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• class OneCo_hybrid_RAG_v2

  A class named OneCo_hybrid_RAG

  File: /tf/active/vicechatdev/OneCo_hybrid_RAG.py | Lines: 1170-4142

  class oneco_hybrid_rag

• class ReferenceManager_v4

  Manages extraction and formatting of references for LLM chat responses. Handles both file references and BibTeX citations, formatting them according to various academic citation styles.

  File: /tf/active/vicechatdev/OneCo_hybrid_RAG.py | Lines: 289-967

  class referencemanager

• class MeetingMinutesGenerator_v1

  A class that generates professional meeting minutes from meeting transcripts using either OpenAI's GPT-4o or Google's Gemini AI models.

  File: /tf/active/vicechatdev/advanced_meeting_minutes_generator.py | Lines: 38-255

  meeting-minutes transcript-processing llm gpt-4o gemini

• function test_acl_functions

  Comprehensive test function that validates ACL (Access Control List) management operations in FileCloudAPI, including creating, reading, updating, and deleting ACL entries for users and groups.

  File: /tf/active/vicechatdev/test_acl_functions.py | Lines: 25-125

  testing acl access-control permissions filecloud

• function print_json

  A utility function that prints a Python dictionary as formatted JSON with 2-space indentation to standard output.

  File: /tf/active/vicechatdev/test_acl_functions.py | Lines: 21-23

  json formatting printing output debugging

• 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 | Lines: 375-435

  data-quality comparison analysis reporting statistics

• function generate_action_report

  Generates a comprehensive corrective action report for data quality issues in treatment records, categorizing actions by urgency and providing impact assessment.

  File: /tf/active/vicechatdev/data_quality_dashboard.py | Lines: 323-373

  data-quality reporting veterinary treatment-records data-validation

• function analyze_temporal_trends

  Analyzes and prints temporal trends in timing issues for treatments that occur before flock start dates or after flock end dates, breaking down occurrences by year and month.

  File: /tf/active/vicechatdev/data_quality_dashboard.py | Lines: 297-321

  temporal-analysis data-quality time-series reporting data-validation

• 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 | Lines: 267-295

  data-quality reporting diagnostics livestock-management data-validation

• function analyze_problematic_products

  Analyzes and prints statistical information about products involved in severe timing issues, including product frequency counts and their associated diagnostic classes.

  File: /tf/active/vicechatdev/data_quality_dashboard.py | Lines: 247-265

  data-analysis healthcare medical-products timing-issues diagnostic-analysis

• function analyze_flock_type_patterns

  Analyzes and prints timing pattern statistics for flock data by categorizing issues that occur before start time and after end time, grouped by flock type.

  File: /tf/active/vicechatdev/data_quality_dashboard.py | Lines: 225-245

  data-analysis pandas timing-patterns flock-management aggregation

• function show_critical_errors

  Displays critical data quality errors in treatment records, focusing on date anomalies including 1900 dates, extreme future dates, and extreme past dates relative to flock lifecycles.

  File: /tf/active/vicechatdev/data_quality_dashboard.py | Lines: 193-223

  data-quality validation error-reporting date-validation data-cleaning

• 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 | Lines: 104-191

  data-quality dashboard interactive menu-driven timing-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 | Lines: 76-102

  data-quality dashboard visualization poultry-management treatment-timing

• 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 | Lines: 56-74

  data-loading csv pandas file-io data-analysis

• 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 | Lines: 16-54

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

• class ImprovedProjectVictoriaGenerator

  Improved Project Victoria Disclosure Generator with proper reference management.

  File: /tf/active/vicechatdev/improved_project_victoria_generator.py | Lines: 147-787

  class improvedprojectvictoriagenerator

• class ReferenceManager_v1

  Manages document references for inline citation and bibliography generation, tracking documents and generating formatted citations and bibliographies.

  File: /tf/active/vicechatdev/improved_project_victoria_generator.py | Lines: 48-145

  citation bibliography reference-management document-tracking inline-citation

• class ReferenceManager_v3

  Manages extraction and formatting of references for LLM chat responses. Handles both file references and BibTeX citations, formatting them according to various academic citation styles.

  File: /tf/active/vicechatdev/OneCo_hybrid_RAG_old.py | Lines: 75-632

  class referencemanager

• class ReferenceManager_v2

  Manages extraction and formatting of references for LLM chat responses. Handles both file references and BibTeX citations, formatting them according to various academic citation styles.

  File: /tf/active/vicechatdev/OneCo_hybrid_RAG copy.py | Lines: 75-587

  class referencemanager