),\n",
       "   (14, 0.7737145)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7737145},\n",
       " (327030,\n",
       "  Timestamp('2013-11-08 00:00:00')): {'allTopicsWithProb': [(6, 0.15894336),\n",
       "   (11, 0.067277044),\n",
       "   (14, 0.7726685)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.7726685},\n",
       " (328728,\n",
       "  Timestamp('2013-11-09 00:00:00')): {'allTopicsWithProb': [(9, 0.6460357),\n",
       "   (10, 0.049798775),\n",
       "   (11, 0.30181262)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6460357},\n",
       " (328728,\n",
       "  Timestamp('2013-11-10 00:00:00')): {'allTopicsWithProb': [(9, 0.6460851),\n",
       "   (10, 0.04982406),\n",
       "   (11, 0.30173796)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.6460851},\n",
       " (328728,\n",
       "  Timestamp('2013-11-13 00:00:00')): {'allTopicsWithProb': [(9, 0.64608645),\n",
       "   (10, 0.049821157),\n",
       "   (11,\n",
       "    0.30173942)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.64608645},\n",
       " (328751,\n",
       "  Timestamp('2013-11-09 00:00:00')): {'allTopicsWithProb': [(9,\n",
       "    0.991954)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.991954},\n",
       " (328761,\n",
       "  Timestamp('2013-11-09 00:00:00')): {'allTopicsWithProb': [(11, 0.06754406),\n",
       "   (14,\n",
       "    0.92563176)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.92563176},\n",
       " (328822,\n",
       "  Timestamp('2013-11-09 00:00:00')): {'allTopicsWithProb': [(9, 0.56947696),\n",
       "   (11, 0.3871897)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.56947696},\n",
       " (331267,\n",
       "  Timestamp('2013-11-11 00:00:00')): {'allTopicsWithProb': [(12,\n",
       "    0.98055553)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.98055553},\n",
       " (331267,\n",
       "  Timestamp('2013-11-12 00:00:00')): {'allTopicsWithProb': [(12,\n",
       "    0.98055553)], 'label': 'pos', 'maxTopicID': 12, 'topicProb': 0.98055553},\n",
       " (332547,\n",
       "  Timestamp('2013-11-13 00:00:00')): {'allTopicsWithProb': [(5,\n",
       "    0.9823899)], 'label': 'pos', 'maxTopicID': 5, 'topicProb': 0.9823899},\n",
       " (332721,\n",
       "  Timestamp('2013-11-13 00:00:00')): {'allTopicsWithProb': [(9, 0.1379469),\n",
       "   (11, 0.8110725)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.8110725},\n",
       " (332734,\n",
       "  Timestamp('2013-11-13 00:00:00')): {'allTopicsWithProb': [(9, 0.3102524),\n",
       "   (11, 0.33468083),\n",
       "   (14,\n",
       "    0.34379908)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.34379908},\n",
       " (332738,\n",
       "  Timestamp('2013-11-13 00:00:00')): {'allTopicsWithProb': [(7, 0.45652586),\n",
       "   (9, 0.186125),\n",
       "   (13,\n",
       "    0.35409713)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.45652586},\n",
       " (332738,\n",
       "  Timestamp('2013-11-14 00:00:00')): {'allTopicsWithProb': [(7, 0.45603228),\n",
       "   (9, 0.18672867),\n",
       "   (13, 0.353987)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.45603228},\n",
       " (332738,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(7, 0.4561031),\n",
       "   (9, 0.18664216),\n",
       "   (13, 0.3540027)], 'label': 'pos', 'maxTopicID': 7, 'topicProb': 0.4561031},\n",
       " (333312,\n",
       "  Timestamp('2013-11-13 00:00:00')): {'allTopicsWithProb': [(6, 0.20475785),\n",
       "   (7, 0.12222136),\n",
       "   (10,\n",
       "    0.66032237)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.66032237},\n",
       " (333312,\n",
       "  Timestamp('2013-11-14 00:00:00')): {'allTopicsWithProb': [(6, 0.20470905),\n",
       "   (7, 0.12224643),\n",
       "   (10, 0.6603461)], 'label': 'pos', 'maxTopicID': 10, 'topicProb': 0.6603461},\n",
       " (333358,\n",
       "  Timestamp('2013-11-14 00:00:00')): {'allTopicsWithProb': [(9, 0.7734795),\n",
       "   (14, 0.22540507)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.7734795},\n",
       " (333358,\n",
       "  Timestamp('2013-11-16 00:00:00')): {'allTopicsWithProb': [(9, 0.77348024),\n",
       "   (14,\n",
       "    0.22540438)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.77348024},\n",
       " (333358,\n",
       "  Timestamp('2013-11-17 00:00:00')): {'allTopicsWithProb': [(9, 0.7734777),\n",
       "   (14, 0.22540693)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.7734777},\n",
       " (333358,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(9, 0.77347744),\n",
       "   (14,\n",
       "    0.22540715)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.77347744},\n",
       " (333910,\n",
       "  Timestamp('2013-11-14 00:00:00')): {'allTopicsWithProb': [(6, 0.2633531),\n",
       "   (11, 0.36270347),\n",
       "   (14,\n",
       "    0.37299442)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.37299442},\n",
       " (333910,\n",
       "  Timestamp('2013-11-15 00:00:00')): {'allTopicsWithProb': [(6, 0.2633557),\n",
       "   (11, 0.36270675),\n",
       "   (14,\n",
       "    0.37298855)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.37298855},\n",
       " (333910,\n",
       "  Timestamp('2013-11-16 00:00:00')): {'allTopicsWithProb': [(6, 0.2633548),\n",
       "   (11, 0.36270666),\n",
       "   (14,\n",
       "    0.37298954)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.37298954},\n",
       " (333910,\n",
       "  Timestamp('2013-11-17 00:00:00')): {'allTopicsWithProb': [(6, 0.26335818),\n",
       "   (11, 0.36270183),\n",
       "   (14,\n",
       "    0.37299103)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.37299103},\n",
       " (336421,\n",
       "  Timestamp('2013-11-17 00:00:00')): {'allTopicsWithProb': [(6, 0.078559875),\n",
       "   (9, 0.91173697)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.91173697},\n",
       " (336421,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(6, 0.078580074),\n",
       "   (9, 0.9117444)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9117444},\n",
       " (336421,\n",
       "  Timestamp('2013-11-20 00:00:00')): {'allTopicsWithProb': [(6, 0.078513496),\n",
       "   (9, 0.9117211)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.9117211},\n",
       " (336421,\n",
       "  Timestamp('2013-12-07 00:00:00')): {'allTopicsWithProb': [(6, 0.07849907),\n",
       "   (9, 0.9117162)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.9117162},\n",
       " (337246,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(7, 0.11169614),\n",
       "   (9, 0.38822874),\n",
       "   (11, 0.4913795)], 'label': 'pos', 'maxTopicID': 11, 'topicProb': 0.4913795},\n",
       " (337293,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(6, 0.28533554),\n",
       "   (9, 0.6568866)], 'label': 'neu', 'maxTopicID': 9, 'topicProb': 0.6568866},\n",
       " (338301,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(6, 0.6247906),\n",
       "   (7, 0.071705885),\n",
       "   (9, 0.29666588)], 'label': 'pos', 'maxTopicID': 6, 'topicProb': 0.6247906},\n",
       " (338306,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(1, 0.09649322),\n",
       "   (6, 0.32352597),\n",
       "   (14,\n",
       "    0.54664737)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.54664737},\n",
       " (338326,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(0, 0.29211748),\n",
       "   (6, 0.2478313),\n",
       "   (9, 0.2672431),\n",
       "   (14,\n",
       "    0.18364146)], 'label': 'pos', 'maxTopicID': 0, 'topicProb': 0.29211748},\n",
       " (338358,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(0, 0.016666682),\n",
       "   (1, 0.0166667),\n",
       "   (2, 0.016666675),\n",
       "   (3, 0.016666671),\n",
       "   (4, 0.23843561),\n",
       "   (5, 0.016666688),\n",
       "   (6, 0.016666675),\n",
       "   (7, 0.016666695),\n",
       "   (8, 0.016666686),\n",
       "   (9, 0.5448975),\n",
       "   (10, 0.01666669),\n",
       "   (11, 0.01666671),\n",
       "   (12, 0.01666669),\n",
       "   (13, 0.016666679),\n",
       "   (14,\n",
       "    0.016666703)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.5448975},\n",
       " (338363,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(7, 0.11951719),\n",
       "   (14,\n",
       "    0.83714944)], 'label': 'neg', 'maxTopicID': 14, 'topicProb': 0.83714944},\n",
       " (338363,\n",
       "  Timestamp('2013-11-19 00:00:00')): {'allTopicsWithProb': [(7, 0.11810894),\n",
       "   (14,\n",
       "    0.83855766)], 'label': 'pos', 'maxTopicID': 14, 'topicProb': 0.83855766},\n",
       " (338382,\n",
       "  Timestamp('2013-11-18 00:00:00')): {'allTopicsWithProb': [(7, 0.05798002),\n",
       "   (8, 0.3724161),\n",
       "   (9, 0.5578391)], 'label': 'neg', 'maxTopicID': 9, 'topicProb': 0.5578391},\n",
       " (338382,\n",
       "  Timestamp('2013-11-19 00:00:00')): {'allTopicsWithProb': [(7, 0.0721695),\n",
       "   (8, 0.36328325),\n",
       "   (9, 0.55278254)], 'label': 'pos', 'maxTopicID': 9, 'topicProb': 0.55278254},\n",
       " (338450,\n",
       "  Timestamp('2013-11-19 00:00:00')): {'allTopicsWithProb': [(6, 0.104433455),\n",
       "   (7, 0.23146138),\n",
       "   (11, 0.6549098)], 'label': 'neg', 'maxTopicID': 11, 'topicProb': 0.6549098},\n",
       " (338463,\n",
       "  Timestamp('2013-11-19 00:00:00')): {'allTopicsWithProb': [(10,\n",
       "    0.9733333)], 'label': 'neg', 'maxTopicID': 10, 'topicProb': 0.9733333},\n",
       " ...}"
      ]
     },
     "execution_count": 401,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_date_topic_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 402,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3862\n",
      "931\n"
     ]
    }
   ],
   "source": [
    "c = 0\n",
    "d = 0\n",
    "for k,v in final_date_topic_dict.keys():\n",
    "    if final_date_topic_dict[(k,v)]['label'] == 'pos':\n",
    "        c+=1\n",
    "    elif  final_date_topic_dict[(k,v)]['label'] == 'neg':\n",
    "        d+=1\n",
    "print(c)\n",
    "print(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "topic_date_label_dict = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 404,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for docID, timestamp in final_date_topic_dict:\n",
    "    max_topic = final_date_topic_dict[(docID, timestamp)]['maxTopicID']\n",
    "    if (max_topic, timestamp) in topic_date_label_dict:\n",
    "        topic_date_label_dict[(max_topic, timestamp)].append(final_date_topic_dict[(docID, timestamp)]['label'])\n",
    "    else:\n",
    "        topic_date_label_dict[(max_topic, timestamp)] = [final_date_topic_dict[(docID, timestamp)]['label']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(12, Timestamp('2011-07-10 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2011-07-11 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2011-07-12 00:00:00')): ['neg'],\n",
       " (12, Timestamp('2011-07-13 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2011-07-18 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2014-03-15 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2014-03-16 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2014-03-17 00:00:00')): ['neg'],\n",
       " (12, Timestamp('2017-03-24 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2017-03-26 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2017-03-27 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2011-07-16 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-07-18 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-08-03 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2012-11-27 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2011-07-23 00:00:00')): ['neg', 'neg'],\n",
       " (9, Timestamp('2011-07-24 00:00:00')): ['pos', 'pos', 'pos'],\n",
       " (9, Timestamp('2011-07-26 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2011-08-05 00:00:00')): ['neg', 'pos'],\n",
       " (9, Timestamp('2011-08-06 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-08-07 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-08-10 00:00:00')): ['pos', 'neg'],\n",
       " (9, Timestamp('2011-08-12 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2013-06-10 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-07-25 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-07-27 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-07-29 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-07-30 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2011-08-02 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-08-09 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-08-16 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2011-07-29 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-07-31 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-08-01 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-08-03 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2011-08-08 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2011-08-09 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-08-10 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2011-08-09 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2011-08-10 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-08-14 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-08-15 00:00:00')): ['pos'],\n",
       " (1, Timestamp('2011-08-19 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2011-08-30 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-08-31 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-09-06 00:00:00')): ['neg', 'pos'],\n",
       " (14, Timestamp('2011-09-07 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-09-08 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-09-09 00:00:00')): ['pos', 'neg'],\n",
       " (14, Timestamp('2011-09-11 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2011-09-16 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2011-09-19 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2011-09-24 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2011-09-25 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2011-09-26 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2011-09-27 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2011-09-28 00:00:00')): ['neg'],\n",
       " (5, Timestamp('2011-10-03 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-10-09 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-10-10 00:00:00')): ['neu'],\n",
       " (9, Timestamp('2011-10-19 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2011-10-15 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2011-10-16 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-10-17 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2011-10-18 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2011-10-19 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-10-23 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-10-26 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-10-30 00:00:00')): ['neu'],\n",
       " (14, Timestamp('2011-11-02 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-11-03 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-04 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-05 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-06 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2011-11-07 00:00:00')): ['neg', 'pos'],\n",
       " (9, Timestamp('2011-11-30 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2011-11-08 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-10 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-11 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-12 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-14 00:00:00')): ['pos', 'pos', 'pos', 'neg'],\n",
       " (9, Timestamp('2011-11-15 00:00:00')): ['pos', 'pos', 'pos'],\n",
       " (9, Timestamp('2011-12-14 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2011-12-16 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-18 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-11-11 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-16 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2011-11-19 00:00:00')): ['neu'],\n",
       " (9, Timestamp('2011-11-20 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-21 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-22 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-24 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-11-25 00:00:00')): ['neg'],\n",
       " (0, Timestamp('2011-11-18 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2011-11-18 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2011-11-19 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-01 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-04 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-06 00:00:00')): ['neg', 'pos'],\n",
       " (9, Timestamp('2011-12-07 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-08 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2011-12-09 00:00:00')): ['neu'],\n",
       " (9, Timestamp('2011-12-19 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-20 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2011-12-05 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2011-12-06 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2011-12-07 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2011-12-09 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2011-12-10 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2011-12-11 00:00:00')): ['pos', 'pos'],\n",
       " (10, Timestamp('2011-12-12 00:00:00')): ['pos', 'pos'],\n",
       " (10, Timestamp('2011-12-13 00:00:00')): ['neu', 'pos'],\n",
       " (11, Timestamp('2011-12-11 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2011-12-12 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-21 00:00:00')): ['neu'],\n",
       " (14, Timestamp('2011-12-20 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2011-12-21 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2011-12-22 00:00:00')): ['neg', 'pos'],\n",
       " (14, Timestamp('2011-12-25 00:00:00')): ['neg', 'pos'],\n",
       " (14, Timestamp('2011-12-27 00:00:00')): ['pos', 'neu'],\n",
       " (14, Timestamp('2011-12-28 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2011-12-20 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-12-23 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2011-12-26 00:00:00')): ['neg'],\n",
       " (10, Timestamp('2011-12-29 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2011-12-31 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-30 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2011-12-31 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2011-12-31 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-01 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-02 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-03 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-04 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2012-01-01 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2012-01-02 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2012-01-04 00:00:00')): ['pos', 'pos', 'pos'],\n",
       " (14, Timestamp('2012-01-03 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2012-01-11 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2012-06-21 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2012-06-22 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2012-06-28 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-05 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2012-01-06 00:00:00')): ['pos', 'pos', 'neg', 'neg'],\n",
       " (9, Timestamp('2012-01-07 00:00:00')): ['neu', 'pos'],\n",
       " (9, Timestamp('2012-01-17 00:00:00')): ['pos', 'pos', 'pos', 'neg'],\n",
       " (9, Timestamp('2012-01-18 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2012-01-05 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2012-01-06 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2012-01-07 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-01-08 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-01-09 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-01-12 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-01-13 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-01-16 00:00:00')): ['pos', 'pos'],\n",
       " (10, Timestamp('2012-01-17 00:00:00')): ['pos', 'pos'],\n",
       " (0, Timestamp('2012-01-09 00:00:00')): ['neg'],\n",
       " (0, Timestamp('2012-01-10 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-10 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-11 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-01-15 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-16 00:00:00')): ['pos', 'neg'],\n",
       " (14, Timestamp('2012-01-16 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-01-18 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-26 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2012-01-27 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-02-01 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-02-02 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2012-02-02 00:00:00')): ['neg'],\n",
       " (10, Timestamp('2012-02-07 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-02-08 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2012-02-14 00:00:00')): ['neg'],\n",
       " (1, Timestamp('2012-02-08 00:00:00')): ['pos'],\n",
       " (0, Timestamp('2012-02-08 00:00:00')): ['pos'],\n",
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       " (9, Timestamp('2013-12-13 00:00:00')): ['pos'],\n",
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       " (5, Timestamp('2013-12-08 00:00:00')): ['pos'],\n",
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       " (9, Timestamp('2013-12-27 00:00:00')): ['pos', 'neg'],\n",
       " (9, Timestamp('2013-12-28 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-01-04 00:00:00')): ['pos', 'neg', 'pos'],\n",
       " (9, Timestamp('2014-01-05 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2013-12-21 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2013-12-26 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2013-12-27 00:00:00')): ['pos', 'pos', 'pos'],\n",
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       " (14, Timestamp('2014-01-06 00:00:00')): ['neu'],\n",
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       " (9, Timestamp('2014-01-01 00:00:00')): ['pos'],\n",
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       " (14, Timestamp('2014-01-12 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-01-14 00:00:00')): ['neg'],\n",
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       " (9, Timestamp('2014-01-27 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-02-10 00:00:00')): ['neg'],\n",
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       " (11, Timestamp('2014-01-20 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2014-01-21 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2014-01-22 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2014-01-23 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2014-01-19 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-01-20 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-01-21 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-01-22 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2014-01-21 00:00:00')): ['pos', 'pos'],\n",
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       " (9, Timestamp('2014-04-11 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-01-23 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-01-23 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-01-24 00:00:00')): ['pos', 'pos', 'pos'],\n",
       " (14, Timestamp('2014-02-03 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-01-26 00:00:00')): ['pos', 'neg'],\n",
       " (5, Timestamp('2014-01-24 00:00:00')): ['pos'],\n",
       " (5, Timestamp('2014-01-25 00:00:00')): ['pos'],\n",
       " (5, Timestamp('2014-02-09 00:00:00')): ['pos', 'neg'],\n",
       " (5, Timestamp('2014-03-11 00:00:00')): ['neg'],\n",
       " (5, Timestamp('2015-01-19 00:00:00')): ['pos'],\n",
       " (5, Timestamp('2015-01-20 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2014-01-27 00:00:00')): ['neg', 'pos'],\n",
       " (9, Timestamp('2014-02-01 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2014-02-02 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2014-02-06 00:00:00')): ['pos', 'neg'],\n",
       " (9, Timestamp('2014-02-07 00:00:00')): ['neg', 'pos', 'pos'],\n",
       " (14, Timestamp('2014-02-02 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-02-12 00:00:00')): ['pos', 'pos', 'pos'],\n",
       " (14, Timestamp('2014-02-13 00:00:00')): ['neg', 'pos', 'neg', 'pos'],\n",
       " (9, Timestamp('2014-02-05 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2014-02-09 00:00:00')): ['pos'],\n",
       " (5, Timestamp('2014-02-07 00:00:00')): ['neg'],\n",
       " (5, Timestamp('2014-02-08 00:00:00')): ['neg'],\n",
       " (5, Timestamp('2014-04-11 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2014-02-11 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-02-16 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-02-14 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-02-19 00:00:00')): ['pos', 'pos', 'pos', 'pos'],\n",
       " (14, Timestamp('2014-02-20 00:00:00')): ['pos', 'neg', 'neu'],\n",
       " (14, Timestamp('2014-02-21 00:00:00')): ['pos', 'pos', 'neg', 'pos'],\n",
       " (14, Timestamp('2014-02-23 00:00:00')): ['neg', 'pos', 'pos'],\n",
       " (14, Timestamp('2014-02-24 00:00:00')): ['pos', 'pos', 'pos'],\n",
       " (14, Timestamp('2014-02-25 00:00:00')): ['pos', 'neg', 'pos', 'neg', 'neg'],\n",
       " (14, Timestamp('2014-03-01 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-12 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-03-13 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-08-18 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-09-30 00:00:00')): ['neg', 'pos'],\n",
       " (14, Timestamp('2014-12-02 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-04 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-05 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-06 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2014-12-07 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2014-12-08 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-09 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-10 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-11 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-12 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-13 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-12-16 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-12-17 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2016-06-10 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-02-11 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2014-02-12 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-02-13 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2014-02-14 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2014-02-16 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2014-02-13 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2014-02-14 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-02-15 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-02-17 00:00:00')): ['neg'],\n",
       " (12, Timestamp('2014-02-16 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2014-02-17 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-02-22 00:00:00')): ['neg', 'pos'],\n",
       " (14, Timestamp('2014-02-27 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-02-28 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-02 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2014-03-03 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-04 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-05 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-06 00:00:00')): ['neg', 'neg'],\n",
       " (14, Timestamp('2014-03-07 00:00:00')): ['pos', 'neg'],\n",
       " (14, Timestamp('2014-03-08 00:00:00')): ['pos', 'neg'],\n",
       " (14, Timestamp('2014-03-09 00:00:00')): ['neu'],\n",
       " (14, Timestamp('2014-03-11 00:00:00')): ['neu', 'neg'],\n",
       " (14, Timestamp('2014-03-14 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-16 00:00:00')): ['neu'],\n",
       " (14, Timestamp('2014-03-17 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2014-03-18 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-19 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-03-20 00:00:00')): ['neu', 'pos', 'pos'],\n",
       " (14, Timestamp('2014-03-21 00:00:00')): ['neg', 'pos', 'pos'],\n",
       " (14, Timestamp('2014-03-23 00:00:00')): ['neg', 'neg'],\n",
       " (14, Timestamp('2014-03-24 00:00:00')): ['neu'],\n",
       " (14, Timestamp('2014-03-25 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-26 00:00:00')): ['neu'],\n",
       " (14, Timestamp('2014-03-27 00:00:00')): ['neu', 'pos'],\n",
       " (14, Timestamp('2014-03-28 00:00:00')): ['neu', 'pos', 'neg', 'pos'],\n",
       " (14, Timestamp('2014-03-29 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-03-30 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-31 00:00:00')): ['neu', 'pos'],\n",
       " (14, Timestamp('2014-04-02 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-04-03 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-04-10 00:00:00')): ['pos', 'pos'],\n",
       " (14, Timestamp('2014-04-23 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-04-24 00:00:00')): ['neg', 'pos'],\n",
       " (14, Timestamp('2014-05-12 00:00:00')): ['neg'],\n",
       " (14, Timestamp('2014-02-26 00:00:00')): ['pos', 'pos', 'neg'],\n",
       " (3, Timestamp('2014-02-23 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-02-25 00:00:00')): ['neg'],\n",
       " (10, Timestamp('2014-02-25 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2014-02-26 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2014-02-27 00:00:00')): ['pos'],\n",
       " (10, Timestamp('2014-02-28 00:00:00')): ['neg'],\n",
       " (10, Timestamp('2014-03-01 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2014-03-07 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2014-03-10 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2014-03-11 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2014-03-12 00:00:00')): ['pos'],\n",
       " (11, Timestamp('2014-03-13 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2014-03-14 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2014-03-18 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2014-03-19 00:00:00')): ['neg'],\n",
       " (11, Timestamp('2014-03-21 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-03-22 00:00:00')): ['pos'],\n",
       " (14, Timestamp('2014-04-01 00:00:00')): ['pos'],\n",
       " (12, Timestamp('2014-03-21 00:00:00')): ['neu'],\n",
       " (9, Timestamp('2014-03-22 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2014-03-23 00:00:00')): ['pos', 'neg'],\n",
       " (9, Timestamp('2014-03-24 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-03-25 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-03-26 00:00:00')): ['neg'],\n",
       " (9, Timestamp('2014-03-27 00:00:00')): ['neg', 'pos', 'neu'],\n",
       " (9, Timestamp('2014-03-28 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2014-03-29 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-04-04 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-04-05 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-04-07 00:00:00')): ['pos', 'neg'],\n",
       " (9, Timestamp('2014-04-08 00:00:00')): ['pos'],\n",
       " (9, Timestamp('2014-04-13 00:00:00')): ['pos', 'pos'],\n",
       " (9, Timestamp('2014-04-17 00:00:00')): ['pos', 'pos', 'pos'],\n",
       " (9, Timestamp('2014-04-18 00:00:00')): ['pos', 'pos', 'pos'],\n",
       " (9, Timestamp('2014-11-16 00:00:00')): ['pos', 'neg'],\n",
       " ...}"
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_date_label_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for topicID, timestamp in topic_date_label_dict:\n",
    "    labels = topic_date_label_dict[(topicID, timestamp)]\n",
    "    count = len(labels)\n",
    "    counter = Counter(labels)\n",
    "    neu = counter['neu']/(0. + count)\n",
    "    pos = counter['pos']/(0. + count)\n",
    "    neg = counter['neg']/(0. + count)\n",
    "    label = 'neu'\n",
    "    if pos > neg:\n",
    "        topic_date_label_dict.update({(topicID, timestamp):'pos'})\n",
    "    elif neg > pos:\n",
    "        topic_date_label_dict.update({(topicID, timestamp):'neg'})\n",
    "    else:\n",
    "        topic_date_label_dict.update({(topicID, timestamp):'neu'})\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(12, Timestamp('2011-07-10 00:00:00')): 'pos',\n",
       " (12, Timestamp('2011-07-11 00:00:00')): 'pos',\n",
       " (12, Timestamp('2011-07-12 00:00:00')): 'neg',\n",
       " (12, Timestamp('2011-07-13 00:00:00')): 'pos',\n",
       " (12, Timestamp('2011-07-18 00:00:00')): 'pos',\n",
       " (12, Timestamp('2014-03-15 00:00:00')): 'pos',\n",
       " (12, Timestamp('2014-03-16 00:00:00')): 'pos',\n",
       " (12, Timestamp('2014-03-17 00:00:00')): 'neg',\n",
       " (12, Timestamp('2017-03-24 00:00:00')): 'pos',\n",
       " (12, Timestamp('2017-03-26 00:00:00')): 'pos',\n",
       " (12, Timestamp('2017-03-27 00:00:00')): 'pos',\n",
       " (11, Timestamp('2011-07-16 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-07-18 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-03 00:00:00')): 'pos',\n",
       " (9, Timestamp('2012-11-27 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-07-23 00:00:00')): 'neg',\n",
       " (9, Timestamp('2011-07-24 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-07-26 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-05 00:00:00')): 'neu',\n",
       " (9, Timestamp('2011-08-06 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-07 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-10 00:00:00')): 'neu',\n",
       " (9, Timestamp('2011-08-12 00:00:00')): 'pos',\n",
       " (9, Timestamp('2013-06-10 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-07-25 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-07-27 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-07-29 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-07-30 00:00:00')): 'neg',\n",
       " (9, Timestamp('2011-08-02 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-09 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-16 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-07-29 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-07-31 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-08-01 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-08-03 00:00:00')): 'neg',\n",
       " (14, Timestamp('2011-08-08 00:00:00')): 'neg',\n",
       " (14, Timestamp('2011-08-09 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-08-10 00:00:00')): 'pos',\n",
       " (12, Timestamp('2011-08-09 00:00:00')): 'pos',\n",
       " (12, Timestamp('2011-08-10 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-14 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-15 00:00:00')): 'pos',\n",
       " (1, Timestamp('2011-08-19 00:00:00')): 'neg',\n",
       " (9, Timestamp('2011-08-30 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-08-31 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-09-06 00:00:00')): 'neu',\n",
       " (14, Timestamp('2011-09-07 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-09-08 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-09-09 00:00:00')): 'neu',\n",
       " (14, Timestamp('2011-09-11 00:00:00')): 'pos',\n",
       " (11, Timestamp('2011-09-16 00:00:00')): 'neg',\n",
       " (9, Timestamp('2011-09-19 00:00:00')): 'pos',\n",
       " (11, Timestamp('2011-09-24 00:00:00')): 'neg',\n",
       " (11, Timestamp('2011-09-25 00:00:00')): 'neg',\n",
       " (11, Timestamp('2011-09-26 00:00:00')): 'pos',\n",
       " (11, Timestamp('2011-09-27 00:00:00')): 'pos',\n",
       " (11, Timestamp('2011-09-28 00:00:00')): 'neg',\n",
       " (5, Timestamp('2011-10-03 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-10-09 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-10-10 00:00:00')): 'neu',\n",
       " (9, Timestamp('2011-10-19 00:00:00')): 'neg',\n",
       " (14, Timestamp('2011-10-15 00:00:00')): 'neg',\n",
       " (14, Timestamp('2011-10-16 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-10-17 00:00:00')): 'neg',\n",
       " (11, Timestamp('2011-10-18 00:00:00')): 'neg',\n",
       " (11, Timestamp('2011-10-19 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-10-23 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-10-26 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-10-30 00:00:00')): 'neu',\n",
       " (14, Timestamp('2011-11-02 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-11-03 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-04 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-05 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-06 00:00:00')): 'neg',\n",
       " (9, Timestamp('2011-11-07 00:00:00')): 'neu',\n",
       " (9, Timestamp('2011-11-30 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-08 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-10 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-11 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-12 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-14 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-15 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-14 00:00:00')): 'neg',\n",
       " (9, Timestamp('2011-12-16 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-18 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-11-11 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-16 00:00:00')): 'neg',\n",
       " (9, Timestamp('2011-11-19 00:00:00')): 'neu',\n",
       " (9, Timestamp('2011-11-20 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-21 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-22 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-24 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-11-25 00:00:00')): 'neg',\n",
       " (0, Timestamp('2011-11-18 00:00:00')): 'pos',\n",
       " (12, Timestamp('2011-11-18 00:00:00')): 'pos',\n",
       " (12, Timestamp('2011-11-19 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-01 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-04 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-06 00:00:00')): 'neu',\n",
       " (9, Timestamp('2011-12-07 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-08 00:00:00')): 'neg',\n",
       " (9, Timestamp('2011-12-09 00:00:00')): 'neu',\n",
       " (9, Timestamp('2011-12-19 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-20 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-05 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-06 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-07 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-09 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-10 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-11 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-12 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-13 00:00:00')): 'pos',\n",
       " (11, Timestamp('2011-12-11 00:00:00')): 'pos',\n",
       " (11, Timestamp('2011-12-12 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-21 00:00:00')): 'neu',\n",
       " (14, Timestamp('2011-12-20 00:00:00')): 'neg',\n",
       " (14, Timestamp('2011-12-21 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-12-22 00:00:00')): 'neu',\n",
       " (14, Timestamp('2011-12-25 00:00:00')): 'neu',\n",
       " (14, Timestamp('2011-12-27 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-12-28 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-20 00:00:00')): 'pos',\n",
       " (14, Timestamp('2011-12-23 00:00:00')): 'neg',\n",
       " (14, Timestamp('2011-12-26 00:00:00')): 'neg',\n",
       " (10, Timestamp('2011-12-29 00:00:00')): 'pos',\n",
       " (10, Timestamp('2011-12-31 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-30 00:00:00')): 'pos',\n",
       " (9, Timestamp('2011-12-31 00:00:00')): 'pos',\n",
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       " (9, Timestamp('2012-01-01 00:00:00')): 'pos',\n",
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       " (9, Timestamp('2012-01-03 00:00:00')): 'pos',\n",
       " (9, Timestamp('2012-01-04 00:00:00')): 'pos',\n",
       " (14, Timestamp('2012-01-01 00:00:00')): 'pos',\n",
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       " (14, Timestamp('2012-01-04 00:00:00')): 'pos',\n",
       " (14, Timestamp('2012-01-03 00:00:00')): 'pos',\n",
       " (14, Timestamp('2012-01-11 00:00:00')): 'pos',\n",
       " (14, Timestamp('2012-06-21 00:00:00')): 'pos',\n",
       " (14, Timestamp('2012-06-22 00:00:00')): 'neg',\n",
       " (14, Timestamp('2012-06-28 00:00:00')): 'pos',\n",
       " (9, Timestamp('2012-01-05 00:00:00')): 'pos',\n",
       " (9, Timestamp('2012-01-06 00:00:00')): 'neu',\n",
       " (9, Timestamp('2012-01-07 00:00:00')): 'pos',\n",
       " (9, Timestamp('2012-01-17 00:00:00')): 'pos',\n",
       " (9, Timestamp('2012-01-18 00:00:00')): 'pos',\n",
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       " (10, Timestamp('2012-01-13 00:00:00')): 'pos',\n",
       " (10, Timestamp('2012-01-16 00:00:00')): 'pos',\n",
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       " (0, Timestamp('2012-01-09 00:00:00')): 'neg',\n",
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       " (6, Timestamp('2012-02-24 00:00:00')): 'pos',\n",
       " (4, Timestamp('2012-02-27 00:00:00')): 'pos',\n",
       " (4, Timestamp('2012-02-28 00:00:00')): 'pos',\n",
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       " (9, Timestamp('2012-04-21 00:00:00')): 'pos',\n",
       " (8, Timestamp('2012-04-02 00:00:00')): 'pos',\n",
       " (10, Timestamp('2012-04-10 00:00:00')): 'pos',\n",
       " (10, Timestamp('2012-04-11 00:00:00')): 'neg',\n",
       " (10, Timestamp('2012-04-12 00:00:00')): 'pos',\n",
       " (9, Timestamp('2012-04-13 00:00:00')): 'neg',\n",
       " (9, Timestamp('2012-05-10 00:00:00')): 'pos',\n",
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       " (14, Timestamp('2013-01-27 00:00:00')): 'pos',\n",
       " (14, Timestamp('2013-01-28 00:00:00')): 'pos',\n",
       " (14, Timestamp('2013-01-30 00:00:00')): 'pos',\n",
       " (14, Timestamp('2013-01-31 00:00:00')): 'pos',\n",
       " (12, Timestamp('2013-02-04 00:00:00')): 'neg',\n",
       " (12, Timestamp('2013-02-05 00:00:00')): 'neu',\n",
       " (9, Timestamp('2013-02-09 00:00:00')): 'pos',\n",
       " (14, Timestamp('2013-02-14 00:00:00')): 'pos',\n",
       " (9, Timestamp('2013-02-15 00:00:00')): 'pos',\n",
       " (9, Timestamp('2013-02-16 00:00:00')): 'pos',\n",
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       " (9, Timestamp('2014-02-05 00:00:00')): 'neg',\n",
       " (9, Timestamp('2014-02-09 00:00:00')): 'pos',\n",
       " (5, Timestamp('2014-02-07 00:00:00')): 'neg',\n",
       " (5, Timestamp('2014-02-08 00:00:00')): 'neg',\n",
       " (5, Timestamp('2014-04-11 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-02-11 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-16 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-14 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-19 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-20 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-02-21 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-23 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-24 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-25 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-03-01 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-12 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-13 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-08-18 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-09-30 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-12-02 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-04 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-05 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-06 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-12-07 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-12-08 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-09 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-10 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-11 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-12 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-13 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-16 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-12-17 00:00:00')): 'neg',\n",
       " (14, Timestamp('2016-06-10 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-02-11 00:00:00')): 'neg',\n",
       " (9, Timestamp('2014-02-12 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-02-13 00:00:00')): 'neg',\n",
       " (9, Timestamp('2014-02-14 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-02-16 00:00:00')): 'pos',\n",
       " (11, Timestamp('2014-02-13 00:00:00')): 'neg',\n",
       " (11, Timestamp('2014-02-14 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-02-15 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-17 00:00:00')): 'neg',\n",
       " (12, Timestamp('2014-02-16 00:00:00')): 'pos',\n",
       " (12, Timestamp('2014-02-17 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-22 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-02-27 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-02-28 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-02 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-03-03 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-04 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-05 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-06 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-03-07 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-03-08 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-03-09 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-03-11 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-03-14 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-16 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-03-17 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-03-18 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-19 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-20 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-21 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-23 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-03-24 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-03-25 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-26 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-03-27 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-28 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-29 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-30 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-31 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-04-02 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-04-03 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-04-10 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-04-23 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-04-24 00:00:00')): 'neu',\n",
       " (14, Timestamp('2014-05-12 00:00:00')): 'neg',\n",
       " (14, Timestamp('2014-02-26 00:00:00')): 'pos',\n",
       " (3, Timestamp('2014-02-23 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-02-25 00:00:00')): 'neg',\n",
       " (10, Timestamp('2014-02-25 00:00:00')): 'pos',\n",
       " (10, Timestamp('2014-02-26 00:00:00')): 'pos',\n",
       " (10, Timestamp('2014-02-27 00:00:00')): 'pos',\n",
       " (10, Timestamp('2014-02-28 00:00:00')): 'neg',\n",
       " (10, Timestamp('2014-03-01 00:00:00')): 'neg',\n",
       " (9, Timestamp('2014-03-07 00:00:00')): 'pos',\n",
       " (11, Timestamp('2014-03-10 00:00:00')): 'pos',\n",
       " (11, Timestamp('2014-03-11 00:00:00')): 'pos',\n",
       " (11, Timestamp('2014-03-12 00:00:00')): 'pos',\n",
       " (11, Timestamp('2014-03-13 00:00:00')): 'neg',\n",
       " (11, Timestamp('2014-03-14 00:00:00')): 'neg',\n",
       " (11, Timestamp('2014-03-18 00:00:00')): 'neg',\n",
       " (11, Timestamp('2014-03-19 00:00:00')): 'neg',\n",
       " (11, Timestamp('2014-03-21 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-03-22 00:00:00')): 'pos',\n",
       " (14, Timestamp('2014-04-01 00:00:00')): 'pos',\n",
       " (12, Timestamp('2014-03-21 00:00:00')): 'neu',\n",
       " (9, Timestamp('2014-03-22 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-03-23 00:00:00')): 'neu',\n",
       " (9, Timestamp('2014-03-24 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-03-25 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-03-26 00:00:00')): 'neg',\n",
       " (9, Timestamp('2014-03-27 00:00:00')): 'neu',\n",
       " (9, Timestamp('2014-03-28 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-03-29 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-04-04 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-04-05 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-04-07 00:00:00')): 'neu',\n",
       " (9, Timestamp('2014-04-08 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-04-13 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-04-17 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-04-18 00:00:00')): 'pos',\n",
       " (9, Timestamp('2014-11-16 00:00:00')): 'neu',\n",
       " ...}"
      ]
     },
     "execution_count": 407,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_date_label_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 410,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "291\n"
     ]
    }
   ],
   "source": [
    "i = 0\n",
    "for label in topic_date_label_dict.values():\n",
    "    if(label == 'neu'):\n",
    "        i+=1\n",
    "print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "doc_date_count_dict = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# group topic daily counts\n",
    "for titleID, timestamp in date_topic_groups.keys():\n",
    "    j = len(date_topic_groups[(titleID, timestamp)])\n",
    "    \n",
    "    doc_date_count_dict.update({(titleID, timestamp):{'posts':date_topic_groups[(titleID, timestamp)], 'count': j}})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for titleID, timestamp in doc_date_count_dict:\n",
    "    topics = damodel.get_document_topics(bow_dict[titleID])\n",
    "    max_prob = 0\n",
    "    max_t = 0\n",
    "    for t, prob in topics:\n",
    "        if prob > max_prob:\n",
    "            max_prob = prob\n",
    "            max_t = t\n",
    "    \n",
    "       \n",
    "    doc_date_count_dict.update({(titleID, timestamp):{'maxTopicID': max_t, 'count':doc_date_count_dict[(titleID, timestamp)]['count'], 'allTopicsWithProb': topics}})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "topic_date_count_dict = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for docID, timestamp in doc_date_count_dict:\n",
    "    max_topic = doc_date_count_dict[(docID, timestamp)]['maxTopicID']\n",
    "    if (max_topic, timestamp) in topic_date_count_dict:\n",
    "        topic_date_count_dict[(max_topic, timestamp)]+=doc_date_count_dict[(docID, timestamp)]['count']\n",
    "    else:\n",
    "        topic_date_count_dict[(max_topic, timestamp)] = doc_date_count_dict[(docID, timestamp)]['count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(12, Timestamp('2011-07-10 00:00:00')): 2,\n",
       " (12, Timestamp('2011-07-11 00:00:00')): 1,\n",
       " (12, Timestamp('2011-07-12 00:00:00')): 2,\n",
       " (12, Timestamp('2011-07-13 00:00:00')): 3,\n",
       " (12, Timestamp('2011-07-18 00:00:00')): 2,\n",
       " (12, Timestamp('2014-03-15 00:00:00')): 5,\n",
       " (12, Timestamp('2014-03-16 00:00:00')): 2,\n",
       " (12, Timestamp('2014-03-17 00:00:00')): 2,\n",
       " (12, Timestamp('2017-03-24 00:00:00')): 7,\n",
       " (12, Timestamp('2017-03-26 00:00:00')): 7,\n",
       " (12, Timestamp('2017-03-27 00:00:00')): 2,\n",
       " (11, Timestamp('2011-07-16 00:00:00')): 1,\n",
       " (9, Timestamp('2011-07-18 00:00:00')): 15,\n",
       " (9, Timestamp('2011-08-03 00:00:00')): 20,\n",
       " (9, Timestamp('2012-11-27 00:00:00')): 5,\n",
       " (9, Timestamp('2011-07-23 00:00:00')): 29,\n",
       " (9, Timestamp('2011-07-24 00:00:00')): 16,\n",
       " (9, Timestamp('2011-07-26 00:00:00')): 5,\n",
       " (9, Timestamp('2011-08-05 00:00:00')): 16,\n",
       " (9, Timestamp('2011-08-06 00:00:00')): 4,\n",
       " (9, Timestamp('2011-08-07 00:00:00')): 5,\n",
       " (9, Timestamp('2011-08-10 00:00:00')): 6,\n",
       " (9, Timestamp('2011-08-12 00:00:00')): 1,\n",
       " (9, Timestamp('2013-06-10 00:00:00')): 1,\n",
       " (9, Timestamp('2011-07-25 00:00:00')): 7,\n",
       " (9, Timestamp('2011-07-27 00:00:00')): 1,\n",
       " (9, Timestamp('2011-07-29 00:00:00')): 5,\n",
       " (9, Timestamp('2011-07-30 00:00:00')): 1,\n",
       " (9, Timestamp('2011-08-02 00:00:00')): 4,\n",
       " (9, Timestamp('2011-08-09 00:00:00')): 1,\n",
       " (9, Timestamp('2011-08-16 00:00:00')): 7,\n",
       " (14, Timestamp('2011-07-29 00:00:00')): 4,\n",
       " (14, Timestamp('2011-07-31 00:00:00')): 4,\n",
       " (14, Timestamp('2011-08-01 00:00:00')): 2,\n",
       " (14, Timestamp('2011-08-03 00:00:00')): 1,\n",
       " (14, Timestamp('2011-08-08 00:00:00')): 4,\n",
       " (14, Timestamp('2011-08-09 00:00:00')): 7,\n",
       " (14, Timestamp('2011-08-10 00:00:00')): 1,\n",
       " (12, Timestamp('2011-08-09 00:00:00')): 2,\n",
       " (12, Timestamp('2011-08-10 00:00:00')): 8,\n",
       " (9, Timestamp('2011-08-14 00:00:00')): 2,\n",
       " (9, Timestamp('2011-08-15 00:00:00')): 4,\n",
       " (1, Timestamp('2011-08-19 00:00:00')): 10,\n",
       " (9, Timestamp('2011-08-30 00:00:00')): 5,\n",
       " (9, Timestamp('2011-08-31 00:00:00')): 2,\n",
       " (14, Timestamp('2011-09-06 00:00:00')): 35,\n",
       " (14, Timestamp('2011-09-07 00:00:00')): 1,\n",
       " (14, Timestamp('2011-09-08 00:00:00')): 10,\n",
       " (14, Timestamp('2011-09-09 00:00:00')): 19,\n",
       " (14, Timestamp('2011-09-11 00:00:00')): 1,\n",
       " (11, Timestamp('2011-09-16 00:00:00')): 4,\n",
       " (9, Timestamp('2011-09-19 00:00:00')): 7,\n",
       " (11, Timestamp('2011-09-24 00:00:00')): 2,\n",
       " (11, Timestamp('2011-09-25 00:00:00')): 1,\n",
       " (11, Timestamp('2011-09-26 00:00:00')): 24,\n",
       " (11, Timestamp('2011-09-27 00:00:00')): 5,\n",
       " (11, Timestamp('2011-09-28 00:00:00')): 3,\n",
       " (5, Timestamp('2011-10-03 00:00:00')): 7,\n",
       " (9, Timestamp('2011-10-09 00:00:00')): 2,\n",
       " (9, Timestamp('2011-10-10 00:00:00')): 1,\n",
       " (9, Timestamp('2011-10-19 00:00:00')): 4,\n",
       " (14, Timestamp('2011-10-15 00:00:00')): 26,\n",
       " (14, Timestamp('2011-10-16 00:00:00')): 11,\n",
       " (14, Timestamp('2011-10-17 00:00:00')): 23,\n",
       " (11, Timestamp('2011-10-18 00:00:00')): 2,\n",
       " (11, Timestamp('2011-10-19 00:00:00')): 8,\n",
       " (14, Timestamp('2011-10-23 00:00:00')): 7,\n",
       " (9, Timestamp('2011-10-26 00:00:00')): 11,\n",
       " (9, Timestamp('2011-10-30 00:00:00')): 1,\n",
       " (14, Timestamp('2011-11-02 00:00:00')): 16,\n",
       " (14, Timestamp('2011-11-03 00:00:00')): 3,\n",
       " (9, Timestamp('2011-11-04 00:00:00')): 16,\n",
       " (9, Timestamp('2011-11-05 00:00:00')): 21,\n",
       " (9, Timestamp('2011-11-06 00:00:00')): 5,\n",
       " (9, Timestamp('2011-11-07 00:00:00')): 37,\n",
       " (9, Timestamp('2011-11-30 00:00:00')): 70,\n",
       " (9, Timestamp('2011-11-08 00:00:00')): 21,\n",
       " (9, Timestamp('2011-11-10 00:00:00')): 12,\n",
       " (9, Timestamp('2011-11-11 00:00:00')): 1,\n",
       " (9, Timestamp('2011-11-12 00:00:00')): 10,\n",
       " (9, Timestamp('2011-11-14 00:00:00')): 55,\n",
       " (9, Timestamp('2011-11-15 00:00:00')): 24,\n",
       " (9, Timestamp('2011-12-14 00:00:00')): 5,\n",
       " (9, Timestamp('2011-12-16 00:00:00')): 8,\n",
       " (9, Timestamp('2011-12-18 00:00:00')): 1,\n",
       " (14, Timestamp('2011-11-11 00:00:00')): 4,\n",
       " (9, Timestamp('2011-11-16 00:00:00')): 1,\n",
       " (9, Timestamp('2011-11-19 00:00:00')): 2,\n",
       " (9, Timestamp('2011-11-20 00:00:00')): 14,\n",
       " (9, Timestamp('2011-11-21 00:00:00')): 4,\n",
       " (9, Timestamp('2011-11-22 00:00:00')): 12,\n",
       " (9, Timestamp('2011-11-24 00:00:00')): 8,\n",
       " (9, Timestamp('2011-11-25 00:00:00')): 2,\n",
       " (0, Timestamp('2011-11-18 00:00:00')): 42,\n",
       " (12, Timestamp('2011-11-18 00:00:00')): 38,\n",
       " (12, Timestamp('2011-11-19 00:00:00')): 7,\n",
       " (9, Timestamp('2011-12-01 00:00:00')): 3,\n",
       " (9, Timestamp('2011-12-04 00:00:00')): 15,\n",
       " (9, Timestamp('2011-12-06 00:00:00')): 10,\n",
       " (9, Timestamp('2011-12-07 00:00:00')): 4,\n",
       " (9, Timestamp('2011-12-08 00:00:00')): 5,\n",
       " (9, Timestamp('2011-12-09 00:00:00')): 2,\n",
       " (9, Timestamp('2011-12-19 00:00:00')): 2,\n",
       " (9, Timestamp('2011-12-20 00:00:00')): 67,\n",
       " (9, Timestamp('2011-12-05 00:00:00')): 14,\n",
       " (10, Timestamp('2011-12-06 00:00:00')): 13,\n",
       " (10, Timestamp('2011-12-07 00:00:00')): 9,\n",
       " (10, Timestamp('2011-12-09 00:00:00')): 1,\n",
       " (10, Timestamp('2011-12-10 00:00:00')): 1,\n",
       " (10, Timestamp('2011-12-11 00:00:00')): 39,\n",
       " (10, Timestamp('2011-12-12 00:00:00')): 17,\n",
       " (10, Timestamp('2011-12-13 00:00:00')): 5,\n",
       " (11, Timestamp('2011-12-11 00:00:00')): 83,\n",
       " (11, Timestamp('2011-12-12 00:00:00')): 2,\n",
       " (9, Timestamp('2011-12-21 00:00:00')): 2,\n",
       " (14, Timestamp('2011-12-20 00:00:00')): 8,\n",
       " (14, Timestamp('2011-12-21 00:00:00')): 61,\n",
       " (14, Timestamp('2011-12-22 00:00:00')): 54,\n",
       " (14, Timestamp('2011-12-25 00:00:00')): 6,\n",
       " (14, Timestamp('2011-12-27 00:00:00')): 2,\n",
       " (14, Timestamp('2011-12-28 00:00:00')): 1,\n",
       " (10, Timestamp('2011-12-20 00:00:00')): 9,\n",
       " (14, Timestamp('2011-12-23 00:00:00')): 2,\n",
       " (14, Timestamp('2011-12-26 00:00:00')): 2,\n",
       " (10, Timestamp('2011-12-29 00:00:00')): 117,\n",
       " (10, Timestamp('2011-12-31 00:00:00')): 27,\n",
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       " (9, Timestamp('2014-03-26 00:00:00')): 3,\n",
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       " (9, Timestamp('2014-03-29 00:00:00')): 7,\n",
       " (9, Timestamp('2014-04-04 00:00:00')): 4,\n",
       " (9, Timestamp('2014-04-05 00:00:00')): 9,\n",
       " (9, Timestamp('2014-04-07 00:00:00')): 9,\n",
       " (9, Timestamp('2014-04-08 00:00:00')): 1,\n",
       " (9, Timestamp('2014-04-13 00:00:00')): 13,\n",
       " (9, Timestamp('2014-04-17 00:00:00')): 11,\n",
       " (9, Timestamp('2014-04-18 00:00:00')): 15,\n",
       " (9, Timestamp('2014-11-16 00:00:00')): 6,\n",
       " ...}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_date_count_dict"
   ]
  }
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