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Search Results for "groupby"

Found 13 matching component(s)

  • class PatternBasedExtractor

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

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

    class patternbasedextractor
  • 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
  • class StatisticalAgent

    LLM-powered statistical analysis agent

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

    class statisticalagent
  • 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 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 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 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
  • class sanitize_identifier_fn

    A parameterized function class that sanitizes strings (group/label values) to make them safe for use as Python attribute names in AttrTree structures by converting special characters to their unicode names and applying transformations.

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

    sanitization identifier unicode string-processing attribute-names
  • function group_select

    Recursively groups a list of key tuples into a nested dictionary structure to optimize indexing operations by avoiding duplicate key lookups.

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

    data-structures optimization indexing grouping recursion
  • function unpack_group

    Unpacks a pandas DataFrame group by iterating over rows and yielding tuples of keys and objects, with special handling for objects with 'kdims' attribute.

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

    pandas dataframe groupby iterator generator
  • class ndmapping_groupby

    A parameterized function class that performs groupby operations on NdMapping objects, automatically using pandas for improved performance when available, falling back to pure Python implementation otherwise.

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

    groupby data-processing ndmapping pandas multi-dimensional
  • class HoloMap

    HoloMap is an n-dimensional mapping container that stores viewable elements or overlays indexed by tuple keys along declared key dimensions, enabling interactive exploration through widgets.

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

    visualization mapping multi-dimensional interactive container
  • class DynamicMap

    A DynamicMap is a type of HoloMap where the elements are dynamically generated by a callable. The callable is invoked with values associated with the key dimensions or with values supplied by stream parameters.

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

    class dynamicmap

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