add loading dataset
This commit is contained in:
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d76493f068
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511
dane.ipynb
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511
dane.ipynb
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"cells": [
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"from IPython.display import display,Markdown"
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]
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [],
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"source": [
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"TRUE_NEWS_PATH = \"data/True.csv\"\n",
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"FAKE_NEWS_PATH = \"data/Fake.csv\"\n",
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"\n",
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"#loading datasets\n",
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"true_news = pd.read_csv(TRUE_NEWS_PATH)\n",
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"fake_news = pd.read_csv(FAKE_NEWS_PATH)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [],
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"source": [
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"# clearing dataset\n",
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"true_news = true_news.drop(columns=['title','subject','date'])\n",
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"\n",
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"fake_news = fake_news.drop(columns=['title','subject','date'])"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Seting binary classifiaction values\n"
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]
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},
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/markdown": [
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"### True news"
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],
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"text/plain": [
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"<IPython.core.display.Markdown object>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"RangeIndex: 21417 entries, 0 to 21416\n",
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"Data columns (total 2 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 1 Value 21417 non-null int64 \n",
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"memory usage: 334.8+ KB\n"
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]
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"data": {
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" <th>0</th>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>WASHINGTON (Reuters) - Transgender people will...</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>1</td>\n",
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"</div>"
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],
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"text/plain": [
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" text Value\n",
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"0 WASHINGTON (Reuters) - The head of a conservat... 1\n",
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"1 WASHINGTON (Reuters) - Transgender people will... 1\n",
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"2 WASHINGTON (Reuters) - The special counsel inv... 1\n",
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"3 WASHINGTON (Reuters) - Trump campaign adviser ... 1\n",
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"4 SEATTLE/WASHINGTON (Reuters) - President Donal... 1\n",
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"5 WEST PALM BEACH, Fla./WASHINGTON (Reuters) - T... 1\n",
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"6 WEST PALM BEACH, Fla (Reuters) - President Don... 1\n",
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"7 The following statements were posted to the ve... 1\n",
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"8 The following statements were posted to the ve... 1\n",
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"9 WASHINGTON (Reuters) - Alabama Secretary of St... 1"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/markdown": [
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"### Fake news"
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],
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"text/plain": [
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"<IPython.core.display.Markdown object>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 23481 entries, 0 to 23480\n",
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"Data columns (total 2 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 text 23481 non-null object\n",
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" 1 Value 23481 non-null int64 \n",
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"dtypes: int64(1), object(1)\n",
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"memory usage: 367.0+ KB\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"None"
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"metadata": {},
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"output_type": "display_data"
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"\n",
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" }\n",
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" <th></th>\n",
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" <th>text</th>\n",
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" <th>Value</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Donald Trump just couldn t wish all Americans ...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>House Intelligence Committee Chairman Devin Nu...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>On Friday, it was revealed that former Milwauk...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>On Christmas day, Donald Trump announced that ...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Pope Francis used his annual Christmas Day mes...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>The number of cases of cops brutalizing and ki...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>Donald Trump spent a good portion of his day a...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>In the wake of yet another court decision that...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>Many people have raised the alarm regarding th...</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>Just when you might have thought we d get a br...</td>\n",
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" <td>0</td>\n",
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"</div>"
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],
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"text/plain": [
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" text Value\n",
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"0 Donald Trump just couldn t wish all Americans ... 0\n",
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"1 House Intelligence Committee Chairman Devin Nu... 0\n",
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"2 On Friday, it was revealed that former Milwauk... 0\n",
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"3 On Christmas day, Donald Trump announced that ... 0\n",
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"4 Pope Francis used his annual Christmas Day mes... 0\n",
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"5 The number of cases of cops brutalizing and ki... 0\n",
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"6 Donald Trump spent a good portion of his day a... 0\n",
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"7 In the wake of yet another court decision that... 0\n",
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"8 Many people have raised the alarm regarding th... 0\n",
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"9 Just when you might have thought we d get a br... 0"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"true_news['Value'] = 1\n",
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"fake_news['Value'] = 0\n",
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"display(Markdown(r\"### True news\"))\n",
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"display(true_news.info())\n",
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"display(true_news.head(10))\n",
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"display(Markdown(r\"### Fake news\"))\n",
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"display(fake_news.info())\n",
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"display(fake_news.head(10))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
|
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"\n",
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" .dataframe tbody tr th {\n",
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" }\n",
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"\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>text</th>\n",
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" <th>Value</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>WASHINGTON (Reuters) - The head of a conservat...</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>WASHINGTON (Reuters) - Transgender people will...</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>WASHINGTON (Reuters) - The special counsel inv...</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>WASHINGTON (Reuters) - Trump campaign adviser ...</td>\n",
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" <td>1</td>\n",
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||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>4</th>\n",
|
||||||
|
" <td>SEATTLE/WASHINGTON (Reuters) - President Donal...</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>...</th>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>23476</th>\n",
|
||||||
|
" <td>21st Century Wire says As 21WIRE reported earl...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>23477</th>\n",
|
||||||
|
" <td>21st Century Wire says It s a familiar theme. ...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>23478</th>\n",
|
||||||
|
" <td>Patrick Henningsen 21st Century WireRemember ...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>23479</th>\n",
|
||||||
|
" <td>21st Century Wire says Al Jazeera America will...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>23480</th>\n",
|
||||||
|
" <td>21st Century Wire says As 21WIRE predicted in ...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" </tbody>\n",
|
||||||
|
"</table>\n",
|
||||||
|
"<p>44898 rows × 2 columns</p>\n",
|
||||||
|
"</div>"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
" text Value\n",
|
||||||
|
"0 WASHINGTON (Reuters) - The head of a conservat... 1\n",
|
||||||
|
"1 WASHINGTON (Reuters) - Transgender people will... 1\n",
|
||||||
|
"2 WASHINGTON (Reuters) - The special counsel inv... 1\n",
|
||||||
|
"3 WASHINGTON (Reuters) - Trump campaign adviser ... 1\n",
|
||||||
|
"4 SEATTLE/WASHINGTON (Reuters) - President Donal... 1\n",
|
||||||
|
"... ... ...\n",
|
||||||
|
"23476 21st Century Wire says As 21WIRE reported earl... 0\n",
|
||||||
|
"23477 21st Century Wire says It s a familiar theme. ... 0\n",
|
||||||
|
"23478 Patrick Henningsen 21st Century WireRemember ... 0\n",
|
||||||
|
"23479 21st Century Wire says Al Jazeera America will... 0\n",
|
||||||
|
"23480 21st Century Wire says As 21WIRE predicted in ... 0\n",
|
||||||
|
"\n",
|
||||||
|
"[44898 rows x 2 columns]"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "display_data"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"# merging dataset\n",
|
||||||
|
"dataset = pd.concat([true_news,fake_news],axis=0)\n",
|
||||||
|
"display(dataset)"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 17,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"<class 'pandas.core.frame.DataFrame'>\n",
|
||||||
|
"Int64Index: 44898 entries, 0 to 23480\n",
|
||||||
|
"Data columns (total 2 columns):\n",
|
||||||
|
" # Column Non-Null Count Dtype \n",
|
||||||
|
"--- ------ -------------- ----- \n",
|
||||||
|
" 0 text 44898 non-null object\n",
|
||||||
|
" 1 Value 44898 non-null int64 \n",
|
||||||
|
"dtypes: int64(1), object(1)\n",
|
||||||
|
"memory usage: 1.0+ MB\n"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/plain": [
|
||||||
|
"None"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "display_data"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"display(dataset.info())"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"metadata": {
|
||||||
|
"kernelspec": {
|
||||||
|
"display_name": "deep",
|
||||||
|
"language": "python",
|
||||||
|
"name": "python3"
|
||||||
|
},
|
||||||
|
"language_info": {
|
||||||
|
"codemirror_mode": {
|
||||||
|
"name": "ipython",
|
||||||
|
"version": 3
|
||||||
|
},
|
||||||
|
"file_extension": ".py",
|
||||||
|
"mimetype": "text/x-python",
|
||||||
|
"name": "python",
|
||||||
|
"nbconvert_exporter": "python",
|
||||||
|
"pygments_lexer": "ipython3",
|
||||||
|
"version": "3.11.0"
|
||||||
|
},
|
||||||
|
"orig_nbformat": 4,
|
||||||
|
"vscode": {
|
||||||
|
"interpreter": {
|
||||||
|
"hash": "1e61067c2f2e27a88e433eed08bcab15943261b719f4667f6d0d352911f3557f"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"nbformat": 4,
|
||||||
|
"nbformat_minor": 2
|
||||||
|
}
|
Loading…
Reference in New Issue
Block a user