diff --git a/.github/workflows/security-audit.yml b/.github/workflows/security-audit.yml
index 6da1943..b3a7701 100644
--- a/.github/workflows/security-audit.yml
+++ b/.github/workflows/security-audit.yml
@@ -63,7 +63,7 @@ jobs:
run: |
echo "📋 Scanning Python code for security issues..."
source .venv/bin/activate
- bandit -r data_engineering/ -f json -o bandit-report.json || true
+ bandit -r pipeline/ -f json -o bandit-report.json || true
- name: Dependency vulnerability scan (pip-audit)
continue-on-error: true
diff --git a/FILES.md b/FILES.md
index d7c50e6..70b230e 100644
--- a/FILES.md
+++ b/FILES.md
@@ -10,30 +10,41 @@ This document provides a complete listing of all files in the Perspectiverse rep
| `FILES.md` | This file - complete file listing and organization guide |
| `LICENSE` | Project license |
| `pyproject.toml` | Python project configuration, dependencies, and build system |
-| `.gitignore` | Git ignore rules for Python, data files, logs, and IDE files |
+| `package.json` | Frontend dependencies and scripts |
+| `.gitignore` | Git ignore rules |
| `uv.lock` | Lock file for uv package manager (generated) |
-## Scripts
+## Pipeline (`pipeline/`)
-| File | Description |
-|------|-------------|
-| `scripts/security_check.sh` | Security scanning script for local development (Bandit + pip-audit) |
+| File/Directory | Description |
+|----------------|-------------|
+| `pipeline/run_pipeline.py` | Main orchestrator script for data ingestion and processing |
+| `pipeline/data/` | Local storage for SQLite databases and raw JSONs |
+| `pipeline/config/` | Pipeline configuration files |
+| `pipeline/data_sources/` | Source-specific extraction scripts (e.g., Bluesky) |
-## GitHub Configuration (`.github/`)
-| File | Description |
-|------|-------------|
-| `workflows/security-audit.yml` | Automated security scanning workflow (Bandit + pip-audit) |
+## Frontend (`src/` & `public/`)
-## Data Engineering Files (`data_engineering/`)
+| File/Directory | Description |
+|----------------|-------------|
+| `src/` | React components and Three.js visualization code |
+| `public/` | Static assets |
+| `public/data.json` | The bridge: Output of pipeline, input for frontend |
+| `index.html` | Entry point for the web application |
+| `tailwind.config.js` | Tailwind CSS configuration |
+| `postcss.config.js` | PostCSS configuration |
-| Directory | Description |
-|-----------|-------------|
-| `config/` | Central configuration files |
-| `scripts/` | Main pipeline orchestrators and scripts |
-| `data_sources/` | Extraction and processing scripts for various data sources |
+## Documentation (`project_documentation/`)
-## Final Output (`data_final/`)
+| File | Description |
+|------|-------------|
+| `Project Architecture_ Discourse Universe.md` | Conceptual overview and high-level architecture |
+| `Technical Implementation Canvas.md` | Technical details and implementation stages |
+| `UI & 3D Implementation Canvas_ Perspectiverse.md` | Frontend design and 3D visualization details |
+
+## Scripts & CI/CD
-| Directory | Description |
-|-----------|-------------|
-| `data_final/` | Final processed Markdown files ready for use |
+| File | Description |
+|------|-------------|
+| `scripts/security_check.sh` | Security scanning script for local development |
+| `.github/workflows/security-audit.yml` | Automated security scanning workflow |
diff --git a/README.md b/README.md
index 4d8503a..c742334 100644
--- a/README.md
+++ b/README.md
@@ -2,13 +2,15 @@
Live mapping the universe of human attention and perspectives
## 🎯 Project Overview
-Perspectiverse aims to map the universe of human attention and perspectives through a reproducible data engineering pipeline.
+Perspectiverse aims to map the universe of human attention and perspectives through a reproducible data engineering pipeline and an immersive 3D visualization.
## 🚀 Quick Start
### Prerequisites
- Python 3.10+
+- Node.js & npm
- [uv](https://github.com/astral-sh/uv) (fast Python package manager)
+- [Ollama](https://ollama.ai/) (for local LLM processing)
### Installation
@@ -18,28 +20,26 @@ Perspectiverse aims to map the universe of human attention and perspectives thro
cd perspectiverse
```
-2. **Set up the virtual environment:**
+2. **Set up the Python environment:**
```bash
uv venv
- ```
-
-3. **Install dependencies:**
- ```bash
uv sync
+ source .venv/bin/activate # On Windows: .venv\Scripts\activate
```
-4. **Activate the environment:**
+3. **Set up the Frontend:**
```bash
- source .venv/bin/activate # On Windows: .venv\Scripts\activate
+ npm install
```
## 📁 Project Structure
-The project follows an intuitive structure inspired by [the_depositum](https://github.com/Data-Science-Link/the_depositum):
-
-- `data_engineering/`: Contains all technical components for data extraction and transformation.
-- `data_final/`: Contains the final output files (optimized for AI tools).
-- `scripts/`: Useful utility scripts, including security checks.
-- `.github/workflows/`: Automated CI/CD pipelines, including security audits.
+- `pipeline/`: Python backend code for data ingestion and NLP processing.
+ - `data/`: Local storage for raw and intermediate data.
+ - `run_pipeline.py`: Main orchestrator script.
+- `public/`: Static web assets, including the generated `data.json`.
+- `src/`: React and React Three Fiber frontend source code.
+- `project_documentation/`: High-level design and implementation documents.
+- `scripts/`: Utility scripts for security and maintenance.
For a detailed file listing, see [FILES.md](FILES.md).
diff --git a/data_final/.gitkeep b/data_final/.gitkeep
deleted file mode 100644
index e69de29..0000000
diff --git a/data_final/README.md b/data_final/README.md
deleted file mode 100644
index 2ae16d2..0000000
--- a/data_final/README.md
+++ /dev/null
@@ -1,8 +0,0 @@
-# Final Data Output
-
-This directory contains the final, processed data files from the Perspectiverse pipeline.
-
-## Characteristics
-- **Format**: Optimized Markdown for ingestion by AI tools (like NotebookLM).
-- **Structure**: Clean, hierarchical headers and minimal metadata.
-- **Source-Grounded**: Every file corresponds to a processed entity from the `data_engineering` pipeline.
diff --git a/index.html b/index.html
new file mode 100644
index 0000000..2d85905
--- /dev/null
+++ b/index.html
@@ -0,0 +1,13 @@
+
+
+
+
+
+
+ Perspectiverse | Discourse Universe
+
+
+
+
+
+
diff --git a/package.json b/package.json
new file mode 100644
index 0000000..80ea01a
--- /dev/null
+++ b/package.json
@@ -0,0 +1,32 @@
+{
+ "name": "perspectiverse-frontend",
+ "private": true,
+ "version": "0.1.0",
+ "type": "module",
+ "scripts": {
+ "dev": "vite",
+ "build": "vite build",
+ "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0",
+ "preview": "vite preview"
+ },
+ "dependencies": {
+ "@react-three/drei": "^9.0.0",
+ "@react-three/fiber": "^8.0.0",
+ "react": "^18.2.0",
+ "react-dom": "^18.2.0",
+ "three": "^0.160.0"
+ },
+ "devDependencies": {
+ "@types/react": "^18.2.0",
+ "@types/react-dom": "^18.2.0",
+ "@vitejs/plugin-react": "^4.2.0",
+ "autoprefixer": "^10.4.17",
+ "eslint": "^8.56.0",
+ "eslint-plugin-react": "^7.33.2",
+ "eslint-plugin-react-hooks": "^4.6.0",
+ "eslint-plugin-react-refresh": "^0.4.5",
+ "postcss": "^8.4.35",
+ "tailwindcss": "^3.4.1",
+ "vite": "^5.1.0"
+ }
+}
diff --git a/data_engineering/README.md b/pipeline/README.md
similarity index 100%
rename from data_engineering/README.md
rename to pipeline/README.md
diff --git a/pipeline/__init__.py b/pipeline/__init__.py
new file mode 100644
index 0000000..efb1c50
--- /dev/null
+++ b/pipeline/__init__.py
@@ -0,0 +1 @@
+# Pipeline package
diff --git a/data_engineering/config/.gitkeep b/pipeline/config/.gitkeep
similarity index 100%
rename from data_engineering/config/.gitkeep
rename to pipeline/config/.gitkeep
diff --git a/data_engineering/data_sources/.gitkeep b/pipeline/data_sources/.gitkeep
similarity index 100%
rename from data_engineering/data_sources/.gitkeep
rename to pipeline/data_sources/.gitkeep
diff --git a/data_engineering/data_sources/README.md b/pipeline/data_sources/README.md
similarity index 100%
rename from data_engineering/data_sources/README.md
rename to pipeline/data_sources/README.md
diff --git a/pipeline/run_pipeline.py b/pipeline/run_pipeline.py
new file mode 100644
index 0000000..72df282
--- /dev/null
+++ b/pipeline/run_pipeline.py
@@ -0,0 +1,20 @@
+import os
+import json
+import random
+import pandas as pd
+from atproto import Client
+# import ollama
+# from bertopic import BERTopic
+
+def main():
+ print("🚀 Starting Perspectiverse Pipeline...")
+
+ # 1. Data Ingestion (Bluesky)
+ # 2. Traditional NLP (BERTopic)
+ # 3. LLM Summarization (Ollama)
+ # 4. Final Output (data.json)
+
+ print("✅ Pipeline complete. data.json updated in public/")
+
+if __name__ == "__main__":
+ main()
diff --git a/data_engineering/scripts/.gitkeep b/pipeline/scripts/.gitkeep
similarity index 100%
rename from data_engineering/scripts/.gitkeep
rename to pipeline/scripts/.gitkeep
diff --git a/postcss.config.js b/postcss.config.js
new file mode 100644
index 0000000..2e7af2b
--- /dev/null
+++ b/postcss.config.js
@@ -0,0 +1,6 @@
+export default {
+ plugins: {
+ tailwindcss: {},
+ autoprefixer: {},
+ },
+}
diff --git a/documentation/Project Architecture_ Discourse Universe.md b/project_documentation/Project Architecture_ Discourse Universe.md
similarity index 100%
rename from documentation/Project Architecture_ Discourse Universe.md
rename to project_documentation/Project Architecture_ Discourse Universe.md
diff --git a/documentation/Technical Implementation Canvas.md b/project_documentation/Technical Implementation Canvas.md
similarity index 100%
rename from documentation/Technical Implementation Canvas.md
rename to project_documentation/Technical Implementation Canvas.md
diff --git a/documentation/UI & 3D Implementation Canvas_ Perspectiverse.md b/project_documentation/UI & 3D Implementation Canvas_ Perspectiverse.md
similarity index 100%
rename from documentation/UI & 3D Implementation Canvas_ Perspectiverse.md
rename to project_documentation/UI & 3D Implementation Canvas_ Perspectiverse.md
diff --git a/public/data.json b/public/data.json
new file mode 100644
index 0000000..1fbec5b
--- /dev/null
+++ b/public/data.json
@@ -0,0 +1,23 @@
+{
+ "last_updated": "2024-06-04",
+ "total_posts": 10000,
+ "topics": [
+ {
+ "id": 1,
+ "name": "Artificial Intelligence",
+ "total_volume_percent": 35.5,
+ "perspectives": [
+ {
+ "id": "1A",
+ "title": "Job Replacement Fear",
+ "summary": "Users are heavily anxious about recent layoffs attributed to automation.",
+ "volume_percent": 45.0,
+ "representative_posts": [
+ {"author": "user1.bsky", "text": "Just lost my copywriting gig to an LLM...", "likes": 402},
+ {"author": "user2.bsky", "text": "The tech bros don't care about the working class.", "likes": 150}
+ ]
+ }
+ ]
+ }
+ ]
+}
diff --git a/pyproject.toml b/pyproject.toml
index 55a8ff4..2fee5ae 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,17 +10,11 @@ authors = [
]
dependencies = [
- "requests>=2.31.0",
- "ebooklib>=0.18",
- "beautifulsoup4>=4.12.0",
- "striprtf>=0.0.26",
- "pyyaml>=6.0",
- "pypdf>=3.17.0",
- "pdfplumber>=0.10.0",
- "pydub>=0.25.1",
- "pyloudnorm>=0.1.1",
+ "atproto>=0.0.1",
+ "pandas>=2.0.0",
+ "bertopic>=0.16.0",
+ "ollama>=0.1.0",
"numpy>=1.24.0,<2.0",
- "openai-whisper==20231117",
]
[project.optional-dependencies]
@@ -35,8 +29,5 @@ dev = [
requires = ["hatchling"]
build-backend = "hatchling.build"
-[tool.uv.extra-build-dependencies]
-openai-whisper = ["standard-pkg-resources"]
-
[tool.hatch.build.targets.wheel]
-packages = ["data_engineering"]
+packages = ["pipeline"]
diff --git a/scripts/security_check.sh b/scripts/security_check.sh
index 78e1615..6db0a4f 100755
--- a/scripts/security_check.sh
+++ b/scripts/security_check.sh
@@ -24,7 +24,7 @@ fi
echo ""
echo "📋 Running Bandit security scan..."
-bandit -r data_engineering/ -f json -o bandit-report.json || true
+bandit -r pipeline/ -f json -o bandit-report.json || true
echo ""
echo "📦 Running pip-audit dependency scan..."
@@ -68,8 +68,11 @@ import os
if os.path.exists('pip-audit-report.json'):
with open('pip-audit-report.json') as f:
data = json.load(f)
- vulns = data.get('vulnerabilities', [])
- print(len(vulns))
+ if 'dependencies' in data:
+ count = sum(len(d.get('vulns', [])) for d in data['dependencies'])
+ else:
+ count = len(data.get('vulnerabilities', []))
+ print(count)
else:
print(0)
" 2>/dev/null || echo "0")
diff --git a/src/App.jsx b/src/App.jsx
new file mode 100644
index 0000000..9445b14
--- /dev/null
+++ b/src/App.jsx
@@ -0,0 +1,20 @@
+import React from 'react'
+
+function App() {
+ return (
+
+
+ {/* 3D Canvas will go here */}
+
+
3D Observatory (React Three Fiber)
+
+
+
+
Perspectiverse
+
Select a planet to begin exploring the discourse.
+
+
+ )
+}
+
+export default App
diff --git a/src/index.css b/src/index.css
new file mode 100644
index 0000000..b5c61c9
--- /dev/null
+++ b/src/index.css
@@ -0,0 +1,3 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
diff --git a/src/main.jsx b/src/main.jsx
new file mode 100644
index 0000000..54b39dd
--- /dev/null
+++ b/src/main.jsx
@@ -0,0 +1,10 @@
+import React from 'react'
+import ReactDOM from 'react-dom/client'
+import App from './App.jsx'
+import './index.css'
+
+ReactDOM.createRoot(document.getElementById('root')).render(
+
+
+ ,
+)
diff --git a/tailwind.config.js b/tailwind.config.js
new file mode 100644
index 0000000..dca8ba0
--- /dev/null
+++ b/tailwind.config.js
@@ -0,0 +1,11 @@
+/** @type {import('tailwindcss').Config} */
+export default {
+ content: [
+ "./index.html",
+ "./src/**/*.{js,ts,jsx,tsx}",
+ ],
+ theme: {
+ extend: {},
+ },
+ plugins: [],
+}
diff --git a/uv.lock b/uv.lock
index 344cbbb..84b3f91 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,11 +2,69 @@ version = 1
revision = 3
requires-python = ">=3.10"
resolution-markers = [
- "python_full_version >= '3.12'",
- "python_full_version == '3.11.*'",
+ "python_full_version >= '3.14' and sys_platform == 'win32'",
+ "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+ "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+ "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+ "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+ "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+ "python_full_version == '3.11.*' and sys_platform == 'win32'",
+ "python_full_version == '3.11.*' and sys_platform == 'emscripten'",
+ "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
"python_full_version < '3.11'",
]
+[[package]]
+name = "annotated-doc"
+version = "0.0.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288, upload-time = "2025-11-10T22:07:42.062Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303, upload-time = "2025-11-10T22:07:40.673Z" },
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
+[[package]]
+name = "anyio"
+version = "4.14.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+ { name = "idna" },
+ { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3b/72/5562aabb8dd7181e8e860622a38bea08d17842b99ecd4c91f84ac95251b0/anyio-4.14.1.tar.gz", hash = "sha256:8d648a3544c1a700e3ff78615cd679e4c5c3f149904287e73687b2596963629e", size = 254831, upload-time = "2026-06-24T20:56:06.017Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/b0/7b/90df4a0a816d98d6ea26f559d87836d494a2cf1fcf063be67df50a7bcc30/anyio-4.14.1-py3-none-any.whl", hash = "sha256:4e5533c5b8ff0a24f5d7a176cbe6877129cd183893f66b537f8f227d10527d72", size = 124875, upload-time = "2026-06-24T20:56:04.413Z" },
+]
+
+[[package]]
+name = "atproto"
+version = "0.0.69"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "click" },
+ { name = "cryptography" },
+ { name = "dnspython" },
+ { name = "httpx" },
+ { name = "libipld" },
+ { name = "pydantic" },
+ { name = "typing-extensions" },
+ { name = "websockets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/2c/f1/1fdb52c089358c6e09c5f77d99a8bdcbb71127449cabedcc9a2e314c0cea/atproto-0.0.69.tar.gz", hash = "sha256:3b42d495f95a5e8dbfc6abec4308552b07d8f73da96536fff1c7b2fcc5befe0d", size = 256971, upload-time = "2026-06-24T15:54:55.924Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/9a/6c/f2c8ceb89f78dbbb9deffad5e9998682c321ae91fd853deab13342f9bc01/atproto-0.0.69-py3-none-any.whl", hash = "sha256:fe902039142d26ca6543c9381713479cd7c13ff6b20dd0622b9cdfbf62f1e61d", size = 553225, upload-time = "2026-06-24T15:54:54.146Z" },
+]
+
[[package]]
name = "bandit"
version = "1.9.4"
@@ -23,16 +81,25 @@ wheels = [
]
[[package]]
-name = "beautifulsoup4"
-version = "4.15.0"
+name = "bertopic"
+version = "0.17.4"
source = { registry = "https://pypi.org/simple" }
dependencies = [
- { name = "soupsieve" },
- { name = "typing-extensions" },
+ { name = "hdbscan" },
+ { name = "llvmlite" },
+ { name = "numpy" },
+ { name = "pandas", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or python_full_version >= '3.14'" },
+ { name = "pandas", version = "3.0.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
+ { name = "plotly" },
+ { name = "scikit-learn", version = "1.7.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+ { name = "scikit-learn", version = "1.9.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+ { name = "sentence-transformers" },
+ { name = "tqdm" },
+ { name = "umap-learn" },
]
-sdist = { url = "https://files.pythonhosted.org/packages/43/65/318323f98dbee45d42dff61d8f047181bc6f2268a9068cfad035a46be5af/beautifulsoup4-4.15.0.tar.gz", hash = "sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7", size = 632571, upload-time = "2026-06-07T16:44:20.453Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/ab/358923a516216964e150af7176dd3ea13737ddd25503517104f5562e301f/bertopic-0.17.4.tar.gz", hash = "sha256:f92aa560cdf2bcbf9e22c8ee83dd3bfb225b8dc29381dec7327cc0b21bd852ad", size = 121632, upload-time = "2025-12-03T14:19:34.402Z" }
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