presentation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tech companies and policymakers across the globe need tools to detect \"fake\" (deliberately misleading) news (a.k.a. propaganda).  Machine learning offers a solution with ~90% accuracy - a good start at least for text-based forms of news.\n",
    "\n",
    "### Looking at the large Kaggle dataset that we focused on, it's clear that human screening is not as accurate\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"fake_ad_example.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sentiment scores provide convenient summary statistics for snippets of text, so we hoped that they could be used to perform a multiple logistic regression to classify news articles\n",
    "\n",
    "### However, their distributions were nearly identical for real and fake news articles, so the accuracy of such a model was not much better than flipping a coin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display(Image(\"Subjectivity_Distribution.jpg\"))\n",
    "display(Image(\"Sentiment_Polarity_Distribution.jpg\"))\n",
    "Image(\"Neutral_Distribution.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## From there, we turned to NLP, which maps words to numeric features that can be fed into statistical methods, the output of which can be used for classification (\"real\" vs. \"fake\"). \n",
    "\n",
    "### This leads to a much higher number of independent variables (predictors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'US Drone Pilots May Be ‘Illegally’ Acquiring Targets From UK Bases   Source: Motherboard \\n\\nCreech Air Force Base , Nevada, is widely known to be the heart of the United States’ overseas drone operations, from where more than 100 drone flights per day —mostly in the Middle East—are controlled. Notions of this base’s overworked drone pilots, sitting in stuffy trailers monitoring and killing targets 8,000 miles away, have been popularized by movies such as Good Kill and Eye in the Sky. \\nBut a British human rights campaign group says it has uncovered documents that show the US is also conducting its military drone operations from within Royal Air Force (RAF) bases in the UK, an act that would be deemed in breach of international laws , argues the group. The British government denies this however, stating , “the US does not operate RPAS [remotely piloted aircraft systems] from the UK.” \\nPublicly available job listings and résumés, shown to Motherboard by human rights campaign group Reprieve, show that US military personnel based in the UK have been working on drone missions at RAF Molesworth in Cambridgeshire near London. Another job ad is looking for a “targeting analyst” to work at Molesworth “for conducting thorough analysis on traditional and non-traditional targets for the purposes of creating electronic target folders for nation state and non-state actor systems.” A further job ad from private military contractor Leidos is looking for a video intelligence analyst to be based at Molesworth. \\nWhile the Molesworth base belongs to the RAF, parts of it are currently leased to the US for its European Command’s intelligence analysis operations, known as the Joint Analysis Center. US operations at Molesworth are in fact currently preparing to merge with operations at Croughton RAF base, where a $160 million US operations center will be established . \"The British Government has questions to answer\" \\n“Simply to say that drones are not flown from the UK is missing the point, if it is personnel on British soil that are at the top of the so-called ‘kill chain’ and British agencies who are feeding targets into those lists,” said Jennifer Gibson, staff attorney at Reprieve. “The US drone programme, conducted in the shadows, has killed hundreds of civilians without any accountability. The British Government has questions to answer over its own involvement in this secret war and how much responsibility it bears for those deaths.”'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%store -r example_article \n",
    "example_article"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>100</th>\n",
       "      <th>act</th>\n",
       "      <th>air</th>\n",
       "      <th>answer</th>\n",
       "      <th>attorney</th>\n",
       "      <th>available</th>\n",
       "      <th>away</th>\n",
       "      <th>based</th>\n",
       "      <th>british</th>\n",
       "      <th>campaign</th>\n",
       "      <th>...</th>\n",
       "      <th>source</th>\n",
       "      <th>staff</th>\n",
       "      <th>state</th>\n",
       "      <th>states</th>\n",
       "      <th>united</th>\n",
       "      <th>united states</th>\n",
       "      <th>video</th>\n",
       "      <th>war</th>\n",
       "      <th>work</th>\n",
       "      <th>working</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   100  act  air  answer  attorney  available  away  based  british  campaign  \\\n",
       "0    1    1    2       2         1          1     1      2        6         2   \n",
       "\n",
       "    ...     source  staff  state  states  united  united states  video  war  \\\n",
       "0   ...          1      1      1       1       1              1      1    1   \n",
       "\n",
       "   work  working  \n",
       "0     1        1  \n",
       "\n",
       "[1 rows x 60 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%store -r ex\n",
    "ex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Probably fake\n"
     ]
    }
   ],
   "source": [
    "%store -r model\n",
    "%store -r dfex\n",
    "if model.predict(dfex)[0] == 0:\n",
    "    print(\"Probably real\")\n",
    "else:\n",
    "    print(\"Probably fake\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## To enhance accuracy, we also included our initial sentiment indicators as features, as well as some aggregegate features (e.g. number of capital letters in the article, number of exclamation points). \n",
    "\n",
    "chart: reduced-dimension scatter plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>compounds</th>\n",
       "      <th>negs</th>\n",
       "      <th>neus</th>\n",
       "      <th>poss</th>\n",
       "      <th>pol</th>\n",
       "      <th>subj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.9939</td>\n",
       "      <td>0.158</td>\n",
       "      <td>0.766</td>\n",
       "      <td>0.076</td>\n",
       "      <td>-0.050606</td>\n",
       "      <td>0.331803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8849</td>\n",
       "      <td>0.043</td>\n",
       "      <td>0.884</td>\n",
       "      <td>0.073</td>\n",
       "      <td>0.218643</td>\n",
       "      <td>0.486216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.8360</td>\n",
       "      <td>0.053</td>\n",
       "      <td>0.935</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.077674</td>\n",
       "      <td>0.305392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.7928</td>\n",
       "      <td>0.096</td>\n",
       "      <td>0.851</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.009783</td>\n",
       "      <td>0.513043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9856</td>\n",
       "      <td>0.078</td>\n",
       "      <td>0.824</td>\n",
       "      <td>0.098</td>\n",
       "      <td>0.066756</td>\n",
       "      <td>0.363961</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1005 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   0  000  1  10  100  11  12  13  15  17    ...     york  york times  young  \\\n",
       "0  0    0  0   0    0   0   0   0   0   0    ...        0           0      0   \n",
       "1  0    0  0   0    0   0   0   0   0   0    ...        0           0      0   \n",
       "2  0    0  0   0    1   0   0   0   0   0    ...        0           0      0   \n",
       "3  0    0  0   0    0   0   0   0   0   0    ...        0           0      1   \n",
       "4  0    0  1   0    0   0   0   0   0   0    ...        4           4      0   \n",
       "\n",
       "   youre  compounds   negs   neus   poss       pol      subj  \n",
       "0      0    -0.9939  0.158  0.766  0.076 -0.050606  0.331803  \n",
       "1      0     0.8849  0.043  0.884  0.073  0.218643  0.486216  \n",
       "2      0    -0.8360  0.053  0.935  0.012  0.077674  0.305392  \n",
       "3      0    -0.7928  0.096  0.851  0.054  0.009783  0.513043  \n",
       "4      0     0.9856  0.078  0.824  0.098  0.066756  0.363961  \n",
       "\n",
       "[5 rows x 1005 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%store -r df_train_lr\n",
    "df_train_lr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>informative for \"real\"</th>\n",
       "      <th>coefficient for \"real\"</th>\n",
       "      <th>informative for \"fake\"</th>\n",
       "      <th>coefficient for \"fake\"</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000</td>\n",
       "      <td>-10.993878</td>\n",
       "      <td>avg_word_length</td>\n",
       "      <td>-3.350543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>breitbart news</td>\n",
       "      <td>-10.013048</td>\n",
       "      <td>num_nums</td>\n",
       "      <td>-3.567130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>mr obama</td>\n",
       "      <td>-10.013048</td>\n",
       "      <td>clinton</td>\n",
       "      <td>-4.614886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>said mr</td>\n",
       "      <td>-10.013048</td>\n",
       "      <td>trump</td>\n",
       "      <td>-4.644156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>mr trumps</td>\n",
       "      <td>-9.895265</td>\n",
       "      <td>people</td>\n",
       "      <td>-4.645905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>com</td>\n",
       "      <td>-9.384440</td>\n",
       "      <td>said</td>\n",
       "      <td>-4.953623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>games</td>\n",
       "      <td>-9.148051</td>\n",
       "      <td>like</td>\n",
       "      <td>-4.999916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>pence</td>\n",
       "      <td>-9.148051</td>\n",
       "      <td>hillary</td>\n",
       "      <td>-5.018373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>president trump</td>\n",
       "      <td>-9.148051</td>\n",
       "      <td>just</td>\n",
       "      <td>-5.061632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>castro</td>\n",
       "      <td>-9.096758</td>\n",
       "      <td>new</td>\n",
       "      <td>-5.063402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>breitbart</td>\n",
       "      <td>-9.001447</td>\n",
       "      <td>world</td>\n",
       "      <td>-5.246610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>islamic state</td>\n",
       "      <td>-8.760285</td>\n",
       "      <td>state</td>\n",
       "      <td>-5.262696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>season</td>\n",
       "      <td>-8.626754</td>\n",
       "      <td>time</td>\n",
       "      <td>-5.301268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>spokesman</td>\n",
       "      <td>-8.626754</td>\n",
       "      <td>2016</td>\n",
       "      <td>-5.305773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>mrs clinton</td>\n",
       "      <td>-8.566129</td>\n",
       "      <td>president</td>\n",
       "      <td>-5.332075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>music</td>\n",
       "      <td>-8.566129</td>\n",
       "      <td>obama</td>\n",
       "      <td>-5.407878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ban</td>\n",
       "      <td>-8.508971</td>\n",
       "      <td>election</td>\n",
       "      <td>-5.411635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>lawyer</td>\n",
       "      <td>-8.508971</td>\n",
       "      <td>war</td>\n",
       "      <td>-5.412891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>daughter</td>\n",
       "      <td>-8.481572</td>\n",
       "      <td>government</td>\n",
       "      <td>-5.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>hill</td>\n",
       "      <td>-8.454904</td>\n",
       "      <td>states</td>\n",
       "      <td>-5.450003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   informative for \"real\"  coefficient for \"real\" informative for \"fake\"  \\\n",
       "0                     000              -10.993878        avg_word_length   \n",
       "1          breitbart news              -10.013048               num_nums   \n",
       "2                mr obama              -10.013048                clinton   \n",
       "3                 said mr              -10.013048                  trump   \n",
       "4               mr trumps               -9.895265                 people   \n",
       "5                     com               -9.384440                   said   \n",
       "6                   games               -9.148051                   like   \n",
       "7                   pence               -9.148051                hillary   \n",
       "8         president trump               -9.148051                   just   \n",
       "9                  castro               -9.096758                    new   \n",
       "10              breitbart               -9.001447                  world   \n",
       "11          islamic state               -8.760285                  state   \n",
       "12                 season               -8.626754                   time   \n",
       "13              spokesman               -8.626754                   2016   \n",
       "14            mrs clinton               -8.566129              president   \n",
       "15                  music               -8.566129                  obama   \n",
       "16                    ban               -8.508971               election   \n",
       "17                 lawyer               -8.508971                    war   \n",
       "18               daughter               -8.481572             government   \n",
       "19                   hill               -8.454904                 states   \n",
       "\n",
       "    coefficient for \"fake\"  \n",
       "0                -3.350543  \n",
       "1                -3.567130  \n",
       "2                -4.614886  \n",
       "3                -4.644156  \n",
       "4                -4.645905  \n",
       "5                -4.953623  \n",
       "6                -4.999916  \n",
       "7                -5.018373  \n",
       "8                -5.061632  \n",
       "9                -5.063402  \n",
       "10               -5.246610  \n",
       "11               -5.262696  \n",
       "12               -5.301268  \n",
       "13               -5.305773  \n",
       "14               -5.332075  \n",
       "15               -5.407878  \n",
       "16               -5.411635  \n",
       "17               -5.412891  \n",
       "18               -5.416667  \n",
       "19               -5.450003  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%store -r table2\n",
    "table2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>informative for \"real\"</th>\n",
       "      <th>coefficient for \"real\"</th>\n",
       "      <th>informative for \"fake\"</th>\n",
       "      <th>coefficient for \"fake\"</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000</td>\n",
       "      <td>-1.775681</td>\n",
       "      <td>october</td>\n",
       "      <td>1.464918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>breitbart</td>\n",
       "      <td>-1.543640</td>\n",
       "      <td>november</td>\n",
       "      <td>1.117678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>follow</td>\n",
       "      <td>-1.522940</td>\n",
       "      <td>0</td>\n",
       "      <td>1.035245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>twitter</td>\n",
       "      <td>-1.514925</td>\n",
       "      <td>share</td>\n",
       "      <td>1.005953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>com</td>\n",
       "      <td>-1.192881</td>\n",
       "      <td>hillary</td>\n",
       "      <td>0.998986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>sunday</td>\n",
       "      <td>-0.990900</td>\n",
       "      <td>major</td>\n",
       "      <td>0.976374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>games</td>\n",
       "      <td>-0.948990</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.896866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ms</td>\n",
       "      <td>-0.941412</td>\n",
       "      <td>image</td>\n",
       "      <td>0.799001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>breitbart news</td>\n",
       "      <td>-0.909656</td>\n",
       "      <td>started</td>\n",
       "      <td>0.796570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>votes</td>\n",
       "      <td>-0.798642</td>\n",
       "      <td>september</td>\n",
       "      <td>0.734943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017</td>\n",
       "      <td>-0.787171</td>\n",
       "      <td>comments</td>\n",
       "      <td>0.708314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>said</td>\n",
       "      <td>-0.777914</td>\n",
       "      <td>comment</td>\n",
       "      <td>0.705017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>president trump</td>\n",
       "      <td>-0.759855</td>\n",
       "      <td>actually</td>\n",
       "      <td>0.675323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>president</td>\n",
       "      <td>-0.740739</td>\n",
       "      <td>sent</td>\n",
       "      <td>0.631757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>night</td>\n",
       "      <td>-0.740306</td>\n",
       "      <td>emails</td>\n",
       "      <td>0.623655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>trumps</td>\n",
       "      <td>-0.729083</td>\n",
       "      <td>article</td>\n",
       "      <td>0.622279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>read</td>\n",
       "      <td>-0.694691</td>\n",
       "      <td>end</td>\n",
       "      <td>0.620367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>instead</td>\n",
       "      <td>-0.673463</td>\n",
       "      <td>victory</td>\n",
       "      <td>0.577383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>american</td>\n",
       "      <td>-0.647932</td>\n",
       "      <td>close</td>\n",
       "      <td>0.570337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>makes</td>\n",
       "      <td>-0.643167</td>\n",
       "      <td>local</td>\n",
       "      <td>0.559088</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   informative for \"real\"  coefficient for \"real\" informative for \"fake\"  \\\n",
       "0                     000               -1.775681                october   \n",
       "1               breitbart               -1.543640               november   \n",
       "2                  follow               -1.522940                      0   \n",
       "3                 twitter               -1.514925                  share   \n",
       "4                     com               -1.192881                hillary   \n",
       "5                  sunday               -0.990900                  major   \n",
       "6                   games               -0.948990                   2016   \n",
       "7                      ms               -0.941412                  image   \n",
       "8          breitbart news               -0.909656                started   \n",
       "9                   votes               -0.798642              september   \n",
       "10                   2017               -0.787171               comments   \n",
       "11                   said               -0.777914                comment   \n",
       "12        president trump               -0.759855               actually   \n",
       "13              president               -0.740739                   sent   \n",
       "14                  night               -0.740306                 emails   \n",
       "15                 trumps               -0.729083                article   \n",
       "16                   read               -0.694691                    end   \n",
       "17                instead               -0.673463                victory   \n",
       "18               american               -0.647932                  close   \n",
       "19                  makes               -0.643167                  local   \n",
       "\n",
       "    coefficient for \"fake\"  \n",
       "0                 1.464918  \n",
       "1                 1.117678  \n",
       "2                 1.035245  \n",
       "3                 1.005953  \n",
       "4                 0.998986  \n",
       "5                 0.976374  \n",
       "6                 0.896866  \n",
       "7                 0.799001  \n",
       "8                 0.796570  \n",
       "9                 0.734943  \n",
       "10                0.708314  \n",
       "11                0.705017  \n",
       "12                0.675323  \n",
       "13                0.631757  \n",
       "14                0.623655  \n",
       "15                0.622279  \n",
       "16                0.620367  \n",
       "17                0.577383  \n",
       "18                0.570337  \n",
       "19                0.559088  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%store -r table1\n",
    "table1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3YY9p8l+ey97AB+dL5UfrTx/AGMgcxBzMGEIXSgqDw76Hf4gYo/RHXooqjk6McY1Vi2ONm48fSriYmJ8UlmyVIpfKlLq0d2xfd9qZ/XnpcQc8M0wPSqCxcSqzM+t4dmKO82G1XI7cH3kT+Z1HqgsOHA065lxoXKRULFBCKpkvHS1rL684nnbC86RehXAltnK2aqT6dk1bbeOp2tNlZ46cPXgusS7svEe99QWNBolGxsbVi28uPbzcgcarqmtFTXnN2S3ZrYfbCq6XtlffqOso7tzfFda9u8eiV+umUp/ULYl+idtSdxQHNO+aDtres7pv+GDnkNxD0Udcj2mfQE8Whl+PDD/tG7327NTzI2PR4/YTSi9YXiy+fDJ5ZargVcS09WuZGbqZz28evG18lzsb8t70g+iHXx8ff6r9TPlLYw4zd/tL5rzxAm6h8+vur3OLMYu/lo59k/828f3kMmXF+Yfjqv/PnF+dW/4Xgi7CzggDchnjiiVhW3EUvBIBQ7hNzCd5UxlSy9EI0XLTMdLTMrAz8jEpMFuwUFhPsj3igDg1uHy5C3i6eT/xcwroCgYJFQi3iLwUA+ICElqSrtso2/dLFUqflWmVHZAbk/+k8FOJSplLRVxVRc1A3WrHrp3WGhaaxlpa2vI6ArrUul/1num3GZQaxhnZG8uakEwmTBvN0swdLKQscZavrDqtT+5KsfGw1bUTssfYv3bodaxwSnJ2clFwpXF969a1u2RPmLuhB7fHHLnPs9QrwFvFB+cz7FvrF+WvF8AUMB14NSgj2ClEImQ19HZYdrhxBCaii5IUqRz5Jaou2iuGK+ZRbFacdtxSfH0COZEt8UHSoWTd5J8p11Pj96rtXdnXnpayXycdSe89sDdDLWPh4IVD/pkimdNZNdneORI5c4dbcw/k2eTz53860oauIatjbMdeFNYU+RVLFL8vqSsNKBMve1t+7nj2ibCTNhWKlSyVC1VD1XU1+2rtTomeWjp980z+Wd9zDnW7zpvXG17QalBulLzIfYl0aenyiyu9V09dO9AU1hzXktta29Z+/Un75w5Cp1CXZrdLT2zv0ZsX+wZvfbjNccd0IBU9webvKzyIG+p9xPI45MmdEcmnuaNLz33GPk7kvFSZ/Pyq+XXJm2Pvrr7/+SljznIhdOnrD451/2/+RrdecMoAFPQCYL8EgO0+ALJvASC2iuaZJACsaQCwUwPwlBGAjyUAqMroz/kBoTUOzTrpARuaGUsARTTXNAcuaIYZBw6BYnAGtIIBMAHmICyaMcqgeaIbFAnlQLVQBzQKLcC0sCRsBHvD++AK+AY8Dq8iPIgm4oHsR84gd5E5DAtmJ5q7ZWOuYMaxOKwcdjc2E9uEncGx4Axwsbg63ASeEW+ET8E34f8iSBJ8CNWESSIf0YNYTZwhSZBCSS1UBCoXqgZqhNqV+ioNHU0wzV3a7bR5tF/pXOlu0svQlzMQGRIYvjAGML5m8mSaZvZj/sQSi2YsBWxCbE3s5uzTHEmcnJw9XKHcfNzDPAW8DnwCfAv8gwJ1grlC0cIeIpqivGKQ2Iz4gMRFyeJtKdt90CioKMMti5VdkgcK1IqcShLKO1QsVclqseqHd5za2akxprmsTaMjqKup566fadBqOG8sZxJr2m1Ob0G2vGaN7NK2Sba9brfisMNxr9NtF1bXQLdbeyTdi8hUnge9IZ9k32X/mICFoIjgT6EBYTMRZMpElEv001jveO6E4aS8FNO9yL4b+2MOSGe8OXQiyyGH7vBAXuWRpKPkwl3FVqUe5Tknhis1qgdOxZxlqEuof9Nod+nW1Z1Nra07r/d3uHQt9q70yw6IDc49OPvIf9hkNHHcaYpzJmG249OpL4wL35fCv6evGP14+JPhl9Qa60b8gNDbBh5QAybADUSBHNAAZqj3A0EiyAEnQCPoASPgAwRB7KjvjSAPKAEqhC5Cg9AsjIdFYAPU8+nwKfgW/A7N7GUQOyQBqURz+L8w7BhdTAimBNOHmcfyY62wqdiL2FdoLm6G24drxs3hJfBe+Ar8OIGL4Eo4QXhJFCYGEC8Sl0l6pFzSJJUyVS7VOzQ/rqKBaLxobtPK0JbQYegi6Kboben7GTQYmhkVGC8zKTA1M2sw97PYskyzRrOR2KrZNdifc8RzcqP+DuJm577Dk8qrxrvM18GfKeAiKCtELfRJeEjkimipWJp4iISLpMk2te2SUrzSjDIEWSD7U55KgVtRWklP2UUlSjVPrV797o6PGvSaylpu2nE6pboderMGHIZWRtnGg6YMZm7m5yyWrcytj+4atmW3c7WvdHjjJO2c4DLgxrc7Yc9zDx1ygxe/9zFfol+K/5dAz6BHIVqhdeGMEfGUl1EG0XWxTHH1CYaJr5KTU9n3Xkwz3D96wC9j/lBiFpx98DBVblW+5ZG1o1cLg4slSt6XNR6PP2lYyV71qebWqZoz2efyzhddqG68fKnvysS17y1sbartuzsOdDX0jPXR9BveOXh3+L7c0MnH3MP1o9Zj8ETvZNlrtXeKH+59Xv3S81VjKeV74UrOasgvjS3/YwEVYEb3vjTQBFbAC8SDPHAadICnYB6ihSQhY8gXOoDu95vQaxgLi8OmcDhcDHeiHmdCtJAQ5DhyD1nDKGD8MZWYZ1hm7C5sPvYxjg23G1eL+4xXw2fgnxBECHGEQaIQMZE4TJInHSMtU5GpBql3UDfQiNBU0QrQnqaTpbtBb0k/zZDEyMvYyxTATM/cwkJmpWJtZvNmZ2bv50jmVOFc4mrlTuUx5mXlfct3g79YIErQQWinsIgImyitGEEcJ4GTJG2j384hJSKtIGMg6yR3QL5bEVEyVS5WmVXTU6/eideI1JzWdtV5omepf8dQz6jTRN20xVzVot1K3/qFTZqdhP1jx2RnUZf7bpQ9zO5Xybaei94nfS38MQG9QTkhu8NUIzgi4ai5mFdxWQnyiZPJR1Mt9tGnjadfySg8tC8rNicm1z0fe6T+qFMhoehGSXyZxnHSiamKnqoLNTWnqs8cPCdRd7c+tIGxsfnS7iuYq/VN9i2g9fx15xvEjutdYT0ivX19nrd+3S4ZkLvbf8/5/ruhqIerj1Of/BpJevrtWdjzN+NuEw9fGkzWv4KnTV/nzQy9pXqnPxv5vvJD98cXn758XpsDc7++fJp/sXD9a/Fi4JL80sq3q9/9ljmXu1fcV37+KF8VWq3/qfTzxi/5X6fW2Ndy1v0f6asgv3F8QNS6AGBfrK0tiAKALwDg55G1tR/Va2s/a9BkYxyAruDN/302zhp6AI7Pr6MByeG9//7/5X8A1zbDtcoc/SMAAAGdaVRYdFhNTDpjb20uYWRvYmUueG1wAAAAAAA8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIiB4OnhtcHRrPSJYTVAgQ29yZSA1LjQuMCI+CiAgIDxyZGY6UkRGIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+CiAgICAgIDxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSIiCiAgICAgICAgICAgIHhtbG5zOmV4aWY9Imh0dHA6Ly9ucy5hZG9iZS5jb20vZXhpZi8xLjAvIj4KICAgICAgICAgPGV4aWY6UGl4ZWxYRGltZW5zaW9uPjQxOTwvZXhpZjpQaXhlbFhEaW1lbnNpb24+CiAgICAgICAgIDxleGlmOlBpeGVsWURpbWVuc2lvbj4yODI8L2V4aWY6UGl4ZWxZRGltZW5zaW9uPgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4KUPBWPQAAQABJREFUeAHtnQncTNX/x79IUQkVSkSyZEsKkT1kCVkKLZYUKqVdK8mfkkKhiPgpRDuyZyuJZM9WKnsbaZNEuf/v51x33GfM8zwzz8yd9XNer5m5y7lneZ8753u+Z/mebIcPH7YkCHfaaacF4YteSIAESIAESCB0AtlDf4RPkAAJkAAJkEBkCVAYRZYnQyMBEiABEsgCAQqjLEDjIyRAAiRAApElQGEUWZ4MjQRIgARIIAsEKIyyAI2PkAAJkAAJRJYAhVFkeTI0EiABEiCBLBCgMMoCND5CAiRAAiQQWQIURpHlydBIgARIgASyQIDCKAvQwn1k8uTJcs0114QbTFI9f+aZZ8p3330X9Tzt2LFDsmXLJv/++2/U4/YiwvLly8uSJUtCDjqe38ldu3YJ3o///vsv5Hzdcccd8n//938hP5foDzzzzDNy++23J1Y2YIEhmI+VpK5YsWJWrly5rDPOOMMqVKiQ1blzZ+vPP/9MqtwuW7bMql+/vqV/aOuss86ymjdvbm3atClmeaxbt641duzYqMX/1VdfWddff711zjnnmPxXrFjRGjJkiKUCyNq+fTsskFhHjx6NWnrSiwjp2LZtW3q3I3bdyzzj//PEE09ELK2hBPS///3PqlmzZiiPpOs3FeqFdDMfoxvUjLQG+PDDD+XgwYOybt06Wbt2rTz77LOJ1aI4ntpArfvly5cbLey6666T77//XrQikkqVKon+aT3RRAKlIZYwv/32W7nyyiulaNGi8uWXX8rvv/8u77zzjqxatUq00RHRpMUy77GMO6IQ4yiwaNULWdH44ghT5JISjFYEP8nq0AL66KOPfNl7+OGHrWbNmvnOkfcHH3zQ0srMKliwoNWjRw/r0KFDvvvTpk2ztHK38uTJY5UoUcKaM2eOuffbb79ZXbt2tc477zyrcOHCprWoFYa5527BITyE73YtW7Y0LXdc27t3r9WmTRvr3HPPtYoXL2699NJLPq9PPfWU1bZtW+vmm2828QfSNmrVqmXdeeedvmecgyZNmlgdO3Y0p4sXL7YuuOACa+DAgUZ7AJNJkyY5Xo3mnB4D59lBgwYZzfKWW26xDhw4YF177bUmzfny5TPHu3fvNuE9/vjjVvbs2S21dWi00Z49e5rr+kb7tAK0ru+66y5TDtDmqlWrZn3zzTe+9MybN88qXbq00XKQtzp16qSraYGNuzx9gRw/cLSECRMmmDKG9jRgwACft88//9yqXr26lTdvXlOWSO8///zju490jxw50ipZsqQpH9zo1auXVaRIEVMml19+ufXJJ5/4/OMdAGe8K8gb7ms3lFW7dm2joZ1++umGy9SpU80zWiGa9wvx16hRw1q/fr0vLJQTuEPTO/XUU412536fkfYrrrjCpAPv7v3332+exbuMdKM3AJ/PPvvMcr+T8LRx40arYcOGVv78+c17jzQH4zLSjKChV6lSxZQbfnHuOO2iNQzApEGDBqb8UXZwThk52ivSetFFFxl++E/gXd28ebN5p/BuIU/gBeefnvT+r8az68vNEZdDrReee+45876cf/755t30f7+1+9Bq2rSphfJG/ZNRPbNv3z7zH0KeUB74T6sAM6lF+aN+ATf8JxYsWGCuo25w+OHC9OnTrXLlyhku6JkAL8chr88//7x5j9Bz0q5dO+vvv/92bkftVyiMTggjVJgVKlQwlYlTAvfee6/VokUL65dffrH++OMP08X16KOPmtv4s6Pw5s+fb16OPXv2WFu2bDH3VBOxunfvbqnGZf30009W1apVrdGjR5t77j/+xx9/bCquY8eOmXuoyNFtCCGEFw6V1dNPP20qQG3lmz/h3LlzjV+8cKeccor1wQcfGL9uIQkPf/31l6n4Fy1aZPy7v8aPH2/+LLgGgZIjRw5TWeF90DEH8yfZunWreSQjBs6zvXv3Nn8opGH//v3Wu+++a+IHM3SRgYfjAnXT+f9Z8acDX1RAN910k9W+fXvzOP6YEPzvvfeeuffiiy8aBoEEMR5A1yvymp5zKjrtXzeNDNWOTcXu/FlVg7JUuzRxwe8ll1xiDRs2zBcc0o1KG++Hw3/ixImGAdL+wgsvmDQ4f+7BgwebdwxsUeaID7zg3Axwvnr1aqtAgQLWihUrTJciBCYqDpQRHI7REIIwc+LGNadxBSH6xhtvGL/oekY+4Jw8O5U7rrnfSZQZGlFIO9KNc6QBbunSpb6K3lzw+/Kv/J3b4IOGCdKDeN98801z7uQdaUWDB4IecaCMncrUnV78n3DPeTdV2zeCE/G48+DE605PRv9Xx7/z6+YYar2ABineOwh0/AfRQHOXLdKEeuPTTz81/1swzug/hvoGjdYjR46YDxo3eHfAAI0e1BVw4OQ02lA3OPzQTQ2hh3oKYUBQXnzxxb5GFfKK+gnhoJzwjo8aNcpBEbVfCiMtCLSk0LLAC3P11Vdbv/76qykAFDgK0SlgXEQrEq0xOAib++67zxy7v3788UdToTkVBO7hz1evXj3jzf2nQRxoqUIowY0ZM8aM7+AYFQDuuZ0OTFpdunQxl/DCoUWdnsOfCHlyBKTbH/4wEGRwjkDBH91xN9xwg9W/f3/z0mfEAM/mzJkzw5aUdn2aiscJOxhhdNtttznerVmzZlllypQx56+//rrRVJyb4Ic/ZHrCCHl0tFXnGfcv/sBg5GhuuIc/5pQpU9zefMcQRK1atfKd49mFCxf6zgMdoBKG0IFD6xWt80AOYbnHjNB6fvLJJ9N4xfNoLMChEhk3blya++5KFO9G3759LQhwt3PynJ4wwrt62WWXuR8J+thd+bsfghACV7eDAMJ/YefOnaYxhIrbcahIncrUnV68o9AQ0Nhx/7/wnPt/5YTjTk96/1fHr/sXHLNaL9x6662W02BFmChTd9kiTU6vBO5nVs/06dPHQm+J+91wwkVjBY0PCBm3cwsj/I/xf3YcGrnQpvDfhUNe0YByHLRACL9oO44Z6VuilYMZP8AsJG1tiLbW9KqI/olFX3jRrg7RCsV8tHvLXMd9rcBEWxg4TOP0zyX6RxdV0X3PaeHKzz//nMYfTjCTq0OHDqKVn7mnFYHon9AcIxyM8zhx4xezZFTTMvfxpcLKd+x/oNqFaLeF/PDDD/63zDXt+vNdh1/98/nO9QU1cWfGAA/oH0JUm/M9C2bIL8LQFqBoN5pot2VIs6G0Ze4LT4WhGdPDBfBw5xn8VBj5/PofaLdbwPz7+0svvq+//lp0wofgPvKi3Yy+98MJw50eXNPJEVK2bFnRStOUHcapnHcqvXfGCcv9i/JHWO7yx/Ng4Dj/uJ3r+FVBJUi/tnRFBYHMnDnTfTvd41DSmG4gfjeQZrwPbodzbY2b/Jx99tmCcnZcevnCO/rWW2+J9jKY/5d2B5v/rPNcRr+h5iur9YL/OxooL+5rmf3HVDiIdgObsV/t3hXtmjPZxDXtGZB+/fqJdsOaesT9bjgs/NmjTkD8YO+49N5/5340fimMXJS1xS6qdchDDz1krqKyzp07t+jMM1OZokJFxaKtM3MfBYoBcn+H69j/CRUQnsFHuzpMOP5+cX7jjTeKtvQElY92JYiOAxlvCEf7xn1hIBwMus+ePdsXDCrj9Bz+uDrOYAbs/f28/fbbon3zvsuqDYq2TH3nmE6rrSfJjAEe8E8DKlDtGjB5Qb61W8GEqy0t8+vv31wM8gsCXrtDfb4Rpvvcd+P4gXahiXbp+V8O+lzHpExlrq1SU4ZoDDj5cAJx50e7mES7QQR8wRRlBqHkPJPeO+OE5f6FX52Zlqb8IejxvjjOHbdzzfktVaqUaeSgEfTII4+IdpeaMs7oGTwbShqduDL7xbuE99vt8I7pWKURKto9bRp+zn0IjvRc48aNRbUB08iAoO3WrZvx6lW+Qq0X/N/RQHlxpzWz/5h2S5pGCZY+YFLF0KFDRbVxk2ftwhbt7jNsESbK2d/5s8e7iDSBfTw5CiO/0tBuN/OiY2YdWhB40XXg16fVoDWhA+jmKe1KEu0aMC+GqtqmpQHNCi8j1hFpH7ipwHAPQku74vxis08rV65stAusC8AfDS1hOB24N61xVG7ar2w0C+2Hli+++MJ+MIhvtKK0a0uGDx9uBBkqSO36EcyyU1U+TQg4V3VfUKGiFa2qfaYM0gRw/AQCE0Ic+UAlo2Neabxpf3qWZ/KhJYxZcWi1YgbZyy+/LNotmiZ89wni1q5VQevS8afdrqL9+KaSd/sNdIy8QCPSblzTAte+9EDefNfgX7sGTXkifdpFYt4BxwPKWLtdBMINlcKGDRtE++nNbX8uePegAaCBAr9oLGiXZdCzAHVg32jxeI+dd0rHBk3acC29dV3QBMEKrW4dwzHxIQ3BOswO03Et3wfvlE4iMVoaNH9wgXaj43JG64SGpBMaTAsffvFuotIN5NArMGPGDMMCDT6UC/IEB35omCCMQC69/2sgv/7XQqkXdAKAqRe0e9wIWLwDGbnM6hn8F/HO4h3Au4j84oMGn44HmzJCzwT+cw4Ld3xID94bCDD02KCxCHZXXXWV21vMjymM/IoAXU6dOnXyLZSDIIA6rP3b5kVASxsvARyEBYQRhBVav2hBOa0/7SM3fwqdwSLoAkOrNFB3mRM9Wrs6E0bQ0nEcXiz8KSEYoSGhBYXKDNpZsE5n3hjh+f777xshiT8+pq+jNYWWs+OgpiOdaEWhmxCVIFqdcBkxcJ53/+KPC+GJ9IIbujbdTgdrjSaI+HTmmftWpscIE1OzdcKEoAsOFRoqMvy5Ajl0o6Jy27Fjh2BBKMoJmieeQYszM6eD+IIKFH4hHHQiRYaPoDGhs6REx3ZMtxQqCWgajnvggQcElQMaK6hYUEGCFRy6W3Q8wQgOaFZIo46Fyd13323KBu+hTmIwfoP50okuJs+osMFcZ+iZ7lR0h0HjwvR+CCkdm0wTHPIKzQPvHt4LvCc6vmD8oKGC8DJyaAChYnQ+Og5rygqVKipClJtO5DANHpQnHBbdopxwD40lcA5UpmjYIQy8p+jaQwPvlVdeMWEgHpQx0uyEa24c/8ro/+r2F+g4lHoB5Y/3Wtf2mboDvRNwgfLjxJXRfwwNF9Q74I6wdKap1KtXzwghHZsyeUWeoQFDc/d3Ot4qaJjcc889xi/KFR+dgenvNabn2TAzJ5gUZAQymOfpJ34JYKwMmkJG3V3xmnpUThgzQmWGPz9dchCAMEJjyF+rTsTcQUPSWbpGeEBrpgtMgJpRYC68GscE0E2KsRh0ITljONDA6BKXALqe0ZWNxgU0Ol0XIzprMWEzpMstTM8IusUxjqPLQ0z3bcJmKAoJj1thpAtGzQwRtCgCOfSfQhVG18Wll14qa9asCeSN15KQALpz0P2Grhh0N2D8CF1CdIlLAGNU6HpCVxT+1xibw1hqorpXX33VjM3hPUV3e2ZjjYmaz0imO2676TADCy8mxm8waO/vMKNsxIgRZmYZBlfRJx7KIKt/eDwnARIgARKIHYG41YywNgUDlOk5qPEQVJjOiC4adNtkNEEgvXB4nQRIgARIIPYEEnY0DVOs3bOUMIiNa5hW7e/UqoHgA4ep184sMX9/PM8agW0bssvho9kkV86g5sJkLRI+RQIkEBMC5x/dLmfJftmu3eJYoOuVS1hhhDEjf+deSOa+p2ZABB84TJeFxWa69AmMHyYy44H07/vfyaYXsHxuWuDlHf7eeU4CJBDvBJz6FYvqX9AK4fsfpMonizxNddx202WWa2hC7pXNmJaMtQd04ROAIDphKCTz8CCIWg7N3B99kAAJJACB3XtELrpCZPwEO7EP3S8ydLDnCU9YzUgNB4qa7jf2mDBxAYsZA3XReU4wziIIVasJlHwIIqPpnKx8BvLOayRAAslAANrQ8JdF7rvHzs0fkd3vKzNEcSuMYJEAizFh3w1aEBa/wZQFHLYShnkRzKjD1G6sKIclBDq7e80RJlnlQU0nq+T4HAkkKIGvt4mUqaWJhzHngiJffSpSulRUMxO3wsixYp0eDYwPwS5ZqrhgNR5HEE2jVpMqrwbzSQLhE1i7TsNQQfTiCJFePWH9OPwwQwwhYceMQsxnwnsPdhyHWk3CFzUzQALRIbB+g8irr9lxtb8Be+aI3Ht3TAQREhG3mlF0SiM+YwmkBVHjic+yYqpIIOEIwKr5I0+oFvSCnfROt4jkziVq0iSmWaFmFFP8gSMPpAVR4wnMildJgARCILDsM5gPtwVRHbWmjw0/IYjiwFEzioNCCJQECB+O+wQiw2skQAJZIoAp27Vq2o++/4FI6/gyREvNKEulyodIgARIIEEIbNlqJ7RoEZEpb4naTos7QYQEUhjFyfuEcaJWOoEFH4wP0ZEACZBAWAR0+wppqRMTypUVWXjcekKHdqKLMsMK1quHKYy8IhtiuO5xIo4PhQiP3kmABNISeOc9UUvTIh++K3L7naJbxKa9H4dnHDOKo0LhOFEcFQaTQgKJSuDatiKz37dTv1y3lK9+ZULkhMIoIYqJiSQBEiCBDAi4DZs2qCNStrTIM0+LnHpqBg/F1y1208VXeTA1JEACJBAagZ27RM6rKDJ2vP3cA/eqpe1nE0oQIeEURqEVO32TAAmQQHwQOHbM3t6heDFdL7RJ5PDh+EhXFlPBbrosguNjJEACJBAzAlu/0q64yzX6Q/q5UOSbRSIXXxyz5EQiYmpGkaDIMEiABEggmgQ2fKmxqSB6eZTIsR0JL4iAjpoRKNCRAAmQQLwTWL1G5IvVuodON5F214s0/MWevh3v6Q4yfdSMggTllTdnsSsXunpFmOGSQIIT+OcfkXt0++UqV4jc2V3k7+NjQ1hHlESOwijGheksduVC1xgXBKMngXgk8MmnIrnUkOlINdFy9bX2Ng9xYtg00rjYTRdpokGG52wTwa0hggRGbySQagRg2LRubTvX02aIXNciqQlQM4pR8VIjihF4RksC8U5go07ThoNh06lvi/z+e9ILImSXwggUouSc8SHHGKpj/qfr/VFKAKMhARKIXwIHDog00W0dKlYQWbTYTid2YD3rrPhNcwRTRmEUQZiZBeVoQ/DHMaLMaPE+CaQQAWhA55wjMm+6zpa7JyEMm0a6dDhmFGmiAcLj+FAAKLxEAiRgE4A2BCEE9/lKkWpV7eMU+6YwikKBOxoRtaEowGYUJJAIBNyGTZs0EKlcUaR/X5GcORMh9Z6kkcLIE6wnB+qMD518h1dIgARSisD27SKXNBYZ3lukx+0i92m3HB0nMPAdIAESIIGoEIBh08FDREqUEDmyTT9HohJtokRCzShRSorpJAESSFwCm7eIlC93PP1q0PTb+bZQStwcRTzlnE0XcaQMkARIgAT8CGzabF8YNUYNm6pWBO2ILg0BakZpcPCEBEiABCJE4ItVathUP3fdIXKDbgWOdUT580co8OQLhppR8pUpc0QCJBBLAjBkemcve4p2zztPGDalIMqwVCiMMsTDmyRAAiQQAoEln4icnltk9AiRxteJ/PKLSJIaNg2BSlBe2U0XFCZ6IgESIIFMCMCwaf26tqcPZ4k0b5bJA7ztJkDNyE2DxyRAAiQQKoEvN9pPwLDpO++J/PEHBVGoDNU/hVEWoPEREiABEjBdcA1biFxaUWThIhvI9W1E8uQhnCwQYDddFqDxERIggRQn8OZUkZtvtCH0vFfkqqtSHEj42acwCp8hQyABEkglAtCGFs60c4yp29gOnC5sAuymCxshAyABEkh6AjBs6hg3bX6NyBNPiRw9SkEUwYKPa2E0d+5cKVOmjJQsWVIGDRp0UrZ37dol9evXl8qVK8ull14qs2fPPskPL5AACZBAWAS+/VZH14uLvPqaHQwMmw7oJ3IKO5ZsIJH5jlth9N9//0nPnj1lzpw5snnzZpkyZYr5dWd7wIAB0q5dO1m7dq1MnTpV7rrrLvdtHpMACZBA1gloHSTPDBZtDWsYu1QzUkOndJ4RiFvRvnLlSqMRlThuw6lDhw4yffp0KVfOMTYoki1bNp1FqdMo1f2u+8QXLlzYM1AMmARIIIUIbNxkb/+NLOcvK7JGe12KF08hANHPatxqRnv37pWiRYv6iBQpUkRwze369esnkyZNEtxr1qyZjBihq54DuDFjxkiVKlXMZ9++fQF88BIJkAAJuAhs/co+GTNOrSioYKIgcsHx5jBuhZHlDBa68g1NyO3QddelSxfZs2ePGS/q2LGjHMOeIX6ue/fusmrVKvMpUKCA312ekgAJkIASwJbfI0fZKLBe6LffRLp1RRcM8USBQNwKI2g7u3fv9iGAwPHvhhs3bpwZM4KnGjVqyOHDh2X//v2+Z3hAAiRAApkSOPS3SPe7RapfKXKPjjvD0Clc3rz2L7+jQiBuhVHVqlVl27Ztsl236D2iOyJigkLLli3TQLnwwgtl4cKF5tqWLVuMMKLmkwYRT0iABDIiAMsJZ5wuMvZlkWaqDWGbBxo2zYiYZ/fidgLDKTptcuTIkdK4cWPBzLquXbtK+fLlpW/fvmbsB4JpyJAh0q1bNxk2bJiZzDBhwgTz6xktBkwCJJA8BGDYtGEDOz+z54o0bZw8eUvAnGTTri1dzZW5O+200zL3lAA+MJEB40deu/HDRGY8YMeCaRcX6GdaUKS9ThnDJ4EUJ7BuvchllWwI732gWz00EjnzzBSHknn2va4747abLnM08e0DgsiZ+wdB1HJofKeXqSOBpCeAmbR1m4pUvuyEYdO2rSmI4qTg47abLk74hJUMakNh4ePDJBAZApiZO3GySOeOdnj3PSRSq2ZkwmYoESNAYRQxlAyIBEggLglcfa3Ikjl20tauO9FFF5eJTd1EsZsudcueOSeB5CUAbchZq9imuUjf/rZhU2esKHlznrA5ozBK2KJjwkmABAIS+OYbNWyqneSjXrVvY+3Q031o2DQgrPi5SGEUP2XBlJAACYRDAIZNB6h1/1KlNJQfVCDlCCc0PhtlAhwzijJwRkcCJOABgS832tt/I+jzdRvwFbNELizqQUQM0isC1IwiTBbri1qpKStnWneEg2dwJEACgQigaw5u/AT98+k6IgoigyORvqgZRbi0nPVFmNbNtUURhsvgSMBNYPkKkZW6gP3eu0Vat8I+MiJnneX2weMEIkBh5EFhQRDR2oIHYBkkCYDAX4dE7r5fZMIYm0f32217chRECf1+sJsuoYuPiSeBFCPw0QK1mHCGLYhatRf59VcaNk2SV4CaUZIUJLNBAklPYJduKXNNIzub8+afOE76jKdGBqkZpUY5M5ckkLgEVq+x045JCR9MEzn4FwVR4pZmuimnMEoXDW+QAAnElMDPP4tcpZpQlStEFiy0k9LqOnv/oZgmjJF7QYDCyAuqDJMESCDrBGDG53+vixQqJLJcx4ge6C1Sp3bWw+OTCUEgKmNG2Kl1165dUrJkyYSAwkSSAAnEkAC2eVg6z07A+g0nFrPGMEmM2nsCnmtGs2bNkooVK0qjRvbA47p166R1a91DhI4ESIAEHALHjp0wbHpDS5H+A0X+/ZeCyOGTAr+eCyNsE/75559Lvnz5DM7LLrtMvnFWS6cAYGaRBEggEwJffS2So6DIy6NtjzBs2udxvUbbcpmQS6rbngujnDlz+gSRQy5bNrWXQ0cCJJDaBKD5PPV/IpeUUQ6/iJx2WmrzSPHcez5mVLZsWXn77bflmKrh27dvl5deekmqV6+e4tiZfRJIcQIYC3L2FipVRWSRTtkuAtsldKlKwHPNaOTIkbJ69WrJnj27tGnTRnLlymUEUqoCZ75JgASUgDZMjZvwhshXKymI+FKI55rRvHnz5LnnnjMfh/f7779vBJNzzl8SIIEUILDsM5EvVovcd4+attf1Qn/8IZInTwpknFkMhoDnmtGAAQNOSsfAgTpTho4ESCA1CBw8KNL5dpFaNUXu7yXyzz92vimIUqP8g8ylZ5oRNKK5c+fK3r175YEHHvAl5w9tDaHLjo4ESCAFCMCGXJPGdkbb3Kj7DY3iRIUUKPasZNEzYVSwYEGpUKGCGSMqX768L215tDU0aJBuDZxEDhvqYR8juL364TCsQcGvVCcAw6aOIII5nwZXpzoR5j8DAp4Jo8qVKws+N998sxFIGaQh4W+5N9SDIOKmeglfpMxAOAS+0A3vquoMORg2nf6hSMMGIqfnDidEPpsCBDwTRg47dNM98cQTsnnzZjl8+LBzWb7+Whe6JZGDEOKGeklUoMxK6AR++FFbYh1EVn0sgn2HIIRaNg89HD6RkgQ8H7zp0qWL3HrrrWKp8cM5c+ZIu3btpEMHfWHpSIAEkoMADJuOHS9S+HxbEPVW6wl16yRH3piLqBHwXBgdOnRIGje2BzAvvvhiwey6xYsXRy2DjIgESMBjAjUainS/zY7ky40iz+lsWbW8QkcCoRDwXBidpiY+oBVBEI0ePVo+/PBD+Rn7lCSBw8SFVmrZCJMW6EggpQi4DZt2ukFk4HO2YdMKJyYrpRQPZjZsAp6PGQ0bNkwO6jqD4cOHm7Gj33//XcaPV5U+CZx74gInLSRBgTILwRHYslWknG54N/x5ERg1veuO4J6jLxLIgIDnwujKK6800WNK98SJE83xnj17MkhSfN5yT992UuhM4+bEBYcIf5OaAAybPq1dcAP62dk84/Skzi4zF10CnnbTffHFFzJt2jTZv3+/ydWmTZukU6dOCWko1dGC3MXDadxuGjxOagJr1tnjQAP6iZStLrJHm2JduyR1lpm56BLwTDN67LHH5L333pNKlSqZSQvYUA8Wux955BEzdhTdbEYmNk7fjgxHhpKABHbttBM98U2Rm3U2LLeBScBCjO8keyaMpk+fLuvXr5fcuXPLgQMHpHDhwua8TBnsXRKcgzmhe++9V/777z+5/fbb5dFHHz3pQWxP0a9fP/1vZDOC78039c9CRwIkED6Bj5eKrF4j8sC9tmHTP/8UOfPM8MNlCCQQgIBnwghbRUAQwZ199tlyySWXSCiCCAKoZ8+e8tFHH0mRIkWkatWq0rJlSylXrpwvG9u2bZNnn31Wli1bJvnz50+aWXq+DPKABGJBAEKnhxo0nTLBjr2nTlDAxncURLEojZSJ0zNh9N133/m2icDU7h07dvjOQRfbSGTkVq5cKSVLlpQSJUoYb1goC23LLYzGjh1rBBYEERzs4dGRAAmEQWDmbJEW19oBtO8oMmYkDZuGgZOPBk/AM2GE8SK3u/vuu92nmR7DjFDRomrb6riDdvT55587p+bXMSlUs2ZN05WH7romTZqk8YOTMWPGmA+O9+3bhx86EiABfwI7d50QRIuWiNSv6++D5yTgGQHPhFGDBg3CSjS0KX+HcSG3+1enmqKrbsmSJYLp4rVr15aNGzdKvnz53N6ke/fu5oOLVaqoAUc6EiCBEwQ+XylyZTWRYheKQDO6ur5I7lwn7vOIBKJAwNOp3eGkH5rQ7t27fUFA2GAShNvBz3XXXaeWR3LKRRddZMakIJzoSIAEgiDw/Q8ilWuLVNe1gNjiAe7aphRENgl+R5lA3AojTFiAYNm+fbscOXJEpk6daiYwuPm0atXKZ+cOa5nQbeeMMbn98ZgESMBFAL0Oo8fqxlvauFv3qcijT9KwqQsPD2NDwLNuOv/s/KNbDcNOXbDulFNOkZEjRxojq5hZ17VrV8EmfX379jVdbZhZBwOs8+fPN5MacuTIIc8//7ycc845wUZBfySQmgSqaTcctnmA27hJpPyJGar2RX6TQPQJZNM9hk4enAmQjlAEiftxzIq77bbbBDbpdu3aZdYavfbaazJixAi3t6gdY8xo1apVIccHg6hwNP1jc+B3ghGAYVOMueIDrUj/j/Kwbk+cPW47RxIMcPInN6t1Z7BkPH8Te/XqJTNnzvRpLLDIkChbSDhWuWmZO9jXif7iksCmzSLacyAjXrGTd0c3kUceoiCKy8JK3UR5LoyOaYusWLFiaQijSy0RnNseHUwB0TJ3IpQa0+gjcPSoPR7kbOtwVh7fLR6QQLwR8HzMCGuF0FWHadkY+0H3XOnSpeONQ7rpgRBi11y6eHgjXgmsWi1S9fgyhstqicx6296JNV7Ty3SlPAHPNaNRo0bJ0KFDzXhRoUKFZMWKFYJrdCRAAh4SwLRtuDeniqxdSkFk0+B3HBPwXDPCrDhMy6YjARLwmMBinSEHjQgTE1o2Fzn4lwj3HPIYOoOPFAHPNSOsF2rWrJm8/vrr8icMMNKRAAlElsAff4i0UztyV9cT6f2giC6jMI6CyObA74Qg4Lkw+vbbb+XJJ5+U1atXS8WKFQULVakpJcS7wUQmAoEPZ4nkzSvyziTdZ+hWEQimENbzJUIWmcbUIOC5MALGq666SoYPHy5r1qyRs846S26++ea4o+uexo2p3JzOHXdFxAT5E4BhU3THwS35RGTSeJE8nDFnA+F3ohHwXBgdPHhQJk+eLC1atJBq1apJgQIF5LPPPos7Tu5p3E7iOJ3bIcHfuCEAUz6fLbeTA8Oms+aIHPpbzfmojTk6EkhgAp5PYKhQoYIRRL179zZWteOZFadxx3PpMG2y93uRRm1FtqwQ+WiBSMMGIs2aEAwJJAUBz4URNtnLTpMjSfGyMBMxIgBtaNSrIj3vtBPwZD+RenVjlBhGSwLeEPBMGD344IMyZMgQadu2rVnw6p/8zHZ69ffPcxJIWQKX17Gta0tOkc0bRMpekrIomPHkJeCZMGrfvr2hFuoOr8mLmjkjgRAIqLUSY9QUvQp3dBb5s43IA/fSnlwICOk1sQh4JowwWQFuy5Yt4i+QsDVEuDvBJhZmppYEQiCAbR0qVhB5US3b33u3SI/bQ3iYXkkgMQl4Pptu/Hidburnxo0b53eFpyRAAgLDpr0ftwURcOTPRygkkDIEPNOM3nrrLbO4FTu1tmmjXQzHHaww5MvHP5nDg78kYAh8sUqkWlUbBja/mz5F5LxChEMCKUPAM2GEbjrsurpnzx7p2bOnD2geXZRXuXJl3zkPSIAElMAPP9oY3npHTftcTyQkkHIEPBNGF110keDTsGHDlIPKDJNAUAQWLhJZvda2JwdLCn8dEjk9d1CP0hMJJBsBz8aM6ta110Hkz59fzj77bN/HOU82kMwPCQRNAFt+t73JXrSKHVcdw6YUREEjpMfkI+CZZuRsLb5///7ko8YckUBWCUybLtK6lf10Z93+e+RQGjbNKks+l1QEPNOMHKsLu3fvNju8Yqvx5cuXy6uvvip//aX7rNCRQKoRgGFTRxB9ukxkwhiRM89MNQrMLwkEJOCZMHJiw5YR2HIcW0l06tTJrDu66SbtoqAjgVQgAFM+EDxwMGw6b77dLVfzKvsav0mABAwBz4URNKScOXMKzP/cd999MmLECNm7dy/xk0DyE9ij73lJna5du5bIgoV2fq9pJHLqqcmfd+aQBEIk4Lkwwrbj77zzjkycOFGaN9cZQ+qOYnEfHQkkKwFoQ8NfFilaROQ73Qa83//RsGmyljXzFTECnk1gcFIICwyvvPKKYAuJEiVKCBbB3njjjc5t/pJA8hG4tKbIRuw5pDuwbl0pUqZ08uWROSKBCBPIdvjwYW3GZe5OC2Mr43///Ve++eYbE0nJkiUF2lKsXJUqVWTVqlUnRY+dXeGmBUXD9stvEvARcBs2HaPmrjBJB3bluH2KDxEPEptAenVnpHLluVRYunSpdOzYUS644AKxtPvixx9/NF12NWtq65GOBJKBwHrd1uGySicMm3a/LRlyxTyQQFQJeC6M7r//fpk9e7aUK1fOZAxWvCGcAmknUc05IyOBcAkcOSLy6JMiw563Q1LzV3QkQAJZI+C5MDqif1hHECGJZcuWFVyjI4GEJvC5jgVVv9LOQk2dIff+JJGCBRM6S0w8CcSSgOfC6PLLL5cePXoYbQgZnTx5Mg2lxrLEGXdkCOzbb4fz7vtq2qd1ZMJkKCSQwgQ8F0ajR4+W4cOHy+DBg82YUZ06deSee+5JYeTMesISmP+RyCo1bPp4b5HmzUQO/S2SO1fCZocJJ4F4IuCpMPryyy+N5YXWrVubqd3xlHGmhQSCJvDbbyKdu4vM0O0d4B6817YnR0Fk8+A3CUSAgGeLXp955hmBKSB0yzVq1EgC7fgagfQzCBLwlgC64dTyvBFEXXuIHNQp22Esc/A2sQydBBKXgGeaEYTQhg0b5IwzzpB9+/ZJs2bNpGvXrolLiilPPQIwbHpDWzvfn+ki1hrVU48Bc0wCUSLgmWaERbIQRHAFChSQY8eORSlLjIYEwiAAUz4fL7UDgGFTjBNhvyEKojCg8lESyJyAZ8Lou+++kzZt2pgPxoxgtds5x28wbu7cuVKmTBmB1YZBgwal+8i7775rLINz7VK6iHgjGAK7dotcWFntyNU5Ydi0UUMaNg2GHf2QQJgEPOume++999Ik7e671TRKCO4/Na/Ss2dP+eijj6RIkSJStWpVadmyZZo1Swjuzz//NLP1rrzy+JqPEOKgVxIwBKC1vzRS5AGdmADXf6BI/XrmkF8kQALRIeCZMGrQoEFYOVi5cqXRiGBcFa5Dhw4yffr0k4RRnz59zEy9F154Iaz4+HAKEyhXQ+QrXcQq54ts+0S3fSiZwjCYdRKIDQHPuunCzQ72PCpatKgvGGhH/vsgrV27VrCTrLM1hc+z38GYMWMERv7wwWQKOhIQNd6rA5k2iAd1lhw0o2PYf4iCiG8HCcSCQNwKIxhV9XfYMdZxmBABu3dDhgxxLqX72717d2MLD2NKmExBl+IE1qwT3fHRFkBA0a2rSK+eogOPKQ6G2SeB2BGImjD6BzOSQnDQhKD1OG7Pnj1SuHBh59SMFW3cuFHq1asnxYsXlxUrVpgxJU5i8CHigT8BvIP3PiRyhU5SgDuvkP3LbxIggZgT8FwYYeynYsWKUqpUKZPZ9evXB2UOCBMWtm3bZjbjg2HVqVOnGmHjEMubN6/s379fduzYYT7Vq1eXGTNmmK44xw9/ScBHYPkKkVxqume4atL1mor214rc2N53mwckQAKxJeC5MOrVq5fMnDlTzjluXr9SpUqyePHiTHONDfhGjhwpjRs3Npa+27VrJ+XLl5e+ffsaoZNpAPRAAm4Cvxywz6bNEFk8W+Tcc913eUwCJBBjAp7NpnPyhbGdYsWKOafmN0eOHGnO0zuB1QZ83K5///7uU9/xkiVLfMc8IAFDYN5827DpE4/Yhk0PH6YpH74aJBCnBDzXjDAjDl11mHyAtUMvvviilC5dOk5xMFlJQeDXX1X4XC/SpLHIk4/aFhSQMbUKQkcCJBCfBDwXRqNGjZKhQ4fKrl27pFChQmaiAa7RkYAnBN5+V+Tss0Vm6aLr2+8U+esQhZAnoBkoCUSWgOfddAV190tMPqAjAc8J6GQWaX+DHQ0mLDg7sXoeMSMgARIIl4Dnwqhbt26mi84/oViISkcCYRPAerTFS0Suri86x9+2KVe7Fu3JhQ2WAZBAdAl4LowaNmzoy9FhHUD+4IMP0lhW8N3kAQmESgCa0OU6weXXLSIfLRBpqCaoGlwdaij0TwIkEAcEPBdG7dunXcvRsWNHs9leHOSdSUhUAjDjM+RFkd4P2jl4djANmyZqWTLdJHCcgOfCyJ/09u3bZefOnf6XeU4CwRO45Eo1aLpK/V8k8q1qRMeN6QYfAH2SAAnEGwHPhVF+3bLZsSmHNUdn60ynjPYmijdATE+cEIBh0+w6+ROfx3Q7kr//FrmzB+3JxUnxMBkkEC4BT4URjJ3C/M8FF1xg0pldKxJHMIWbcD6fQgRWrxGpcoXdNYc9h27tnEKZZ1ZJIDUIeLrOCIIHu7zC4gI+FESp8VJFLJd/q8WEu++zBRECveCEodyIxcGASIAE4oKAp8IIOaxWrZqsWaMtWzoSCIXAZ8tFTs8t8vJLOkOuuahV3BNriEIJh35JgAQSgoBn3XT/ah8/jJ1++umnMnbsWLn44ovljDPOEHTdQUOigEqI9yN2ifztdzvuGTNFWlwbu3QwZhIggagQ8EwYORrRtGnTopIRRpIEBGaqNe21uvFdn8dFmjURoWHTJChUZoEEgiPgmTBydmqFRkRHAhkSOKDbO3S4VReu6vYOcFg/BKOmNGxq8+A3CaQAAc+E0T7dvAwGUtNzDzzwQHq3eD2VCEx5S+SmDnaO77hHZKguYKUQSqU3gHklAUPAM2GE7SIOHjxoxojImgQCEoA5H0cQrfxCpGqVgN54kQRIIPkJeCaMzj//fLMra/IjZA5DIgDDpgsX2XbkYNh00RKRWleJ5MwZUjD0TAIkkFwEPJva7YwZJRcu5iYsAmoKSnKVEWnU0LaujcDq16UgCgsqHyaB5CDgmTBauHBhchBiLsInAMOmz71g25A7sk1k0PP2lg/hh8wQSIAEkoSAZ910sEGXCG78MJEZOpdirybWNlqUCKlOsDSW0LGgnWt1j6FSIlvniVykBk7pSIAESMBFwDNh5Iojrg/dgqhl+pP/4joPcZm4o0dFbUDZhk2fUntyR/S8+200bBqXhcVEkUDsCaS8MEIRQCOapuPqdBEigJlxV1YTGTxE5GFVO2nYNEJgGQwJJC8Bz8aMkhcZc5YugUO6rQPWCkEQwV1UHN90JEACJJApAWpGmSKih6AIfLpMpHYt22uTViKTx4luXhXUo/REAiRAAhRGfAciQ+DPg3Y4s+bYduUiEypDIQESSBECFEYpUtCeZBMWtWHY9KknRZo2FvnnH50xd6onUTFQEiCB5CbAMaPkLl9vcoe9hbDH0HUtRPr10ZlyR+x4KIi84c1QSSAFCFAYpUAhRyyLMOUzaYpIgQJqxmeW7sJ6v73NA4VQxBAzIBJIVQIpK4yw2LVVNnuxa6oWfsj5hmHTjjfZj61aLTJCF2bRwnbIGPkACZDAyQRSVhhxsevJL0PAK9CG5s23b8FywpJPRLCg9YrLA3rnRRIgARLICoGUnsDAxa6ZvDLffitS8mr1tEs3vltgW9quWzuTh3ibBEiABEInkLKaUeioUugJ3YtKBj6ngqikZloF0ZAXadg0hYqfWSWBWBBIac0oFsATIs6ilUV++FKkYHmRlbNFil2YEMlmIkmABBKXAIVR4pZdZFPuNmz67MMi//4r0rULDZtGljJDIwESSIdAXHfTzZ07V8qUKaO9RSVl0KBBJ2Vh6NChUq5cObn00kulQYMGsnPnzpP88EIQBFZ8bi9WfUGnGMJ17ihy260URDYNfpMACUSBQNwKo/903KJnz54yZ84c2bx5s0yZMsX8uplUrlxZVq1aJRs2bJDrr79eevfu7b7N48wIwLBpt7tEalS3fV5cIrMneJ8ESIAEPCEQt8Jo5cqVRiMqUaKEWpg5VTp06CDTp09PA6F+/fpy+umnm2vVq1eXPXv2pLnPkwwIfPKpyBnK7rVRIte2FTlwQKRt6wwe4C0SIAES8I5A3AqjvXv3StGiRX05L1KkiOBaem7cuHHStGnTgLfHjBkjVapUMZ99+/YF9JNyF/8+ZGd59lyRme+K5M+fcgiYYRIggfghELcTGCwstvRz2bJl87tin06aNMl013388ccB73fv3l3wgYNQSlk3TTXLNetF+vcVaXyNbVMuZ86UxcGMkwAJxA+BuBVG0IR2797tI4UuuMKFC/vOnYMFCxbIwIEDBYLoNJqmcbCk/YU22FYnJSydZ19/8lF7wgIFUVpOPCMBEogZgbjtpqtataps27ZNtm/frkahj8jUqVOlZcuWaUCtXbtWevToITNmzJCCBQumuccTJQDtcsIbul5I2UAQ3fcQt3ngi0ECJBCXBOJWMzrllFNk5MiR0rhxY8HMuq5du0r58uWlb9++pqsNgunhhx+WgwcPyg033GDgXnjhhUYwxSXpWCQKhk1v7WzHjH2HLqsUi1QwThIgARLIlEC2w4cPnzw4E+CxZOkCw5gRpoPDYjfctKByb/tNiG9oQ3NUC2rWxE4utgPH1O0cORIi+UwkCZBAfBJw6k6vUhe33XReZTipw/16m0j283Sqts4qXLDQzmqtmhRESV3ozBwJJAcBCqNkKEcYNu0/UKRMac3NzyLDhtOwaTKUK/NAAilEIG7HjFKoDMLPaoGKIr9uESmiY0LLPhS58MT6rPADZwgkQAIk4D0BCiPvGXsTg84wFJ3kIdlVuX3xcdFZHiJdOtGenDe0GSoJkIDHBNhN5zFgT4L/bLm93ffzuu03XKdb7Flz6SwKtj3xmwRIgATilwCFUfyWzckp+0tN+HRRSxI1r7LvXVLmZD+8QgIkQAIJSIDddIlSaIvV1NHV9ezUtmov8r/RIvnyJUrqmU4SIAESyJAAhVGGeOLo5lEdI4Kb/5FIo4b2Mb9JgARIIEkIUBjFc0G++77Iet3++/+eErmmkQh2Y8WkBToSIAESSDICrNnisUB/1rVCrW4WWb7ATl2fx2zDphRE8VhaTBMJkEAECHACQwQgRiwImPIZP0GkUCFbED2o1rX/+ccWRBGLhAGRAAmQQPwRoGYUT2UCw6a33WqnaP0GkUt1MSsdCZAACaQAAWpGsS7kY8dEPpxlp+Kii9SCwmci//5LQRTrcmH8JEACUSVAYRRV3H6Rbf1KjZieLdKyucjCRfbNq2rQsKkfJp6SAAkkPwEKo1iUMTSfvv1Fyl6isf8uMuIVGjaNRTkwThIggbghwDGjWBTFGeVEjmwTKVVFZNE0NXB6QSxSwThJIO4JHNXlDHv27BHddy3u05osCcyVK5cUKVJEcubMGdUsURhFCzdmxaFwYdh03NMix9SwaUedvk17ctEqAcaTgAQgiPLkySPFixfXv0q2BMxBYiXZ0hm9v/zyi2kAXIQx7Cg6dtNFAzZ2W9XWhgweYsd2y422cVP+uaJBn3EkMAFoROeccw4FUZTKEAIfvGOhiVIYeVnIBw+q9nObSO1adizlynoZG8MmgaQkQI0ousUaK97spvOqnBctFmlwtR369dod99rLInnzehUbwyUBEiCBhCZAzcir4sOMObgFC0XemURBZNPgNwkkJIEPPvjAdBVu3brVl/4lS5ZI8+a6LMPlunTpIu+++665gskXjz76qJQqVUoqVKgg1apVkzlz5rh8Z+3w2WeflZIlS0qZMmVk3rx5AQNZtGiRXH755Sbezp0769JFuz5CmvNqo/iyyy4zn/79+wd8PhYXKYwiSf2td0Qe62OH6Bg2dbSjSMbDsEiABKJKYMqUKVKrVi2ZOnVq0PH26dNHfvjhB9m4caP5fPjhh/Lnn38G/Xwgj5s3bzZp2LRpk8ydO1fuuusu3eRZJ0O53DFdSA8BhLQi7mLFisnrr7/u81G7dm1Zt26d+fTt29d3PdYH7KaLRAn88KNIc91jaM0ndmhPq0A69VRa2I4EW4ZBAscJPHqTyNYpkcVxic4lGvRmxmEe1LHfZcuWyeLFi6Vly5bSr1+/jB/Qu4cOHZKxY8fK9u3b5bTTTjP+C6nNyXbt2mX6bEYepk+fLh06dDBhYrYbNKSVK1dKjRo1fI9hNhziLF26tLnWqFEjgTZ12206fh3HjppROIUDw6ZjxokUPt8WRI88oeuHdN8hCCI6EiCBpCAwbdo0adKkianczz77bFmzZk2m+frmm2/kwgsvlLPOOitTv/fff7+v28zpPsPvoEGDTnp27969UrRoUd91rAfCNbc799xzdbeZo7Jq1SpzGd2Gu3fv9nlZvny5VKpUSZo2bSrQsOLFUTMKpyRg2LTH7XYIG7VQy+tiVjoSIAFPCBgNJhMtxouI0UV33333maChleAc4zHpzTpL73p6aRs2bFh6t066jnVA/s4/Ppyjiw5C7h9d33jNNdfoNmh2VY9079y5U84880yZPXu2tGrVSrZt2+YfZEzOU04YbduQXVrp2jm0JS7ICnLHsOl1LUSwKGz5CpGqakkhR46shMZnSIAE4pgAurwwGQBjL6jkMT6D38GDB5v1OL/++mua1B84cECgmaD7bNeuXWaMCIt2M3IQGugC9HcQfJgA4XbQhNxaDhYFFy5c2O3FHKPbbunSpeZ4/vz58vXXX5tjt6bWrFkzM+a0f/9+k+aTAon2BV3cZAXzUYmcFO5UqWZdJ5b5jBsaYpY2b9F2SU60TSzrowUhPkzvJEACoRLQAftQH4mo/9GjR1vdu3dPE2adOnWsTz75xNSbxYsXt5w07tixw9KuOeu3334z/h9++GFLZ9dZqp2Y8++//96aOHFimrBCPVGhaF166aUm7u+++87ScSNLZ8qdFMxPP/1krqFuv/rqq62FCxeac51QYekEB3P8+eefW9rl5zt3B+LkyX3tiiuucJ9G/Djlxoxy5bRkmkoTfLreH6Tox7TIJ/uJmEWrR0VeGX1iDVGQQdAbCZBA4hFAl1zr1q3TJLxt27by5ptvmkkCkyZNkltvvdWM+Vx//fXy2muvmanTeGDAgAFSoEABKVeunJlijS4xnIfjypcvbyZBIEyMY7388svaKWP3ykDTUYFngn/++eelbNmyooJLWrRoISqQzHWMH2GaOcaMevXqZbrz/Lv5wklfOM9mg+QMJgBnRkgwfuPZT95Tq8nvR1aGlsRsJdX/tyIVdMbKvPfsCQuhhUDfJEACWSCwZcsWU6lm4VE+EgaBQNyrVKnimxQRRtDpPppyY0bpkvC/8fdhnRWnhk3R6pg8wL57Uwd/XzwnARIgARKIAIGU66YLitmST0ROzy3y3HHDphBCFERBoaMnEiABEsgKAQojNzWsjr6xs0j9uvbVShXdd3lMAiQQAwI6Uh6DWFM3yljxpjBy3jnYkMMCtalviHToJPLHHyLXNnXu8pcESCAGBLDRG6ZXx6qCjEGWYxolOIM3uEfbcczIn/jij0Xq1fG/ynMSIIEYEMC6Gqyl2bdvXwxiT80onZ1eo5371BZGU94SWf+lGqfSCQoNG4iatuXi1Wi/gYyPBDIggK2vo73jaAbJ4S0PCcR1Nx2s0sJMOlYzB7LTBFMX7du3N/evvPJK0UVnwaH6/geRSrXsSQnPDbTtyeFJWlEIjh99kQAJkECECcStMILZjZ49e5r9P2A2HYvP8Ot248aNk/z58wuMEsKkxiOPPOK+HfC4UI79agdIzWdsWGZv90DDpgE58SIJkAAJRJNA3AojmEWHRlSiRAk1gn2qMZsO8+luh3Ps2wGH1c9q8iLTgc5zD2+3g9ikgu2Z/iLaDUBHAiRAAiQQWwJxO2YUyFS62lJKQ8vtB1ZpsYMhZoLAUKHbjRkzRvCB26j7fFRRcxjSqaPbS0oex42BxDigTxYnCoEsyOIEgRNHX3311YkTD47iVhgFmsrpb0MpGD9gpoYOzQfHXpu0QByJ4sjiREmRBVmcIHDiiO9FWhYnziJ/FLfddMGYSnf7wR7vv//+u2DzKzoSIAESIIHEIhC3wqhq1apm0yds23tEJxlgsyhs+et2OHf2doc1Wlim9dee3P55TAIkQAIkEJ8Ecjz55JP9gkmas1NgMH4j4Sd79uxSqlQpueWWW2TEiBHmF6bb+/btazaswpRvmEefPHmyPP7447Ju3TrRvUfM7LrM4td9OTLzkjL3yeJEUZMFWZwgcOKI70V0WKTcFhInsPKIBEiABEggXgjEbTddvABiOkiABEiABLwnQGHkPWPGQAIkQAIkkAmBpBVGnpkSygRoPN7OjMXQoUPN1sgYg2vQoIHs3LkzHrMRkTRlxsKJBBNiMBlm1apVzqWk+w2Gxdtvv23eDWx3fdNNNyUdAydDmbHYtWuX1K9fXypXrmzGqmfPnu08mlS/Xbt2lYIFC5qtyQNlDMtpsF05DBKgvlizZk0gb1m7hm3Hg/loIhLG6TRvSy03WN9++62l9usshWZt2rQpTfp173irR48e5pqaGrLatWuX5n6ynATDYtGiRe8mZiAAAAj3SURBVNZff/1lsvzKK6+kNAtA+OOPP6zatWtbau/Q+uKLL5LlVUiTj2Dei6+//tq67LLLrAMHDphnf/rppzRhJMtJMCy6detm4b8Bh7qkWLFi5jjZvj7++GNr9erVljY+AmZt1qxZVpMmTaxjx45Zy5cvt6pVqxbQX1YuJqVm5JUpoayJ+9g+FQwLtPhOP/10k9Dq1asbk/2xTbU3sQfDAjH36dNHevfuHZM9XbzJ+cmhBsNi7Nixxj4k7D/CocWcjC4YFtCStZFiso/1jIULq33LJHR16tTJcK0mTLB16tTJ9Bqgrvjtt9/khx/U8HQEXFIKI7eZIDDC4lhcczu3H7cpIbefZDh25xP5CcTCnU8Yn23aNDk3FQyGxdq1a2X37t3SvHlzN5akOw6GhWpGgk/NmjUFFQ+6spLRBcOiX79+MmnSJPP/adasmVlukowsMstTMKwyCyO9+3FrDii9BAdzXVXEk7z5L4YNxs9JgSTghVDyiT8bxkhUVU/AnGae5MxYaNeDsf4+YcKEzANLcB+ZsUD2tPvKLDxfsmSJ0Za161I2btwo+fLlS/Dcp01+MCywa0CXLl3kwQcfFO2eko4dOxoWWA+ZSi4YVlnlkZQk3WaCAAY7Rfqr1W4/+NMlqykhdz7TY4HrCxYskIEDB8qMGTPkNDUmm4wuMxZ//vmnqWDq1asnxYsXlxUrVhirH8k4iSEzFih/+LnuuuvUsL29wR0Wmm/bti3pXo1gWKDHQMeVTd5r1KghOs4uMCibai4YVllmEszkBfhJJHf06FFLd4e0vvvuO98EBm3RpcnCyJEj00xguOGGG9LcT5aTYFjojBgz4QMD1snsgmHhzn/dunWTdgJDMCzmzJlj6fiAQaLbfltaEVlaAbsRJcVxMCwwaP+///3P5Ff3VbPOP/98M4ifFAD8MqEm2NKdwDBz5sw0ExjUbJvf01k/hYRPutl0wIFZH2pOyFSyAwYMMIR0YNrSAThz/Pfff1u6B5J18cUXWwCKmXfJ6jJjodO5LR2ctipVqmQ+LVq0SFYUmb4X7ownszBCPjN7LzBjSjettMqWLWtVqFDBwqzTZHWZscAMuquuusrMzMX/ZN68eUmJokOHDtZ5551n6Ti6dcEFF1ivvfaaNWrUKPNBhvFO3HXXXaZexTsRydmmNAeUZZ2SD5IACZAACUSKQFKOGUUKDsMhARIgARKIDgEKo+hwZiwkQAIkQAIZEKAwygAOb5EACZAACUSHAIVRdDgzFhIgARIggQwIUBhlAIe3SIAESIAEokOAwig6nBlLFAnkyJFD1MCn77Njx450Y8c9naKa7v1gb2ChLBaF6rRfYz7nq6++CvZRnz/sVPzGG2+Yc1iB+P777333br/9dtH1Lb7zrB6406lLGswOyZmF9eKLL8qhQ4cy88b7JBAegWRdZ5SUiwCYqaAInHHGGUH5g6eMFvgFHYh6dK9JevXVV61w12q5wwslHZn5dYc7fvx4q2HDhpk9YixUY9ErHQl4SYCaUXiynE8nCAFoQLCtdvnll5vPZ599dlLKdWGjqEl8o1FhrxbH9A1s9jnXddsR+e+//0561n0Blo+/+eYbc2nhwoVmD5yKFSsK9orRLU3M9UcffdS3h9RDDz1krsEY5wsvvCDYSwkmiG6++WaTFl2gLdBocE0XIBqL4k580KDuuececxpqOmHWBoYvHXfnnXdKlSpVBHsXPfXUU+by8OHDjYYGy+74wM2fP1/wLFiq5RI5ePCguc4vEgiLADUjL2U9w44FATVe6bMm0apVK5ME7NcEqxtwMHt0xRVXmGO3ZnT33XdbWqGb69gHS7umLJh+UQve1pEjR8x1rbCt119/3Ry7v9wax+DBg82eUIgPJnS0y854VeOa1rBhw6xffvnFKl26tM+czK+//mruqwCwnn/+eXPsDg8XnPOff/7ZWA0xnvQLZmqWLl2apXQiLY899pgTlEkXTrC/D+Jbv369uYe9exzNCL/Y60kFkLk3aNAg6+mnnzbH/CKBcAgkpdXusKQzH054Arlz5z5pLETtj4kKG3MdY0rYGsHfobUPY7EwrNumTRtRc1ICzUY3GxOMr8BBS0lvXx9oMogbRlZHjBghGDdSG4migsc827lzZ9FNHU06cuXKJRgHuvbaa0ParqJAgQKiG0caI65IH+LAFg8IN5R0qnA2Gp57p07s6jpmzBhjrRt71GCMChqi28F4LK4jTjgV0kZLcvvhMQlkhQCFUVao8ZmEI6BagBQqVEi0tS/YKgLCwN9hW23d3VXUTpk0btxY1C6XaEtPIESeffZZf+8nnU+ePNl0czk3VANyDtP8Yv8sbOgGQTd16lRRo72iu+2m8ZPRSfv27QWC45JLLpHWrVubjc5CTScmWqCrsGfPnvL++++Laoimi1BtjQk208N2CdprclIyEE+jRo0EWyrQkUAkCXDMKJI0GVbcEsAWIWppWbD/zMSJEwOO+6iVd6N19OrVy2wdsWHDBlEjsmYMR7vHTN50C27ZuXNnUPmEsMBYlTN+hHi1+8uMsSA92KQNM9XWrVt3Unh58uQRbGkRyEFrmzZtmhEIEExwoaYT20KoAWGjYW3ZssXsYqoTPyRv3ryi24uLWuz2Re1OCzbZW7ZsmS9PmGUXSMv0PcwDEgiSAIVRkKDoLbEJqKVh0bEes2MpKk9UvP7urbfeMtO8MS1869atZnvlcuXKmUr7mmuuMV1W0AqC3WYZ2pduO2AG+TGBAYLwjjvuMEIGO8miCwzCCVqbv4NmAr9IC7oG3Q6aC9IFoYiJFXBZSSe6FLFZHCZNQFOqXLmymbyAiRZONxzC7t69u9n9FxMY0E2ISRM33nijST+EE1jRkUC4BGi1O1yCfJ4ESIAESCBsAtSMwkbIAEiABEiABMIlQGEULkE+TwIkQAIkEDYBCqOwETIAEiABEiCBcAlQGIVLkM+TAAmQAAmETYDCKGyEDIAESIAESCBcAhRG4RLk8yRAAiRAAmEToDAKGyEDIAESIAESCJcAhVG4BPk8CZAACZBA2AQojMJGyABIgARIgATCJfD/yeD6Ut0TVDIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "display(Image(\"ROC_LR.png\"))\n",
    "Image(\"ROC_NB.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We chose two simple but effective techniques - naive Bayes and logistic regression - to perform machine learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from textblob import TextBlob\n",
    "import re\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LogisticRegression, LinearRegression\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.naive_bayes import GaussianNB, MultinomialNB, BernoulliNB\n",
    "from sklearn.metrics import accuracy_score, f1_score, roc_curve, auc\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
    "from nltk.tokenize import word_tokenize, WhitespaceTokenizer, TweetTokenizer\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "np.random.seed(180)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "%store -r xtrain\n",
    "%store -r xtest\n",
    "%store -r ytrain\n",
    "%store -r ytest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_article(article):\n",
    "    art = re.sub(\"[^A-Za-z0-9' ]\", '', article)\n",
    "    art2 = re.sub(\"[( ' )( ')(' )]\", ' ', art)\n",
    "    art3 = re.sub('\\s[A-Za-z]\\s', ' ', art2)\n",
    "    return art3.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "bow = CountVectorizer(stop_words = 'english', preprocessor = clean_article, tokenizer = TweetTokenizer().tokenize,\n",
    "                      ngram_range=(1,2), max_features = 1000, max_df = 1.0, min_df = 1, binary = False)\n",
    "training_data = bow.fit_transform(xtrain.text)\n",
    "test_data = bow.transform(xtest.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dftrain = pd.DataFrame(training_data.toarray())\n",
    "dftrain.columns = bow.get_feature_names()\n",
    "dftest = pd.DataFrame(test_data.toarray())\n",
    "dftest.columns = bow.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_lr = pd.DataFrame.copy(dftrain)\n",
    "df_train_lr['compounds'] = xtrain['compounds'].values\n",
    "df_train_lr['negs'] = xtrain['negs'].values\n",
    "df_train_lr['neus'] = xtrain['neus'].values\n",
    "df_train_lr['poss'] = xtrain['poss'].values\n",
    "df_train_lr['pol'] = xtrain['pol'].values\n",
    "df_train_lr['subj'] = xtrain['subj'].values\n",
    "\n",
    "df_test_lr = pd.DataFrame.copy(dftest)\n",
    "df_test_lr['compounds'] = xtest['compounds'].values\n",
    "df_test_lr['negs'] = xtest['negs'].values\n",
    "df_test_lr['neus'] = xtest['neus'].values\n",
    "df_test_lr['poss'] = xtest['poss'].values\n",
    "df_test_lr['pol'] = xtest['pol'].values\n",
    "df_test_lr['subj'] = xtest['subj'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.9253333333333333\n"
     ]
    }
   ],
   "source": [
    "lr2 = LogisticRegression()\n",
    "model = lr2.fit(df_train_lr, ytrain)\n",
    "lr2preds = model.predict(df_test_lr)\n",
    "accuracy = accuracy_score(ytest, lr2preds)\n",
    "print('accuracy:', accuracy)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'us drone pilots may be illegally acquiring targets from uk bases   source motherboard creech air force base  nevada is widely known to be the heart of the united states overseas drone operations from where more than 100 drone flights per day mostly in the middle eastare controlled notions of this bases overworked drone pilots sitting in stuffy trailers monitoring and killing targets 8000 miles away have been popularized by movies such as good kill and eye in the sky but british human rights campaign group says it has uncovered documents that show the us is also conducting its military drone operations from within royal air force raf bases in the uk an act that would be deemed in breach of international laws  argues the group the british government denies this however stating  the us does not operate rpas remotely piloted aircraft systems from the uk publicly available job listings and rsums shown to motherboard by human rights campaign group reprieve show that us military personnel based in the uk have been working on drone missions at raf molesworth in cambridgeshire near london another job ad is looking for targeting analyst to work at molesworth for conducting thorough analysis on traditional and nontraditional targets for the purposes of creating electronic target folders for nation state and nonstate actor systems further job ad from private military contractor leidos is looking for video intelligence analyst to be based at molesworth while the molesworth base belongs to the raf parts of it are currently leased to the us for its european commands intelligence analysis operations known as the joint analysis center us operations at molesworth are in fact currently preparing to merge with operations at croughton raf base where 160 million us operations center will be established  the british government has questions to answer simply to say that drones are not flown from the uk is missing the point if it is personnel on british soil that are at the top of the socalled kill chain and british agencies who are feeding targets into those lists said jennifer gibson staff attorney at reprieve the us drone programme conducted in the shadows has killed hundreds of civilians without any accountability the british government has questions to answer over its own involvement in this secret war and how much responsibility it bears for those deaths'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean_article(example_article)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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