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@KevinPatel04
Last active March 27, 2020 17:08
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This project can be used to classify the given news into 20 different predefined categories like religion, space, sci-fy, sports, computer, etc using Navie Bayes Classifier algorithm.
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Navie Bayes Latest News Classifier.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python2",
"display_name": "Python 2"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/KevinPatel04/7a9c6c97c0a4f629d56c23f257692b60/navie-bayes-latest-news-classifier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Itlb7erbQJ84",
"colab_type": "text"
},
"source": [
"## Latest News Classifier using Naive Bayes\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "W8muwI7jvL38",
"colab_type": "text"
},
"source": [
"## Fetch the dataset\n",
"\n",
"---\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "PzH4nSqxvK_s",
"colab_type": "code",
"outputId": "269b1ea0-e118-41f4-9fa7-2eb81abb8b87",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 53
}
},
"source": [
"# import all dependencies\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns; sns.set()\n",
"from sklearn.datasets import fetch_20newsgroups\n",
"import pandas as pd\n",
"\n",
"# fetch the scikit learn dataset for news classification and store into `data` variable\n",
"data = fetch_20newsgroups()\n",
"\n",
"print(type(data))\n",
"\n",
"print(data.keys())"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"<class 'sklearn.utils.Bunch'>\n",
"['DESCR', 'data', 'target', 'target_names', 'filenames']\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7wGYfLN_eMKk",
"colab_type": "code",
"outputId": "0e03fc76-e56b-4894-e659-276ff0365582",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"categories = data.target_names\n",
"print(\"There are {} Categories in this dataset\".format(len(categories)))"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"There are 20 Categories in this dataset\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "tolRYJwVeLCv",
"colab_type": "code",
"colab": {}
},
"source": [
"train = fetch_20newsgroups(subset='train')\n",
"test = fetch_20newsgroups(subset='test')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "xQrqSwkhQB_-",
"colab_type": "text"
},
"source": [
"## Print Sample Training Data\n",
"---------------"
]
},
{
"cell_type": "code",
"metadata": {
"id": "uUisW8g0v_1h",
"colab_type": "code",
"outputId": "acf63205-5a56-460a-b6b3-0b5af19aa1e8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
}
},
"source": [
"print(train.data[1])"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"From: guykuo@carson.u.washington.edu (Guy Kuo)\n",
"Subject: SI Clock Poll - Final Call\n",
"Summary: Final call for SI clock reports\n",
"Keywords: SI,acceleration,clock,upgrade\n",
"Article-I.D.: shelley.1qvfo9INNc3s\n",
"Organization: University of Washington\n",
"Lines: 11\n",
"NNTP-Posting-Host: carson.u.washington.edu\n",
"\n",
"A fair number of brave souls who upgraded their SI clock oscillator have\n",
"shared their experiences for this poll. Please send a brief message detailing\n",
"your experiences with the procedure. Top speed attained, CPU rated speed,\n",
"add on cards and adapters, heat sinks, hour of usage per day, floppy disk\n",
"functionality with 800 and 1.4 m floppies are especially requested.\n",
"\n",
"I will be summarizing in the next two days, so please add to the network\n",
"knowledge base if you have done the clock upgrade and haven't answered this\n",
"poll. Thanks.\n",
"\n",
"Guy Kuo <guykuo@u.washington.edu>\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "NqG9RA_xwCG5",
"colab_type": "code",
"outputId": "b9bb0913-f248-4100-bac2-4dfc2273a24d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"# We need Vectorizer to split the words from article and assign weight\n",
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"\n",
"#Import Naive Bayes Multinomial classifier\n",
"from sklearn.naive_bayes import MultinomialNB\n",
"\n",
"#Import pipeline for processing data through vectorizer and naive bayes classifier\n",
"from sklearn.pipeline import make_pipeline\n",
"\n",
"# initialize the navie bayes model \n",
"model = make_pipeline(TfidfVectorizer(), MultinomialNB())\n",
"\n",
"# train the model with fix number of epochs default = 1\n",
"model.fit(train.data, train.target)\n",
"\n",
"# test the model on testing dataset\n",
"labels = model.predict(test.data)\n",
"\n",
"score = model.score(test.data,test.target)\n",
"print(\"Score: \", score)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"('Score: ', 0.7738980350504514)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ErOMS7crhU8G",
"colab_type": "text"
},
"source": [
"## Evaluate the model"
]
},
{
"cell_type": "code",
"metadata": {
"id": "QNeAJBhbhUK7",
"colab_type": "code",
"outputId": "de660d0a-e6ca-43ed-95fe-2297a3458a49",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 53
}
},
"source": [
"from sklearn.model_selection import train_test_split\n",
"x_train, x_test, y_train, y_test = train_test_split(data.data,data.target)\n",
"y_predict = model.predict(x_test)\n",
"print(\"y_predict:\\n\", y_predict)\n",
"\n",
"score = model.score(x_test, y_test)\n",
"print(\"score:\\n\", score)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"('y_predict:\\n', array([ 8, 15, 18, ..., 4, 5, 1]))\n",
"('score\\xef\\xbc\\x9a\\n', 0.935666313184871)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8twLimYmTps9",
"colab_type": "text"
},
"source": [
"## Confusion Matrix\n",
"------------\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "tDiAb6_RwIoR",
"colab_type": "code",
"outputId": "509dc1ab-4bc1-4b60-caac-10675e18215b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 756
}
},
"source": [
"from sklearn.metrics import confusion_matrix\n",
"mat = confusion_matrix(test.target, labels)\n",
"sns.heatmap(mat.T, square=True, annot=True, fmt='d', xticklabels=train.target_names, yticklabels=train.target_names)\n",
"plt.xlabel('Correct Label')\n",
"plt.ylabel('Predicted Label')\n",
"plt.rcParams['figure.figsize'] = [50, 40]"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
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RXwwhOGgXCXHXWe292ODlv6ksgx5jeSzPVFnm5ub8/NOPXA0LITrqMsf/3seHH7Y2Staz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291++fBkPDw/CwsJylHXVqlVMmzaNt956iy5dupCSksLcuXM5cOAAer2eihUr8t1333H8+HF8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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OAMM6yDyVDL0",
"colab_type": "text"
},
"source": [
"## Create a function that Predicts the Category"
]
},
{
"cell_type": "code",
"metadata": {
"id": "PoGsWV9iwUGG",
"colab_type": "code",
"colab": {}
},
"source": [
"def predict_category(s, train=train, model=model):\n",
" label = model.predict([s])\n",
" return train.target_names[label[0]]"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "CfBjvbUxwX-t",
"colab_type": "code",
"outputId": "a1d69798-315d-436f-d4ac-d8591680d8d6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"predict_category('Solar flares burst could potentially impact all electronic equipment')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'sci.space'"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "wZsQtB3cwbc9",
"colab_type": "code",
"outputId": "b28d65d4-be6f-47a8-ce69-faaca00be7b2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"predict_category(\"The Senate prepared Wednesday to pass a short-term spending bill that would keep the government open through the New Year\")"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'talk.politics.misc'"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
}
]
}
]
}
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