diff --git "a/Fake_News_Classificaton.ipynb" "b/Fake_News_Classificaton.ipynb"
new file mode 100644--- /dev/null
+++ "b/Fake_News_Classificaton.ipynb"
@@ -0,0 +1,2242 @@
+{
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+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "bea50a5a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "import string\n",
+ "\n",
+ "\n",
+ "from wordcloud import WordCloud,STOPWORDS\n",
+ "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+ "from sklearn.feature_extraction.text import TfidfTransformer\n",
+ "\n",
+ "\n",
+ "from sklearn.naive_bayes import MultinomialNB\n",
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "from xgboost import XGBClassifier\n",
+ "\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.model_selection import GridSearchCV\n",
+ "\n",
+ "from sklearn.metrics import classification_report\n",
+ "from sklearn.metrics import f1_score, confusion_matrix\n",
+ "from sklearn.metrics import confusion_matrix, precision_score, recall_score\n",
+ "from sklearn.metrics import roc_curve\n",
+ "from sklearn.metrics import auc\n",
+ "from sklearn.metrics import plot_confusion_matrix, classification_report,accuracy_score"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "77633b8a",
+ "metadata": {},
+ "outputs": [
+ {
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+ ],
+ "text/plain": [
+ " title \\\n",
+ "0 Donald Trump Sends Out Embarrassing New Year’... \n",
+ "1 Drunk Bragging Trump Staffer Started Russian ... \n",
+ "2 Sheriff David Clarke Becomes An Internet Joke... \n",
+ "3 Trump Is So Obsessed He Even Has Obama’s Name... \n",
+ "4 Pope Francis Just Called Out Donald Trump Dur... \n",
+ "\n",
+ " text subject \\\n",
+ "0 Donald Trump just couldn t wish all Americans ... News \n",
+ "1 House Intelligence Committee Chairman Devin Nu... News \n",
+ "2 On Friday, it was revealed that former Milwauk... News \n",
+ "3 On Christmas day, Donald Trump announced that ... News \n",
+ "4 Pope Francis used his annual Christmas Day mes... News \n",
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+ " date \n",
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+ ]
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+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
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+ "source": [
+ "fake_data = pd.read_csv('Fake.csv')\n",
+ "\n",
+ "true_data = pd.read_csv('True.csv')\n",
+ "\n",
+ "fake_data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "6149bb76",
+ "metadata": {},
+ "outputs": [
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+ " title \\\n",
+ "0 As U.S. budget fight looms, Republicans flip t... \n",
+ "1 U.S. military to accept transgender recruits o... \n",
+ "2 Senior U.S. Republican senator: 'Let Mr. Muell... \n",
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+ " text subject \\\n",
+ "0 WASHINGTON (Reuters) - The head of a conservat... politicsNews \n",
+ "1 WASHINGTON (Reuters) - Transgender people will... politicsNews \n",
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+ "metadata": {},
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+ "true_data.head()"
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+ "cell_type": "markdown",
+ "id": "c8a92bdb",
+ "metadata": {},
+ "source": [
+ "#### Creating a target label for both dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "d2d24b41",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fake_data['target'] = 0\n",
+ "true_data['target'] = 1"
+ ]
+ },
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+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "a837e9c7",
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+ "metadata": {},
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+ "#### Combining both dataset "
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+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "61d90dc3",
+ "metadata": {},
+ "outputs": [],
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+ "news = pd.concat([true_data,fake_data], axis=0)"
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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(data=news, x='target')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "0fe3221c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "news['subject'].value_counts().plot(kind='barh')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "622098f3",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "7be9ec63",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 December 31, 2017 \n",
+ "1 December 29, 2017 \n",
+ "2 December 31, 2017 \n",
+ "3 December 30, 2017 \n",
+ "4 December 29, 2017 \n",
+ " ... \n",
+ "23476 January 16, 2016\n",
+ "23477 January 16, 2016\n",
+ "23478 January 15, 2016\n",
+ "23479 January 14, 2016\n",
+ "23480 January 12, 2016\n",
+ "Name: date, Length: 44898, dtype: object"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "news['date']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b4b449bd",
+ "metadata": {},
+ "source": [
+ "#### Create a new column called content that combines the news.title and news.text together"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "f4b4c327",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "news['content']= news['title'] + \" \" + news['text']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "e5922899",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " title | \n",
+ " text | \n",
+ " subject | \n",
+ " date | \n",
+ " target | \n",
+ " content | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " As U.S. budget fight looms, Republicans flip t... | \n",
+ " WASHINGTON (Reuters) - The head of a conservat... | \n",
+ " politicsNews | \n",
+ " December 31, 2017 | \n",
+ " 1 | \n",
+ " As U.S. budget fight looms, Republicans flip t... | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " U.S. military to accept transgender recruits o... | \n",
+ " WASHINGTON (Reuters) - Transgender people will... | \n",
+ " politicsNews | \n",
+ " December 29, 2017 | \n",
+ " 1 | \n",
+ " U.S. military to accept transgender recruits o... | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " Senior U.S. Republican senator: 'Let Mr. Muell... | \n",
+ " WASHINGTON (Reuters) - The special counsel inv... | \n",
+ " politicsNews | \n",
+ " December 31, 2017 | \n",
+ " 1 | \n",
+ " Senior U.S. Republican senator: 'Let Mr. Muell... | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " FBI Russia probe helped by Australian diplomat... | \n",
+ " WASHINGTON (Reuters) - Trump campaign adviser ... | \n",
+ " politicsNews | \n",
+ " December 30, 2017 | \n",
+ " 1 | \n",
+ " FBI Russia probe helped by Australian diplomat... | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " Trump wants Postal Service to charge 'much mor... | \n",
+ " SEATTLE/WASHINGTON (Reuters) - President Donal... | \n",
+ " politicsNews | \n",
+ " December 29, 2017 | \n",
+ " 1 | \n",
+ " Trump wants Postal Service to charge 'much mor... | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " title \\\n",
+ "0 As U.S. budget fight looms, Republicans flip t... \n",
+ "1 U.S. military to accept transgender recruits o... \n",
+ "2 Senior U.S. Republican senator: 'Let Mr. Muell... \n",
+ "3 FBI Russia probe helped by Australian diplomat... \n",
+ "4 Trump wants Postal Service to charge 'much mor... \n",
+ "\n",
+ " text subject \\\n",
+ "0 WASHINGTON (Reuters) - The head of a conservat... politicsNews \n",
+ "1 WASHINGTON (Reuters) - Transgender people will... politicsNews \n",
+ "2 WASHINGTON (Reuters) - The special counsel inv... politicsNews \n",
+ "3 WASHINGTON (Reuters) - Trump campaign adviser ... politicsNews \n",
+ "4 SEATTLE/WASHINGTON (Reuters) - President Donal... politicsNews \n",
+ "\n",
+ " date target \\\n",
+ "0 December 31, 2017 1 \n",
+ "1 December 29, 2017 1 \n",
+ "2 December 31, 2017 1 \n",
+ "3 December 30, 2017 1 \n",
+ "4 December 29, 2017 1 \n",
+ "\n",
+ " content \n",
+ "0 As U.S. budget fight looms, Republicans flip t... \n",
+ "1 U.S. military to accept transgender recruits o... \n",
+ "2 Senior U.S. Republican senator: 'Let Mr. Muell... \n",
+ "3 FBI Russia probe helped by Australian diplomat... \n",
+ "4 Trump wants Postal Service to charge 'much mor... "
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "news.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "307d869d",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "g = sns.catplot(x=\"subject\", col=\"target\",\n",
+ " data=news, kind=\"count\",\n",
+ " height=4, aspect=2)\n",
+ "\n",
+ "g.set_xticklabels(rotation=45)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "079e45d9",
+ "metadata": {},
+ "source": [
+ "\n",
+ "* Fake news are all over the category except politics and world news\n",
+ "* True news are present only in politics and world news and the count is high\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "51825466",
+ "metadata": {},
+ "source": [
+ "#### Cleaning the date column"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "3d91ac11",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "news=news[~news.date.str.contains(\"http\")]\n",
+ "news=news[~news.date.str.contains(\"HOST\")]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "1fcec460",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "news['date']= pd.to_datetime(news['date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "1544cc73",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " title | \n",
+ " text | \n",
+ " subject | \n",
+ " date | \n",
+ " target | \n",
+ " content | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " As U.S. budget fight looms, Republicans flip t... | \n",
+ " WASHINGTON (Reuters) - The head of a conservat... | \n",
+ " politicsNews | \n",
+ " 2017-12-31 | \n",
+ " 1 | \n",
+ " As U.S. budget fight looms, Republicans flip t... | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " U.S. military to accept transgender recruits o... | \n",
+ " WASHINGTON (Reuters) - Transgender people will... | \n",
+ " politicsNews | \n",
+ " 2017-12-29 | \n",
+ " 1 | \n",
+ " U.S. military to accept transgender recruits o... | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " Senior U.S. Republican senator: 'Let Mr. Muell... | \n",
+ " WASHINGTON (Reuters) - The special counsel inv... | \n",
+ " politicsNews | \n",
+ " 2017-12-31 | \n",
+ " 1 | \n",
+ " Senior U.S. Republican senator: 'Let Mr. Muell... | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " FBI Russia probe helped by Australian diplomat... | \n",
+ " WASHINGTON (Reuters) - Trump campaign adviser ... | \n",
+ " politicsNews | \n",
+ " 2017-12-30 | \n",
+ " 1 | \n",
+ " FBI Russia probe helped by Australian diplomat... | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " Trump wants Postal Service to charge 'much mor... | \n",
+ " SEATTLE/WASHINGTON (Reuters) - President Donal... | \n",
+ " politicsNews | \n",
+ " 2017-12-29 | \n",
+ " 1 | \n",
+ " Trump wants Postal Service to charge 'much mor... | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " title \\\n",
+ "0 As U.S. budget fight looms, Republicans flip t... \n",
+ "1 U.S. military to accept transgender recruits o... \n",
+ "2 Senior U.S. Republican senator: 'Let Mr. Muell... \n",
+ "3 FBI Russia probe helped by Australian diplomat... \n",
+ "4 Trump wants Postal Service to charge 'much mor... \n",
+ "\n",
+ " text subject date \\\n",
+ "0 WASHINGTON (Reuters) - The head of a conservat... politicsNews 2017-12-31 \n",
+ "1 WASHINGTON (Reuters) - Transgender people will... politicsNews 2017-12-29 \n",
+ "2 WASHINGTON (Reuters) - The special counsel inv... politicsNews 2017-12-31 \n",
+ "3 WASHINGTON (Reuters) - Trump campaign adviser ... politicsNews 2017-12-30 \n",
+ "4 SEATTLE/WASHINGTON (Reuters) - President Donal... politicsNews 2017-12-29 \n",
+ "\n",
+ " target content \n",
+ "0 1 As U.S. budget fight looms, Republicans flip t... \n",
+ "1 1 U.S. military to accept transgender recruits o... \n",
+ "2 1 Senior U.S. Republican senator: 'Let Mr. Muell... \n",
+ "3 1 FBI Russia probe helped by Australian diplomat... \n",
+ "4 1 Trump wants Postal Service to charge 'much mor... "
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "news.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a25e9664",
+ "metadata": {},
+ "source": [
+ "### Deleting unnecessary columns after combination"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "6431346c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "del news['title']\n",
+ "del news['text']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "49e2bc18",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " subject | \n",
+ " date | \n",
+ " target | \n",
+ " content | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " politicsNews | \n",
+ " 2017-12-31 | \n",
+ " 1 | \n",
+ " As U.S. budget fight looms, Republicans flip t... | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " politicsNews | \n",
+ " 2017-12-29 | \n",
+ " 1 | \n",
+ " U.S. military to accept transgender recruits o... | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " politicsNews | \n",
+ " 2017-12-31 | \n",
+ " 1 | \n",
+ " Senior U.S. Republican senator: 'Let Mr. Muell... | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " politicsNews | \n",
+ " 2017-12-30 | \n",
+ " 1 | \n",
+ " FBI Russia probe helped by Australian diplomat... | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " politicsNews | \n",
+ " 2017-12-29 | \n",
+ " 1 | \n",
+ " Trump wants Postal Service to charge 'much mor... | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " subject date target \\\n",
+ "0 politicsNews 2017-12-31 1 \n",
+ "1 politicsNews 2017-12-29 1 \n",
+ "2 politicsNews 2017-12-31 1 \n",
+ "3 politicsNews 2017-12-30 1 \n",
+ "4 politicsNews 2017-12-29 1 \n",
+ "\n",
+ " content \n",
+ "0 As U.S. budget fight looms, Republicans flip t... \n",
+ "1 U.S. military to accept transgender recruits o... \n",
+ "2 Senior U.S. Republican senator: 'Let Mr. Muell... \n",
+ "3 FBI Russia probe helped by Australian diplomat... \n",
+ "4 Trump wants Postal Service to charge 'much mor... "
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "news.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "ae36ad8d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Rearranging the data in the dataset\n",
+ "\n",
+ "news= news[['date', 'subject','content', 'target']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "40b7773d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " date | \n",
+ " subject | \n",
+ " content | \n",
+ " target | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2017-12-31 | \n",
+ " politicsNews | \n",
+ " As U.S. budget fight looms, Republicans flip t... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2017-12-29 | \n",
+ " politicsNews | \n",
+ " U.S. military to accept transgender recruits o... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 2017-12-31 | \n",
+ " politicsNews | \n",
+ " Senior U.S. Republican senator: 'Let Mr. Muell... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 2017-12-30 | \n",
+ " politicsNews | \n",
+ " FBI Russia probe helped by Australian diplomat... | \n",
+ " 1 | \n",
+ "
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+ " \n",
+ " 4 | \n",
+ " 2017-12-29 | \n",
+ " politicsNews | \n",
+ " Trump wants Postal Service to charge 'much mor... | \n",
+ " 1 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " date subject content \\\n",
+ "0 2017-12-31 politicsNews As U.S. budget fight looms, Republicans flip t... \n",
+ "1 2017-12-29 politicsNews U.S. military to accept transgender recruits o... \n",
+ "2 2017-12-31 politicsNews Senior U.S. Republican senator: 'Let Mr. Muell... \n",
+ "3 2017-12-30 politicsNews FBI Russia probe helped by Australian diplomat... \n",
+ "4 2017-12-29 politicsNews Trump wants Postal Service to charge 'much mor... \n",
+ "\n",
+ " target \n",
+ "0 1 \n",
+ "1 1 \n",
+ "2 1 \n",
+ "3 1 \n",
+ "4 1 "
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "news.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "efcc05a6",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6f300729",
+ "metadata": {},
+ "source": [
+ "#### Checking for missing value"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "e75ae1ae",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "date 0\n",
+ "subject 0\n",
+ "content 0\n",
+ "target 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "news.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a0c41ceb",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "e5c8ad6e",
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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\n",
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+ "