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function quick_clean

Cleans flock data by identifying and removing flocks that have treatment records with timing inconsistencies (treatments administered outside the flock's start/end date range).

File: /tf/active/vicechatdev/quick_cleaner.py

data-cleaning data-quality flock-management livestock poultry

function select_dataset

Interactive command-line function that prompts users to select between original, cleaned, or comparison of flock datasets for analysis.

File: /tf/active/vicechatdev/data_quality_dashboard.py

user-interface dataset-selection interactive command-line data-loading

function load_analysis_data

Loads CSV dataset(s) into pandas DataFrames based on dataset configuration, supporting both single dataset loading and comparison mode with two datasets.

File: /tf/active/vicechatdev/data_quality_dashboard.py

data-loading csv pandas file-io data-analysis

function create_data_quality_dashboard_v1

Creates an interactive data quality dashboard for analyzing treatment timing issues in poultry flock management data by loading and processing CSV files containing timing anomalies.

File: /tf/active/vicechatdev/data_quality_dashboard.py

data-quality dashboard visualization poultry-management treatment-timing

function create_data_quality_dashboard

Creates an interactive command-line dashboard for analyzing data quality issues in treatment timing data, specifically focusing on treatments administered outside of flock lifecycle dates.

File: /tf/active/vicechatdev/data_quality_dashboard.py

data-quality dashboard interactive menu-driven timing-analysis

function show_problematic_flocks

Analyzes and displays problematic flocks from a dataset by identifying those with systematic timing issues in their treatment records, categorizing them by severity and volume.

File: /tf/active/vicechatdev/data_quality_dashboard.py

data-quality reporting diagnostics livestock-management data-validation

function compare_datasets

Analyzes and compares two pandas DataFrames containing flock data (original vs cleaned), printing detailed statistics about removed records, type distributions, and impact assessment.

File: /tf/active/vicechatdev/data_quality_dashboard.py

data-quality comparison analysis reporting statistics

class DocChatRAG

Main RAG engine with three operating modes: 1. Basic RAG (similarity search) 2. Extensive (full document retrieval with preprocessing) 3. Full Reading (process all documents)

File: /tf/active/vicechatdev/docchat/rag_engine.py

class docchatrag

function test_with_real_documents

Tests a contract analyzer system by processing real documents from FileCloud, extracting contract information, and generating analysis reports with performance metrics.

File: /tf/active/vicechatdev/contract_validity_analyzer/test_real_documents.py

testing integration-test contract-analysis document-processing filecloud

function main_v24

Interactive CLI function that allows users to select and run document processing test scenarios with varying document counts, providing feedback on test success and next steps.

File: /tf/active/vicechatdev/contract_validity_analyzer/test_real_documents.py

cli interactive testing document-processing user-input

function clean_collection

Cleans a ChromaDB collection by removing duplicate and similar documents using hash-based and similarity-based deduplication techniques, then saves the cleaned data to a new collection.

File: /tf/active/vicechatdev/chromadb-cleanup/main.py

data-cleaning deduplication chromadb vector-database similarity-detection

function test_nearly_similar_text_handling

A pytest test function that verifies the SimilarityCleaner's ability to identify and remove nearly similar text entries while preserving distinct ones.

File: /tf/active/vicechatdev/chromadb-cleanup/tests/test_similarity_cleaner.py

testing pytest text-processing similarity-detection deduplication

class AgentExecutor

Agent-based script executor that generates standalone Python files, manages dependencies, and provides iterative debugging capabilities

File: /tf/active/vicechatdev/vice_ai/agent_executor.py

class agentexecutor

class ScriptExecutor

A sandboxed Python script executor that safely runs user-provided Python code with timeout controls, security restrictions, and isolated execution environments for data analysis tasks.

File: /tf/active/vicechatdev/vice_ai/script_executor.py

sandbox script-execution security code-validation data-analysis

class SmartStatSession

A session management class that encapsulates a SmartStat statistical analysis session, tracking data, analysis history, plots, and reports for a specific data section.

File: /tf/active/vicechatdev/vice_ai/smartstat_service.py

session-management data-analysis statistics dataframe multi-dataset

class SmartStatService

Service for running SmartStat analysis sessions in Vice AI

File: /tf/active/vicechatdev/vice_ai/smartstat_service.py

class smartstatservice

function add_data_section_to_docx

Adds a data analysis section to a Word document, including analysis metadata, statistical conclusions, and embedded visualizations from saved content or legacy analysis history.