# uakash07/driver-behavior-telemetry-analytics architecture

> Architecture diagram of the GitHub repository uakash07/driver-behavior-telemetry-analytics, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-11-13). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/uakash07/driver-behavior-telemetry-analytics
- Repository: https://github.com/uakash07/driver-behavior-telemetry-analytics

## Overview

This is a post-drive driver profiling and risk analytics platform. Its primary workflow generates or ingests telemetry, derives trip-level behavior features and labels, then computes risk, trends, coaching, and model explanations. A FastAPI service exposes the resulting analytics to a React fleet and driver dashboard. The pipeline orchestration and core analytics calls are visible in source; the README documents the API-to-dashboard relationship and several dashboard capabilities whose implementation details were not sampled.

Main entry points: [`features/engineering.py`](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/features/engineering.py) (Behavior Labels), [`preprocessing/pipeline.py`](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/preprocessing/pipeline.py) (Telemetry Cleaning), [`models/classifier.py`](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/models/classifier.py) (Classifiers & Anomalies), [`scoring/risk.py`](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/scoring/risk.py) (Risk Scoring)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_pipeline["Telemetry Pipeline"]
  node_generator["Telemetry Generator"]
  node_preprocess["Telemetry Cleaning<br/>[pipeline.py]"]
  node_features["Trip Features<br/>[engineering.py]"]
  node_labels["Behavior Labels<br/>[engineering.py]"]
end

subgraph group_analytics["Risk Analytics"]
  node_models["Classifiers &amp; Anomalies<br/>[classifier.py]"]
  node_risk["Risk Scoring<br/>[risk.py]"]
  node_trends["Trend Analysis<br/>[trends.py]"]
  node_feedback["Driver Coaching<br/>[feedback.py]"]
  node_explain["Feature Importance<br/>[insights.py]"]
end

subgraph group_serving["API Serving"]
  node_api["Analytics REST API<br/>[fastapi_app.py]"]
end

subgraph group_dashboard["Driver Dashboard"]
  node_react_entry["React Entry<br/>[main.tsx]"]
  node_dashboard_ui["Fleet &amp; Driver Views<br/>[App.tsx]"]
end

node_operator(("Pipeline Operator"))
node_browser(("Dashboard User"))

node_operator -->|"starts pipeline"| node_generator
node_operator -->|"starts pipeline"| node_preprocess
node_operator -->|"starts pipeline"| node_features
node_operator -->|"starts pipeline"| node_labels
node_operator -->|"starts pipeline"| node_models
node_operator -->|"starts pipeline"| node_risk
node_operator -->|"starts pipeline"| node_trends
node_operator -->|"starts pipeline"| node_feedback
node_operator -->|"starts pipeline"| node_explain
node_operator -->|"launches server"| node_api
node_generator -->|"raw telemetry"| node_preprocess
node_preprocess -->|"cleaned telemetry"| node_features
node_features -->|"trip features"| node_labels
node_labels -->|"labeled trips"| node_models
node_labels -->|"labeled trips"| node_risk
node_risk -->|"scored trips"| node_trends
node_trends -->|"trended trips"| node_feedback
node_models -->|"trained forest"| node_explain
node_browser -.->|"opens dashboard"| node_react_entry
node_react_entry -->|"renders"| node_dashboard_ui
node_dashboard_ui -->|"requests analytics"| node_api
node_api -->|"returns analytics"| node_dashboard_ui

click node_generator "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/data/generate_dataset.py"
click node_preprocess "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/preprocessing/pipeline.py"
click node_features "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/features/engineering.py"
click node_labels "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/features/engineering.py"
click node_models "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/models/classifier.py"
click node_risk "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/scoring/risk.py"
click node_trends "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/analysis/trends.py"
click node_feedback "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/analysis/feedback.py"
click node_explain "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/explainability/insights.py"
click node_api "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/dashboard/fastapi_app.py"
click node_react_entry "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/dashboard-react/src/main.tsx"
click node_dashboard_ui "https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/dashboard-react/src/App.tsx"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_generator,node_preprocess,node_features,node_labels,node_browser toneBlue
class node_models,node_risk,node_trends,node_feedback,node_explain toneAmber
class node_api toneMint
class node_react_entry,node_dashboard_ui toneRose
class node_operator toneIndigo
```

## Components

### Telemetry Pipeline

- [Telemetry Generator](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/data/generate_dataset.py): `data/generate_dataset.py`
- [Telemetry Cleaning](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/preprocessing/pipeline.py): `preprocessing/pipeline.py`
- [Trip Features](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/features/engineering.py): `features/engineering.py`
- [Behavior Labels](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/features/engineering.py): `features/engineering.py`

### Risk Analytics

- [Classifiers & Anomalies](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/models/classifier.py): `models/classifier.py`
- [Risk Scoring](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/scoring/risk.py): `scoring/risk.py`
- [Trend Analysis](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/analysis/trends.py): `analysis/trends.py`
- [Driver Coaching](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/analysis/feedback.py): `analysis/feedback.py`
- [Feature Importance](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/explainability/insights.py): `explainability/insights.py`

### API Serving

- [Analytics REST API](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/dashboard/fastapi_app.py): `dashboard/fastapi_app.py`

### Driver Dashboard

- [React Entry](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/dashboard-react/src/main.tsx): `dashboard-react/src/main.tsx`
- [Fleet & Driver Views](https://github.com/uakash07/driver-behavior-telemetry-analytics/blob/main/dashboard-react/src/App.tsx): `dashboard-react/src/App.tsx`

### Other components

- **Pipeline Operator**
- **Dashboard User**

## Connections

- Pipeline Operator → Telemetry Generator: starts pipeline
- Pipeline Operator → Telemetry Cleaning: starts pipeline
- Pipeline Operator → Trip Features: starts pipeline
- Pipeline Operator → Behavior Labels: starts pipeline
- Pipeline Operator → Classifiers & Anomalies: starts pipeline
- Pipeline Operator → Risk Scoring: starts pipeline
- Pipeline Operator → Trend Analysis: starts pipeline
- Pipeline Operator → Driver Coaching: starts pipeline
- Pipeline Operator → Feature Importance: starts pipeline
- Pipeline Operator → Analytics REST API: launches server
- Telemetry Generator → Telemetry Cleaning: raw telemetry (evidence: `main.py`)
- Telemetry Cleaning → Trip Features: cleaned telemetry (evidence: `main.py`)
- Trip Features → Behavior Labels: trip features (evidence: `main.py`)
- Behavior Labels → Classifiers & Anomalies: labeled trips (evidence: `main.py`)
- Behavior Labels → Risk Scoring: labeled trips (evidence: `main.py`)
- Risk Scoring → Trend Analysis: scored trips (evidence: `main.py`)
- Trend Analysis → Driver Coaching: trended trips (evidence: `main.py`)
- Classifiers & Anomalies → Feature Importance: trained forest (evidence: `main.py`)
- Dashboard User → React Entry: opens dashboard
- React Entry → Fleet & Driver Views: renders (evidence: `dashboard-react/src/main.tsx`)
- Fleet & Driver Views → Analytics REST API: requests analytics (evidence: `README.md`)
- Analytics REST API → Fleet & Driver Views: returns analytics (evidence: `README.md`)