[AI-Assisted] Fix runtime errors and add comprehensive documentation #4
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This commit contains changes made with AI assistance (Claude Opus 4.5). ## Bug Fixes ### Column Transformation Guards - Added conditional checks for already-transformed columns throughout script.py - Fixed KeyError for 'Packet Type' (already transformed to 'Packet Type Control') - Added guards for: Protocol, Traffic Type, Attack Signature, Action Taken, Network Segment, Log Source, Device Information, Alert Trigger, Malware Indicators, Firewall Logs, IDS/IPS Alerts, Geo-location Data ### Function Call Fixes - Fixed Device_type() function call at line ~510 (removed erroneous parentheses) - Changed from `df[col_name].apply(Device_type())` to `df[col_name].apply(Device_type)` ### Statistical Analysis Fixes - Fixed chi2_contingency error by creating proper contingency table with encoded values - Fixed MCA ValueError by adding +1 to one_hot encoded data for positive values - Removed invalid 'mode' parameter from px.line() call ### Dependency Fix - Added statsmodels to pixi.toml pypi-dependencies to fix ModuleNotFoundError ## Documentation Improvements ### Code Documentation - Added comprehensive docstrings to all functions - Added inline comments explaining data transformations - Added section headers with markdown formatting - Added explanatory comments for complex operations ### Visualization Improvements - Added descriptive titles to all charts - Added axis labels (xaxis_title, yaxis_title) to all plots - Added hover templates with meaningful labels - Added legend titles and context - Improved color schemes and formatting Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
KalooIna
reviewed
Jan 30, 2026
| print( df[ col_name ].value_counts()) | ||
| df = catvar_mapping( col_name , [ "Control" ] , [ "Control" ]) | ||
| piechart_col( "Packet Type Control" ) | ||
| if col_name in df.columns: |
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this if section is useless because Packet Type is an original column of the dataset
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should we remove this?
KalooIna
reviewed
Jan 30, 2026
| col_name = "Packet Type" | ||
| """ |
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what do you mean? I really don't understand, sorry :'(
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Summary
This PR contains AI-assisted improvements to the cybersecurity attacks analysis script:
Bug Fixes
Column Transformation Guards
script.pyKeyError: 'Packet Type'(column was already transformed to 'Packet Type Control')Function Call Fixes
Device_type()function call (removed erroneous parentheses in.apply())Statistical Analysis Fixes
chi2_contingencyerror by creating proper contingency table with encoded valuesValueErrorby adding +1 to one_hot encoded data for positive valuesmodeparameter frompx.line()callDependency Fix
statsmodelstopixi.tomlpypi-dependenciesDocumentation Improvements
Code Documentation
Visualization Improvements
Test Plan
🤖 Generated with Claude Code
Co-Authored-By: Claude Opus 4.5 noreply@anthropic.com