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import pandas as pd
import matplotlib.pyplot as plt
Load the dataset from a CSV file
df = pd.read_csv('data.csv')
Display the first few rows of the dataset
print("First few rows of the dataset:")
print(df.head())
Display basic information about the dataset
print("\nBasic information about the dataset:")
print(df.info())
Display summary statistics for the dataset
print("\nSummary statistics for the dataset:")
print(df.describe())
Plotting data (e.g., histogram of a specific column)
column_to_plot = 'column_name' # Replace with the actual column name
plt.hist(df[column_to_plot], bins=30, edgecolor='k')
plt.xlabel(column_to_plot)
plt.ylabel('Frequency')
plt.title(f'Histogram of {column_to_plot}')
plt.show()
Finding correlation between columns
correlation_matrix = df.corr()
print("\nCorrelation matrix:")
print(correlation_matrix)