Visualization of English Text Classification Actual Combat Word Cloud Data Based on Machine Learning Naive Bayes

Project Introduction:

The dataset contains 34k+ article data on the GeeksforGeeks website.

the data shows

field	illustrate
title	title of the article
author_id	author of the article
last_updated	The date the article was last updated
link	Links to articles on GeeksforGeeks
category	Article classification

Data Sources

(97 messages) Multi-category dataset Multi-category dataset resource-CSDN library

 

Data cleaning and overview

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from sklearn.naive_bayes import MultinomialNB, ComplementNB, BernoulliNB
from sklearn.metrics import brier_score_loss as BS
from sklearn.feature_extraction.text import TfidfVectorizer as TFIDF
import pyecharts.options as opts
from pyecharts.charts import WordCloud,Ta