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Found 48 matching component(s)

  • function create_excel_report_improved

    Creates a multi-sheet Excel report from warranty data, including main report, summary view, complete data, references, and statistics sheets with auto-formatted columns.

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

    excel reporting data-export pandas multi-sheet
  • function create_excel_report

    Creates a multi-sheet Excel report from warranty data, including main report, summary view, complete data, and statistics sheets with auto-formatted columns.

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

    excel reporting data-export pandas openpyxl
  • class PatternBasedExtractor

    Extract flocks based on farm-level In-Ovo usage patterns.

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

    class patternbasedextractor
  • 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 OneCo_hybrid_RAG_v2

    A class named OneCo_hybrid_RAG

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

    class oneco_hybrid_rag
  • function analyze_logs

    Parses and analyzes log files to extract synchronization statistics, error counts, and performance metrics for a specified time period.

    File: /tf/active/vicechatdev/SPFCsync/monitor.py

    log-analysis file-synchronization monitoring statistics parsing
  • function print_status

    Prints a formatted status report for SharePoint to FileCloud synchronization operations, displaying sync statistics, timing information, and health indicators.

    File: /tf/active/vicechatdev/SPFCsync/monitor.py

    reporting monitoring status console-output sync
  • function get_stats

    Flask API endpoint that retrieves and returns statistics about a document collection from a RAG (Retrieval-Augmented Generation) system.

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

    flask api endpoint statistics rag
  • 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
  • class PerformanceLogger

    A context manager class that measures and logs the execution time of code blocks, with support for custom metrics and automatic error handling.

    File: /tf/active/vicechatdev/contract_validity_analyzer/utils/logging_utils.py

    performance logging context-manager timing metrics
  • function log_performance

    A context manager decorator that logs the performance metrics of an operation by wrapping it with a PerformanceLogger instance.

    File: /tf/active/vicechatdev/contract_validity_analyzer/utils/logging_utils.py

    performance logging context-manager monitoring profiling
  • class ProgressLogger

    A progress tracking logger that monitors and reports the progress of long-running operations with timing statistics, error counts, and estimated completion times.

    File: /tf/active/vicechatdev/contract_validity_analyzer/utils/logging_utils.py

    progress-tracking logging monitoring batch-processing performance-metrics
  • class CombinedCleaner

    A document cleaner that combines hash-based and similarity-based cleaning approaches to remove both exact and near-duplicate documents in a two-stage process.

    File: /tf/active/vicechatdev/chromadb-cleanup/src/cleaners/combined_cleaner.py

    document-cleaning deduplication data-processing hash-based similarity-based
  • function validate_sheet_format

    Analyzes Excel sheet structure using multiple heuristics to classify it as tabular data, information sheet, or mixed format, returning quality metrics and extraction recommendations.

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

    data-validation excel-processing sheet-classification data-quality heuristic-analysis
  • class OneCo_hybrid_RAG_v3

    A class named OneCo_hybrid_RAG

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

    class oneco_hybrid_rag
  • function main_v56

    Performs comprehensive exploratory data analysis on a broiler chicken performance dataset, analyzing the correlation between Eimeria infection and performance measures (weight gain, feed conversion ratio, mortality rate) across different treatments and challenge regimens.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/343f5578-64e0-4101-84bd-5824b3c15deb/project_1/analysis.py

    data-analysis exploratory-data-analysis veterinary-research poultry-health correlation-analysis
  • function create_sample_data_v2

    Generates a synthetic dataset of 200 poultry research records with multiple treatment groups, challenge regimens, and performance metrics for demonstration purposes.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    data-generation synthetic-data poultry-research veterinary coccidiosis
  • function identify_variables

    Categorizes DataFrame columns into Eimeria infection variables, performance measure variables, and grouping variables based on keyword matching in column names.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    data-preprocessing variable-classification keyword-matching veterinary-research eimeria
  • function calculate_correlations

    Calculates both Pearson and Spearman correlation coefficients between Eimeria variables and performance variables, filtering out missing values and identifying statistically significant relationships.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    correlation statistics data-analysis pearson spearman
  • function grouped_correlation_analysis

    Performs Pearson correlation analysis between Eimeria-related variables and performance variables, grouped by specified categorical variables (e.g., treatment, challenge groups).

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    correlation-analysis grouped-analysis statistical-analysis pearson-correlation eimeria
  • function create_correlation_heatmap

    Generates and saves a correlation heatmap visualizing the relationships between Eimeria infection indicators and performance measures from a pandas DataFrame.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    visualization correlation heatmap data-analysis statistics
  • function create_scatter_plots

    Creates scatter plots with linear regression lines showing relationships between Eimeria variables and performance variables, grouped by categorical variables, and saves them as PNG files.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    data-visualization scatter-plot regression-analysis correlation pearson-correlation
  • function generate_conclusions

    Generates and prints comprehensive statistical conclusions from correlation analysis between Eimeria infection variables and broiler performance measures, including overall and group-specific findings.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    statistical-analysis correlation reporting data-analysis veterinary-research
  • function main_v26

    Orchestrates a complete correlation analysis pipeline for Eimeria infection and broiler performance data, from data loading through visualization and results export.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    data-analysis correlation statistics veterinary agriculture
  • class ApprovalCycle

    Model representing an approval cycle for a document version.

    File: /tf/active/vicechatdev/CDocs/models/approval_bis.py

    class approvalcycle
  • function get_system_stats

    Retrieves comprehensive system statistics from a Neo4j graph database for display on an admin dashboard, including user counts, document counts, review cycles, and approval metrics.

    File: /tf/active/vicechatdev/CDocs/controllers/admin_controller.py

    admin dashboard statistics metrics neo4j
  • function get_document_stats

    Retrieves aggregated statistics about controlled documents from a Neo4j database, including status and type distributions for visualization in charts.

    File: /tf/active/vicechatdev/CDocs/controllers/admin_controller.py

    statistics analytics neo4j graph-database document-management
  • function get_approval_statistics_v1

    Retrieves comprehensive approval statistics from a Neo4j graph database, including counts of total, pending, completed, approved, and rejected approval cycles and decisions, along with calculated approval rates.

    File: /tf/active/vicechatdev/CDocs/controllers/approval_controller.py

    statistics analytics approval-workflow neo4j graph-database
  • function get_review_statistics

    Retrieves comprehensive review statistics from a Neo4j graph database, including counts of review cycles, approval rates, and reviewer decisions.

    File: /tf/active/vicechatdev/CDocs/controllers/review_controller.py

    statistics analytics review-system neo4j graph-database
  • class ApprovalPanel

    Approval management interface component

    File: /tf/active/vicechatdev/CDocs/ui/approval_panel_bis.py

    class approvalpanel
  • class ApprovalPanel_v1

    Approval management interface component

    File: /tf/active/vicechatdev/CDocs/ui/approval_panel.py

    class approvalpanel
  • class ReviewPanel

    Review management interface component

    File: /tf/active/vicechatdev/CDocs/ui/review_panel.py

    class reviewpanel
  • class AdminPanel

    Admin configuration interface component

    File: /tf/active/vicechatdev/CDocs/ui/admin_panel.py

    class adminpanel
  • class TableInfo

    A dataclass that encapsulates comprehensive metadata about a database table, including schema information, columns, keys, and data quality metrics.

    File: /tf/active/vicechatdev/full_smartstat/dynamic_schema_discovery.py

    dataclass database metadata schema table-info
  • class DynamicSchemaDiscovery

    Discovers database schema from live database connection

    File: /tf/active/vicechatdev/full_smartstat/dynamic_schema_discovery.py

    class dynamicschemadiscovery
  • function test_json_serialization

    A test function that validates JSON serialization and deserialization of workflow data structures containing status, progress, and results information.

    File: /tf/active/vicechatdev/full_smartstat/test_enhanced_progress.py

    testing json serialization deserialization workflow
  • function get_database_schema_viewer

    Flask route handler that retrieves and formats detailed database schema information from a discovered schema stored in the Flask app object, returning it as JSON for visualization purposes.

    File: /tf/active/vicechatdev/full_smartstat/app.py

    flask api-endpoint database-schema metadata visualization
  • function admin_status

    Flask route handler that retrieves comprehensive system status information including disk usage, session counts, analysis counts, and orphaned file detection for an admin dashboard.

    File: /tf/active/vicechatdev/full_smartstat/app.py

    admin monitoring disk-usage system-status flask-route
  • class EnhancedSQLWorkflow

    Enhanced SQL workflow with iterative optimization

    File: /tf/active/vicechatdev/full_smartstat/enhanced_sql_workflow.py

    class enhancedsqlworkflow
  • class IterationResult

    A dataclass that encapsulates the complete results of a single iteration in a two-pass process, including table selection, SQL generation, and execution outcomes.

    File: /tf/active/vicechatdev/full_smartstat/two_pass_sql_workflow.py

    dataclass result-container iteration-tracking sql-execution query-generation
  • class DataProcessor

    Handles data loading, validation, and preprocessing

    File: /tf/active/vicechatdev/full_smartstat/data_processor.py

    class dataprocessor
  • class SQLQueryGenerator

    Generates SQL queries based on user requests and database schema

    File: /tf/active/vicechatdev/full_smartstat/sql_query_generator.py

    class sqlquerygenerator
  • function demonstrate_sql_workflow_v1

    Demonstrates the enhanced SQL workflow for the SmartStat system by loading configurations, initializing the SQL query generator, testing natural language to SQL conversion, and displaying schema analysis.

    File: /tf/active/vicechatdev/full_smartstat/demo_enhanced_sql_workflow.py

    demonstration testing sql-generation natural-language-processing database-schema
  • function get_database_statistics

    Retrieves statistical information about a Neo4j graph database, including counts of nodes grouped by label and counts of relationships grouped by type.

    File: /tf/active/vicechatdev/neo4j_schema/neo4j_python_snippets.py

    neo4j graph-database statistics database-monitoring cypher-query
  • class DataProcessor_v1

    Handles data loading, validation, and preprocessing

    File: /tf/active/vicechatdev/smartstat/data_processor.py

    class dataprocessor
  • function demonstrate_sql_workflow

    Demonstrates the enhanced SQL workflow for the SmartStat system by loading configurations, initializing SQL query generator, testing natural language to SQL conversion, and displaying schema analysis.

    File: /tf/active/vicechatdev/smartstat/demo_enhanced_sql_workflow.py

    demonstration sql-generation natural-language-processing database-schema testing
  • function main_v54

    Performs statistical analysis on antibiotic usage data, comparing distribution patterns between vaccinated and non-vaccinated groups, and generates visualization plots, summary tables, and written conclusions.

    File: /tf/active/vicechatdev/smartstat/output/b7a013ae-a461-4aca-abae-9ed243119494/analysis_70ac0517/analysis.py

    data-analysis statistical-analysis healthcare antibiotics vaccination
  • function main_v55

    Performs statistical analysis to determine the correlation between antibiotic use frequency and vaccination modes (in-ovo vs non-in-ovo), generating visualizations and saving results to files.

    File: /tf/active/vicechatdev/smartstat/output/b7a013ae-a461-4aca-abae-9ed243119494/analysis_6cdbc6c8/analysis.py

    statistical-analysis correlation data-visualization pearson-correlation antibiotic-analysis

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