Helpful utilities for data science workflows.
Project description
dashcamcsv
A simple Python package with helpful utilities for data science workflows.
Features
load_and_describe(url: str): Load a CSV from a URL and print basic statistics.missing_report(df): Show missing value counts and percentages.info_summary(df): Print DataFrame shape, types, and memory usage.quick_plot(df, column): Plot a histogram or bar plot for a column.plot_advanced(df, x, y=None, kind='pairplot'): Create advanced visualizations using seaborn.
Installation
pip install dashcamcsv
Usage
from dashcamcsv import load_and_describe, missing_report, info_summary, quick_plot, plot_advanced
# Basic example
df = load_and_describe("https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv")
missing_report(df)
info_summary(df)
quick_plot(df, "sepal_length")
# Advanced visualizations with seaborn
plot_advanced(df, 'sepal_length', 'sepal_width', kind='scatter') # Scatter plot with regression line
plot_advanced(df, 'species', 'sepal_length', kind='box') # Box plot
plot_advanced(df, kind='heatmap') # Correlation heatmap
Project details
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