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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

function main_v1

Main orchestration function that reads an improved markdown file and converts it to an enhanced Word document with comprehensive formatting, including table of contents, warranty sections, disclosures, and bibliography.

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

document-generation word-processing markdown-conversion docx file-processing

class PatternBasedExtractor

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

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

class patternbasedextractor

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 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

data-analysis pandas timing-patterns flock-management aggregation

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

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

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 generate_python_snippets

Generates a Python file containing code snippets and helper functions for interacting with a Neo4j graph database based on the provided schema information.

File: /tf/active/vicechatdev/neo4j_schema_report.py

code-generation neo4j graph-database cypher schema

class User

A user management class that handles authentication, authorization, user profiles, preferences, file management, and logging for a Panel-based web application with Neo4j backend.

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

authentication authorization user-management role-based-access-control neo4j

function test_multiple_files

A test function that validates the extraction of text content from multiple document files using a DocumentExtractor instance, displaying extraction results and simulating combined content processing.

File: /tf/active/vicechatdev/leexi/test_multiple_files.py

testing document-extraction file-processing text-extraction multiple-files

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 main_v33

Command-line interface entry point for monitoring SharePoint to FileCloud synchronization logs, providing status analysis, log tailing, and real-time watching capabilities.

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

cli command-line-interface log-monitoring sharepoint filecloud

class SyncDiagnostics

A diagnostic class that analyzes and reports on synchronization issues between SharePoint and FileCloud, identifying missing files and root causes of sync failures.

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

diagnostics sync-analysis sharepoint filecloud troubleshooting

function main_v10

Main entry point for a SharePoint to FileCloud synchronization application that handles command-line arguments, connection testing, and orchestrates single or continuous sync operations.

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

cli entry-point synchronization sharepoint filecloud

class SharePointFileCloudSync

Orchestrates synchronization of documents from SharePoint to FileCloud, managing the complete sync lifecycle including document retrieval, comparison, upload, and folder structure creation.

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

synchronization sharepoint filecloud document-management cloud-sync

function index_documents_example

A demonstration function that indexes documents from a specified folder using a DocumentIndexer, creating the folder if it doesn't exist, and displays indexing results and collection statistics.

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

document-indexing example tutorial demonstration RAG

function index_v1

Flask route handler that renders the main application page with user session management, authentication checks, and document collection statistics.

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

flask web-route session-management authentication main-page

function api_documents

Flask API endpoint that retrieves statistics and metadata about indexed documents from a document indexer service.

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

flask api rest-endpoint document-management statistics

function api_index_folder

Flask API endpoint that initiates a background task to index documents in a specified folder, tracking progress and returning a task ID for status monitoring.

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

flask api endpoint background-task document-indexing

function index_v2

Flask route handler that renders the main DocChat interface with document collection statistics.

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

flask route-handler web-interface authentication rag

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

class DocumentIndexer

A class for indexing documents into ChromaDB with support for multiple file formats (PDF, Word, PowerPoint, Excel, text files), smart incremental indexing, and document chunk management.

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

document-indexing vector-database chromadb embeddings pdf-processing

function test_incremental_indexing

Comprehensive test function that validates incremental indexing functionality of a document indexing system, including initial indexing, change detection, re-indexing, and force re-indexing scenarios.

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

testing incremental-indexing document-indexing integration-test file-system

function test_end_date_extraction

Tests end date extraction functionality for contract documents that previously had missing end dates by downloading documents from FileCloud, extracting text, analyzing with LLM, and comparing results.

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

testing integration-test contract-analysis end-date-extraction document-processing

function main_v5

Main entry point function for the Contract Validity Analyzer application that orchestrates configuration loading, logging setup, FileCloud connection, and contract analysis execution.

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

entry-point main-function cli-application contract-analysis filecloud

class ContractAnalyzer

Main class for analyzing contract validity from FileCloud documents.

File: /tf/active/vicechatdev/contract_validity_analyzer/core/analyzer.py

class contractanalyzer

function main_v6

Main entry point function that orchestrates the contract validity analysis workflow by loading configuration, setting up logging, initializing the analyzer, running analysis, and reporting results.

File: /tf/active/vicechatdev/contract_validity_analyzer/core/analyzer.py

entry-point orchestration contract-analysis workflow configuration

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

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 LLMClient_v2

Client for interacting with LLM providers (OpenAI, Anthropic, Azure, etc.)

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

class llmclient

class HashCleaner

A document deduplication cleaner that removes documents with identical content by comparing hash values of document text.

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

deduplication data-cleaning hash-based document-processing duplicate-removal

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

class SimilarityCleaner

A document cleaning class that identifies and removes duplicate or highly similar documents based on embedding vector similarity, keeping only representative documents from each similarity group.

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

document-processing deduplication similarity embeddings clustering

class BaseCleaner

Abstract base class that defines the interface for document cleaning implementations, providing methods to remove redundancy from document collections and track cleaning statistics.

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

abstract-base-class document-processing data-cleaning redundancy-removal statistics

function test_us_csv

A unit test function that validates the smart_read_csv function's ability to correctly parse US-formatted CSV files with comma delimiters and point decimal separators.

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

testing unit-test csv data-parsing us-format

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

function get_text_section

Flask API endpoint that retrieves a specific text section by ID with optional version history and usage information, enforcing ownership-based access control.

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

flask api rest endpoint text-section

class Config

Configuration class that manages application-wide settings, directory structures, API keys, and operational parameters for a statistical analysis application.

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

configuration settings flask api-keys directory-management

class DataAnalysisService

Service class for managing data analysis operations within document sections, integrating with SmartStat components for statistical analysis, dataset processing, and visualization generation.

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

data-analysis statistical-analysis session-management dataset-processing visualization

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

class AnalysisType

An enumeration class that defines standardized types of statistical analyses available in the system.

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

enum enumeration statistical-analysis analysis-types constants

class AnalysisConfiguration

A dataclass that encapsulates configuration parameters for statistical analysis operations, including analysis type, variables, and statistical thresholds.

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

configuration statistical-analysis dataclass serialization analysis-parameters

class AnalysisResult_v1

A dataclass that encapsulates the results from statistical analysis operations, including metadata, file paths, and timestamps.

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

dataclass statistical-analysis result-container serialization data-structure

class AnalysisResult_v1

A dataclass that encapsulates results from statistical analysis operations, providing structured storage and serialization capabilities for analysis outputs.

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

dataclass statistical-analysis data-container serialization results-storage

function main_v65

A cleanup utility function that removes virtual environment directories from all SmartStat sessions while preserving project files, reporting disk space freed and cleanup statistics.

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

cleanup maintenance disk-space virtual-environment venv

class StatisticalAgent

LLM-powered statistical analysis agent

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

class statisticalagent

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Search Results for "statistics"

function create_excel_report_improved

function create_excel_report

function main_v1

class PatternBasedExtractor

function select_dataset

function analyze_flock_type_patterns

function analyze_problematic_products

function compare_datasets

class OneCo_hybrid_RAG_v2

function generate_python_snippets

class User

function test_multiple_files

function analyze_logs

function print_status

function main_v33

class SyncDiagnostics

function main_v10

class SharePointFileCloudSync

function index_documents_example

function index_v1

function api_documents

function api_index_folder

function index_v2

function get_stats

class DocumentIndexer

function test_incremental_indexing

function test_end_date_extraction

function main_v5

class ContractAnalyzer

function main_v6

class PerformanceLogger

class ProgressLogger

class LLMClient_v2

class HashCleaner

class CombinedCleaner

class SimilarityCleaner

class BaseCleaner

function test_us_csv

class ScriptExecutor

class SmartStatSession

function get_text_section

class Config

class DataAnalysisService

class OneCo_hybrid_RAG_v3

class AnalysisType

class AnalysisConfiguration

class AnalysisResult_v1

class AnalysisResult_v1

function main_v65

class StatisticalAgent

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