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Search Results for "veterinary"

Found 18 matching component(s)

  • 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

    data-quality reporting veterinary treatment-records data-validation

  • 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 DynamicSchemaDiscovery

    Discovers database schema from live database connection

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

    class dynamicschemadiscovery

  • 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_dbo_interventionprotocolflocks_by_id

    Retrieves a single dbo_InterventionProtocolFlocks node from a Neo4j graph database by its unique ID.

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

    neo4j graph-database database-query node-retrieval intervention-protocol

  • function create_dbo_interventionprotocolflocks

    Creates a new node labeled 'dbo_InterventionProtocolFlocks' in a Neo4j graph database with the specified properties.

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

    neo4j graph-database database-insert node-creation cypher-query

  • function get_dbo_interventionprotocolflocks_with_references_flocks_dbo_flocks

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

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

    neo4j graph-database cypher-query relationship-traversal database-query

  • 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 main_v62

    Demonstrates the SmartStat SQL Workflow by loading a database schema, initializing a SQL query generator, and generating SQL queries from natural language requests for various laboratory data analysis scenarios.

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

    demonstration sql-generation natural-language-processing database-schema workflow

  • 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

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