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Search Results for "science"

Found 25 matching component(s)

  • function validate_and_alternatives

    Validates whether a given keyword is a valid chemical compound, biochemical concept, or drug-related term using GPT-4, and returns alternative names/synonyms if valid.

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

    validation chemistry biochemistry drug-research llm

  • class AgentExecutor

    Agent-based script executor that generates standalone Python files, manages dependencies, and provides iterative debugging capabilities

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

    class agentexecutor

  • 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 SmartStatService

    Service for running SmartStat analysis sessions in Vice AI

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

    class smartstatservice

  • 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 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 StatisticalAgent

    LLM-powered statistical analysis agent

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

    class statisticalagent

  • function clean_for_json_v14

    Recursively sanitizes Python objects to make them JSON-serializable by converting NumPy types to native Python types and handling NaN/Inf values.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/42b81361-ba7e-4d79-9598-3090af68384b/analysis_2.py

    json serialization numpy data-conversion type-conversion

  • function calculate_cv_v2

    Calculates the coefficient of variation (CV) for a group of numerical values, expressed as a percentage.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/f5da873e-41e6-4f34-b3e4-f7443d4d213b/analysis_5.py

    statistics coefficient-of-variation cv variability dispersion

  • function clean_for_json_v3

    Recursively converts Python objects (including NumPy and Pandas types) into JSON-serializable formats by handling special numeric types, NaN/Inf values, and nested data structures.

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

    json serialization data-conversion numpy pandas

  • function perform_analysis

    Performs comprehensive statistical analysis on grouped biological/experimental data, including descriptive statistics, correlation analysis, ANOVA testing, and visualization of infection levels and growth performance across different groups.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/e1ecec5f-4ea5-49c5-b4f5-d051ce851294/project_1/analysis.py

    statistical-analysis data-analysis ANOVA correlation visualization

  • function clean_for_json_v7

    Recursively traverses and sanitizes data structures (dicts, lists, numpy types) to ensure JSON serialization compatibility by converting numpy types to native Python types and handling NaN/Inf values.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/d1e252f5-950c-4ad7-b425-86b4b02c3c62/analysis_1.py

    json serialization data-cleaning numpy pandas

  • function clean_for_json_v8

    Recursively traverses and converts a nested data structure (dicts, lists, numpy types, pandas NaN) into JSON-serializable Python primitives.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/d1e252f5-950c-4ad7-b425-86b4b02c3c62/analysis_5.py

    json serialization data-cleaning numpy pandas

  • 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 explore_data

    Performs comprehensive exploratory data analysis on a pandas DataFrame, printing dataset overview, data types, missing values, descriptive statistics, and identifying categorical and numerical variables.

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

    data-exploration EDA exploratory-data-analysis data-profiling pandas

  • 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 export_results

    Exports correlation analysis results to multiple CSV files, including overall correlations, grouped correlations, and significant findings.

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

    data-export csv file-io correlation-analysis results-persistence

  • class AgentExecutor_v1

    Agent-based script executor that generates standalone Python files, manages dependencies, and provides iterative debugging capabilities

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

    class agentexecutor

  • function run_analysis_async

    Executes a data analysis workflow asynchronously with real-time progress tracking, including query interpretation, script generation, execution, and result finalization.

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

    async data-analysis statistical-analysis progress-tracking llm-integration

  • class StatisticalAgent_v1

    LLM-powered statistical analysis agent

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

    class statisticalagent

  • class AgentExecutor_v2

    Agent-based script executor that generates standalone Python files, manages dependencies, and provides iterative debugging capabilities

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

    class agentexecutor

  • class StatisticalAgent_v2

    LLM-powered statistical analysis agent

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

    class statisticalagent

  • function cftime_to_timestamp

    Converts cftime datetime objects (or arrays) to timestamps since Unix epoch (1970-01-01 00:00:00) in specified time units, defaulting to microseconds.

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

    datetime cftime timestamp calendar-conversion climate-data

  • class CompactResponseFormatter

    A formatter class that converts verbose LLM responses into compact, symbol-rich text optimized for e-ink displays by using Unicode symbols, mathematical notation, and abbreviated formatting.

    File: /tf/active/vicechatdev/e-ink-llm/compact_formatter.py

    formatting text-processing e-ink display-optimization compact-notation

  • class IllustrationGenerator

    A class that generates educational illustrations and technical drawings for mathematical and scientific concepts using matplotlib and programmatic rendering.

    File: /tf/active/vicechatdev/e-ink-llm/graphics_generator.py

    illustration educational graphics matplotlib visualization

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