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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