Update AST SpaceMobile fleet: 7 satellites (1 BlueWalker + 6 BlueBird)
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- banner.jpg +3 -0
- data/daily_snapshots.parquet +3 -0
README.md
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---
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license: cc-by-4.0
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pretty_name: "AST SpaceMobile BlueBird Fleet Data"
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language:
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- en
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description: "Daily health snapshots of the AST SpaceMobile BlueBird direct-to-cell satellite constellation, derived from CelesTrak GP (General Perturbations) data. Tracks the BlueWalker 3 prototype and all product"
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task_categories:
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- time-series-forecasting
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- tabular-classification
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tags:
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- space
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- ast-spacemobile
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- bluebird
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- bluewalker
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- satellites
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- orbital-mechanics
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- tle
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- constellation
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- open-data
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- norad
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- leo
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- direct-to-cell
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- tabular-data
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- parquet
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size_categories:
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- n<1K
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/daily_snapshots.parquet
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default: true
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---
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# AST SpaceMobile BlueBird Fleet Data
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<div align="center">
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<img src="banner.jpg" alt="Orbital sunrise illuminating Earth's atmosphere, seen from the ISS" width="400">
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<p><em>Credit: NASA</em></p>
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</div>
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*Part of a [dataset collection](https://huggingface.co/collections/juliensimon/orbital-mechanics-datasets-69c24caca4ab3934c9856994) on Hugging Face.*
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## Dataset description
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Daily health snapshots of the AST SpaceMobile BlueBird direct-to-cell satellite constellation, derived from CelesTrak GP (General Perturbations) data. Tracks the BlueWalker 3 prototype and all production BlueBird satellites as the constellation is built out.
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AST SpaceMobile is developing a unique LEO constellation designed to provide broadband connectivity directly to ordinary unmodified smartphones, without special satellite-phone hardware. The BlueBird satellites use unusually large phased-array antennas (up to 700 m2) to close the link budget with handset-sized antennas on the ground. The BlueWalker 3 prototype launched in 2022, the first five production BlueBirds flew on a Falcon 9 in September 2024, and SpaceMobile-006 followed in 2025.
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AST is notable in the Bezos-vs-Musk launch race because the company is a customer of both providers: the initial BlueBird batch flew on SpaceX Falcon 9, and Blue Origin's April 2026 New Glenn mission is launching additional BlueBird satellites. This dataset pairs naturally with juliensimon/blue-origin-launches and juliensimon/spacex-launches to track how AST's deployment splits between the two launch providers, and with juliensimon/starlink-fleet-data to compare direct-to-cell approaches (Starlink DTC vs BlueBird) as that market develops.
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This dataset is suitable for **time-series forecasting, tabular classification** tasks.
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## Schema
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| Column | Type | Description | Sample | Null % |
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|--------|------|-------------|--------|--------|
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| `date` | datetime64[ns] | UTC date of the daily snapshot; one row per date | 2026-04-15 00:00:00 | 0.0% |
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| `total_count` | int64 | Total AST SpaceMobile objects tracked on this date (BlueWalker + BlueBird) | 7 | 0.0% |
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| `bluewalker_count` | int64 | Number of BlueWalker prototype satellites (BlueWalker-3, launched 2022) | 1 | 0.0% |
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| `bluebird_count` | int64 | Number of production BlueBird satellites (SpaceMobile-001..00N) | 6 | 0.0% |
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| `operational_count` | int64 | Satellites within 100 km of the 700 km target operational altitude | 0 | 0.0% |
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| `mean_altitude_km` | float64 | Mean altitude of the fleet, kilometres above Earth's surface | 499.37 | 0.0% |
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| `mean_inclination_deg` | float64 | Mean orbital inclination of the fleet in degrees | 53.0131 | 0.0% |
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## Quick stats
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- **7** AST SpaceMobile satellites (1 BlueWalker + 6 BlueBird)
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- **0** near 700 km target operational altitude
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- **1** daily snapshot rows (2026-04-15 to 2026-04-15)
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- Customer of both SpaceX and Blue Origin — pair with [blue-origin-launches](https://huggingface.co/datasets/juliensimon/blue-origin-launches) and [spacex-launches](https://huggingface.co/datasets/juliensimon/spacex-launches)
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("juliensimon/ast-spacemobile-fleet-data", split="train")
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df = ds.to_pandas()
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```
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```python
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from datasets import load_dataset
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ast = load_dataset("juliensimon/ast-spacemobile-fleet-data", split="train").to_pandas()
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# Fleet growth over time
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print(ast[["date", "bluewalker_count", "bluebird_count"]].tail(10))
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```
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## Data source
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https://celestrak.org/
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## Update schedule
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Daily at 09:15 UTC via GitHub Actions
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## Related datasets
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- [juliensimon/blue-origin-launches](https://huggingface.co/datasets/juliensimon/blue-origin-launches)
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- [juliensimon/spacex-launches](https://huggingface.co/datasets/juliensimon/spacex-launches)
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- [juliensimon/starlink-fleet-data](https://huggingface.co/datasets/juliensimon/starlink-fleet-data)
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- [juliensimon/kuiper-fleet-data](https://huggingface.co/datasets/juliensimon/kuiper-fleet-data)
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- [juliensimon/constellation-census](https://huggingface.co/datasets/juliensimon/constellation-census)
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> If you find this dataset useful, please consider [giving it a like](https://huggingface.co/datasets/juliensimon/ast-spacemobile-fleet-data) on Hugging Face. It helps others discover it.
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## About the author
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Created by [Julien Simon](https://julien.org) — AI Operating Partner at Fortino Capital. Part of the [Space Datasets](https://julien.org/datasets) collection.
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## Citation
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```bibtex
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@dataset{ast_spacemobile_fleet_data,
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title = {AST SpaceMobile BlueBird Fleet Data},
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author = {juliensimon},
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year = {2026},
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url = {https://huggingface.co/datasets/juliensimon/ast-spacemobile-fleet-data},
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publisher = {Hugging Face}
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}
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```
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## License
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[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)
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banner.jpg
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Git LFS Details
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data/daily_snapshots.parquet
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:d9d71e2763ded002a22a018f317b3e800052a77eb9006a8fe18518799d1fdd24
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size 5075
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