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Entity prioritization and escalation detection using GLMM statistical models

Project description

Priorityx: Entity prioritization and escalation detection using GLMM statistical models

Installation

pip install priorityx

Quick Start

import polars as pl
from priorityx.core.glmm import fit_priority_matrix
from priorityx.viz.matrix import plot_priority_matrix

df = pl.read_csv("data.csv")

results, stats = fit_priority_matrix(
    df,
    entity_col="service",
    timestamp_col="date",
    temporal_granularity="quarterly"
)

plot_priority_matrix(results, entity_name="Service", save_plot=True)

Features

  • GLMM-based priority classification (Q1-Q4 quadrants)
  • Transition detection over time
  • Movement tracking
  • Visualization

Use Cases

IT incidents, software bugs, compliance violations, performance monitoring.

Documentation

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