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Search Results for "samples"

Found 37 matching component(s)

  • function test_extraction_methods

    A test function that compares two PDF text extraction methods (regular llmsherpa and OCR-based Tesseract) on a specific purchase order document from FileCloud, checking for vendor name detection.

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

    testing pdf-extraction ocr document-processing text-extraction

  • class TextClusterer

    A class that clusters similar documents based on their embeddings using various clustering algorithms (K-means, Agglomerative, DBSCAN) and optionally generates summaries for each cluster.

    File: /tf/active/vicechatdev/chromadb-cleanup/src/clustering/text_clusterer.py

    clustering document-clustering embeddings machine-learning kmeans

  • function convert_european_decimals

    Detects and converts numeric data with European decimal format (comma as decimal separator) to standard format (dot as decimal separator) in a pandas DataFrame, handling mixed formats and missing data patterns.

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

    data-processing data-cleaning decimal-conversion european-format locale-handling

  • function smart_read_csv

    Automatically detects CSV file delimiters (comma, semicolon, tab) and handles regional decimal formats (European comma vs US/UK point) to reliably parse CSV files from different locales.

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

    csv data-loading file-parsing delimiter-detection regional-formats

  • function calculate_sample_size_v2

    Calculates the required sample size per group for a two-sample t-test given standard deviation, effect size (Cohen's d), significance level, and statistical power.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/f0a78968-1d2b-4fbe-a0c6-a372da2ce2a4/project_1/analysis.py

    statistics power-analysis sample-size t-test experimental-design

  • function calculate_sample_size

    Calculates the required sample size per group for a two-sample t-test using Cohen's d effect size, significance level, and statistical power.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/1315733d-fb14-4740-a1a4-021696492d5e/analysis_1.py

    statistics power-analysis sample-size t-test experimental-design

  • class DynamicSchemaDiscovery

    Discovers database schema from live database connection

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

    class dynamicschemadiscovery

  • class EnhancedSQLWorkflow

    Enhanced SQL workflow with iterative optimization

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

    class enhancedsqlworkflow

  • function create_sample_data_v1

    Generates a synthetic dataset with 200 samples containing group-based measurements, quality scores, environmental data, and temporal information, then saves it to a CSV file.

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

    data-generation synthetic-data sample-data testing demonstration

  • class TwoPassSqlWorkflow

    Two-pass SQL generation workflow with iteration and error correction

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

    class twopasssqlworkflow

  • 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 get_lims_sampletestresultdetails_by_uid

    Retrieves a LIMS_SampleTestResultDetails node from a Neo4j graph database by its unique identifier (UID).

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

    neo4j graph-database lims laboratory sample-testing

  • function create_lims_sampletestresultdetails

    Creates a new LIMS_SampleTestResultDetails node in a Neo4j graph database with the specified properties and returns the created node.

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

    neo4j graph-database LIMS laboratory database-insert

  • function create_lims_sampletestresults

    Creates a new LIMS_SampleTestResults node in a Neo4j graph database with the specified properties and returns the created node.

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

    neo4j graph-database LIMS laboratory database-insert

  • function get_all_lims_samples

    Queries a Neo4j graph database to retrieve LIMS_Samples nodes with a configurable limit on the number of results returned.

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

    neo4j graph-database cypher-query lims laboratory

  • function get_lims_samples_by_id

    Retrieves a single LIMS_Samples node from a Neo4j graph database by its unique identifier.

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

    neo4j graph-database lims database-query cypher

  • function get_lims_samples_by_uid

    Retrieves a single LIMS_Samples node from a Neo4j graph database by matching its unique identifier (UID).

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

    neo4j graph-database lims database-query sample-retrieval

  • function create_lims_samples

    Creates a new LIMS_Samples node in a Neo4j graph database with the specified properties and returns the created node.

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

    neo4j graph-database LIMS database-insert node-creation

  • function get_lims_sampletestresultdetails_with_references_samples_lims_samples

    Queries a Neo4j graph database to retrieve LIMS_Samples nodes that are connected to a specific LIMS_SampleTestResultDetails node through a REFERENCES_SAMPLES relationship.

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

    neo4j graph-database lims laboratory sample-management

  • function create_references_samples_relationship_v1

    Creates a REFERENCES_SAMPLES relationship in a Neo4j graph database between a LIMS_SampleTestResultDetails node and a LIMS_Samples node, with optional properties on the relationship.

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

    neo4j graph-database relationship LIMS laboratory

  • function get_lims_sampletestresults_with_references_samples_lims_samples

    Queries a Neo4j graph database to retrieve LIMS_Samples nodes that are connected to a specific LIMS_SampleTestResults node through a REFERENCES_SAMPLES relationship.

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

    neo4j graph-database lims laboratory sample-management

  • function create_references_samples_relationship

    Creates a REFERENCES_SAMPLES relationship in a Neo4j graph database between a LIMS_SampleTestResults node and a LIMS_Samples node, with optional properties on the relationship.

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

    neo4j graph-database relationship LIMS laboratory

  • function get_lims_samples_with_references_requests_lims_requests

    Queries a Neo4j graph database to retrieve LIMS_Requests nodes that are connected to a specific LIMS_Samples node via a REFERENCES_REQUESTS relationship.

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

    neo4j graph-database lims database-query cypher

  • function create_references_requests_relationship

    Creates a REFERENCES_REQUESTS relationship in a Neo4j graph database between a LIMS_Samples node and a LIMS_Requests node, with optional properties on the relationship.

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

    neo4j graph-database relationship LIMS database

  • function get_lims_samples_with_references_sampletypes_lims_sampletypes

    Queries a Neo4j graph database to retrieve LIMS_SampleTypes nodes that are connected to a specific LIMS_Samples node through a REFERENCES_SAMPLETYPES relationship.

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

    neo4j graph-database cypher-query lims laboratory-information-management

  • function create_references_sampletypes_relationship_v1

    Creates a REFERENCES_SAMPLETYPES relationship in a Neo4j graph database between a LIMS_Samples node and a LIMS_SampleTypes node, with optional properties on the relationship.

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

    neo4j graph-database relationship-creation LIMS laboratory

  • function get_lims_samples_with_references_establishment_dbo_establishment

    Queries a Neo4j graph database to retrieve dbo_Establishment nodes that are connected to a specific LIMS_Samples node through a REFERENCES_ESTABLISHMENT relationship.

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

    neo4j graph-database cypher-query lims laboratory-data

  • function create_references_establishment_relationship_v1

    Creates a REFERENCES_ESTABLISHMENT relationship in a Neo4j graph database between a LIMS_Samples node and a dbo_Establishment node, with optional properties on the relationship.

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

    neo4j graph-database relationship-creation cypher-query lims

  • function get_lims_samples_with_references_flocks_dbo_flocks

    Queries a Neo4j graph database to retrieve dbo_Flocks nodes that are connected to a specific LIMS_Samples node through a REFERENCES_FLOCKS relationship.

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

    neo4j graph-database cypher-query lims flocks

  • function create_references_flocks_relationship

    Creates a REFERENCES_FLOCKS relationship in a Neo4j graph database between a LIMS_Samples node and a dbo_Flocks node, with optional properties on the relationship.

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

    neo4j graph-database relationship-creation cypher-query database

  • function get_lims_samples_with_references_houses_dbo_houses

    Retrieves dbo_Houses nodes from a Neo4j graph database that are connected to a specific LIMS_Samples node via REFERENCES_HOUSES relationships.

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

    neo4j graph-database cypher-query lims database-query

  • function create_references_houses_relationship

    Creates a REFERENCES_HOUSES relationship in a Neo4j graph database between a LIMS_Samples node and a dbo_Houses node, with optional properties on the relationship.

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

    neo4j graph-database relationship-creation cypher-query lims

  • class SQLQueryGenerator_v1

    Generates SQL queries based on user requests and database schema

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

    class sqlquerygenerator

  • function bound_range

    Computes a bounding range and density from evenly spaced samples, extending the range by half the density on each side and detecting if values are inverted.

    File: /tf/active/vicechatdev/patches/util.py

    data-processing bounds-calculation density-computation numerical-precision datetime-handling

  • function compute_density

    Computes the density (samples per unit) of a grid given start and end boundaries and the number of samples, with special handling for datetime/timedelta types.

    File: /tf/active/vicechatdev/patches/util.py

    density grid datetime timedelta sampling

  • function date_range

    Generates an evenly-spaced date range array with a specified number of samples between start and end dates, with dates centered in each interval.

    File: /tf/active/vicechatdev/patches/util.py

    datetime date-range time-series numpy pandas

  • class DocumentProcessor_v3

    A comprehensive PDF document processor that handles text extraction, OCR (Optical Character Recognition), layout analysis, table detection, and metadata extraction from PDF files.

    File: /tf/active/vicechatdev/invoice_extraction/core/document_processor.py

    pdf-processing ocr text-extraction document-processing invoice-processing

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