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+ ---
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+ language: en
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+ license: cc-by-4.0
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+ tags:
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+ - electron-microscopy
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+ - 4d-stem
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+ - materials-science
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+ - quantem
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+ pretty_name: quantem example datasets
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # quantem-data
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+
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+ Real electron microscopy datasets for [quantem](https://github.com/electronmicroscopy/quantem) widgets.
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+
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+ ## Install
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+
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+ ```bash
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+ pip install quantem-data
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+ ```
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+
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+ ## Quick start
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+
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+ ```python
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+ from quantem.data import load
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+ from quantem.widget import Show4DSTEM, Show2D
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+
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+ # 4D-STEM dataset (9 MB, downloads once)
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+ data = load("arina_32x32_48x48")
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+ Show4DSTEM(data, scan_shape=(32, 32))
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+
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+ # Bright-field image (64 KB)
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+ bf = load("arina_bf_128x128")
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+ Show2D(bf)
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+ ```
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+
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+ ## Available datasets
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+
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+ | Name | Technique | Shape | Size |
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+ |------|-----------|-------|------|
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+ | `arina_32x32_48x48` | 4D-STEM | (32,32,48,48) | 9 MB |
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+ | `arina_64x64_96x96` | 4D-STEM | (64,64,96,96) | 144 MB |
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+ | `arina_bf_128x128` | Image | (128,128) | 64 KB |
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+ | `arina_mean_dp_96x96` | Diffraction | (96,96) | 36 KB |
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+
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+ ## Technique folders
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+
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+ | Folder | Data type | Status |
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+ |--------|-----------|--------|
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+ | `4dstem/` | 4D-STEM diffraction | ✅ Data available |
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+ | `hrtem/` | High-resolution TEM | 📭 Accepting contributions |
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+ | `eels/` | Electron energy loss | 📭 Accepting contributions |
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+ | `tomo/` | Tomography | 📭 Accepting contributions |
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+ | `diffraction/` | Diffraction patterns | ✅ Data available |
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+ | `image/` | Virtual/derived images | ✅ Data available |
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+ | `complex/` | Ptychography | 📭 Accepting contributions |
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+ | `raw/` | Original instrument files | 📭 Accepting contributions |
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+
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+ ## Contributing data
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+
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+ ```python
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+ from quantem.data import upload
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+
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+ upload(
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+ my_array,
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+ name="mos2_monolayer",
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+ technique="4dstem",
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+ description="Monolayer MoS2, 80 keV, Medipix3",
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+ contributor="Your Name",
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+ )
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+ ```
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+
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+ **Naming convention**: `{material}_{descriptor}` — lowercase, underscores only. Material first (e.g. `silicon_110`, `graphene_pristine`). See the [quantem.data README](https://github.com/bobleesj/quantem.data) for full guidelines.
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+
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+ ## License
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+
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+ All datasets are shared under [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/) unless otherwise noted in the dataset metadata.