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import pandas as pd

import seaborn as sns

import warnings

import numpy as np
import pandas as pd
import json
import seaborn as sns
sns.set_style('whitegrid')
import matplotlib.pyplot as plt
import plotly.express as px
import plotly.graph_objects as go
from plotly.subplots import make_subplots
import nltk
from nltk.corpus import stopwords
from wordcloud import WordCloud, STOPWORDS
import warnings
warnings.filterwarnings(action='ignore')
pd.set_option('display.max_columns', 50)

df = pd.read_csv('/kaggle/input/youtube-new/USvideos.csv')

df.describe()