# Yu-ChangCheng/manufacturing-forecasting-framework > A reproducible framework for monthly item-level demand forecasting with Random Forest, chronological backtests, simple baselines, and a local Streamlit app for uploading CSV/Excel files. - Magnitude: 5.5 out of 10 — Early signal - Stars: 73 total · +0 stars measured 2026-10-09, 00:05–01:30 UTC, ≈ 62 by evening - Star trust: star growth looks organic - Category: Data & analytics · Language: Python · License: MIT · Created: 2026-10-07 · Last push: 2026-10-07 - GitHub: https://github.com/Yu-ChangCheng/manufacturing-forecasting-framework · Page: https://gitnova.dev/en/r/Yu-ChangCheng/manufacturing-forecasting-framework ## Useful for - Upload your own CSV or Excel demand data and get a forecast with a report via the local app - Compare Random Forest against last-month and same-month-last-year baselines on a rolling-origin backtest - Configure lag/rolling/calendar features and train a model in the Jupyter notebook on your data ## Why it’s here - Star-counter measurements on 2026-10-09 (UTC), 00:05–01:30: 73 → 73 stars (+0). This is the change over that interval. - Estimated end-of-day forecast: about +62 stars, using observed gains and the previous day. - The repository is 2 days old and already has 73 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #198. - About 240 forks a day — people are taking the code. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 13 - Issues and pull requests: 0 - Watchers: 0 - Average over the last week: 45 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 6 days (oldest → newest, today is partial) 2026-10-04 … 2026-10-09: 0, 0, 0, 1, 72, 0 ## Spotted in now - Top new repositories this week: #198 ## More in this category 1. **duckdb/ducklake** — 5.7 · Breakout · Data & analytics · C++ · +17 stars measured 2026-10-09, 00:05–01:30 UTC, ≈ 91 by evening DuckDB extension for DuckLake, an open lakehouse format built on SQL and Parquet, storing metadata in a catalog database and data in Parquet files. Lets DuckDB read and write DuckLake tables directly. Full card: https://gitnova.dev/en/r/duckdb/ducklake.md 2. **nachisama/ai-data-extractor** — 5.4 · Early signal · Data & analytics · Python · +3 stars measured 2026-10-09, 00:06–01:30 UTC, ≈ 82 by evening A Python tool that extracts local chat histories from AI coding assistants (Claude Code, Cursor, Windsurf, Aider, Cline/Roo Code, and more) into a single normalized JSONL format. Useful for backup, personal analytics, or preparing data… Full card: https://gitnova.dev/en/r/nachisama/ai-data-extractor.md 3. **IAmTomShaw/f1-race-replay** — 4.5 · Breakout · Data & analytics · Python · +5 stars measured 2026-10-09, 00:05–01:30 UTC, ≈ 54 by evening A Python application for visualizing Formula 1 race telemetry and replaying race events with interactive controls and a graphical interface. Full card: https://gitnova.dev/en/r/IAmTomShaw/f1-race-replay.md 4. **ytsaurus/ytsaurus** — 4.1 · Breakout · Data & analytics · C++ · +2 stars measured 2026-10-09, 00:07–01:30 UTC, ≈ 28 by evening A distributed big data storage and processing platform with MapReduce, a distributed file system, an SQL engine, and a key-value store for OLTP workloads. Full card: https://gitnova.dev/en/r/ytsaurus/ytsaurus.md 5. **bilawalsidhu/gods-eye-view** — 4.1 · Steady · Data & analytics · JavaScript · +17 stars measured 2026-10-09, 00:06–01:31 UTC, ≈ 314 by evening A browser-based spy-satellite simulator on a photorealistic 3D globe that unifies public feeds: aircraft, ships, satellites, earthquakes, cameras, and traffic. Runs locally, with each layer as a separate module. Full card: https://gitnova.dev/en/r/bilawalsidhu/gods-eye-view.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-10-09 01:41 UTC, updated every 30 minutes.