semvec/pypi-packages huggingface dataset:
STGMVA 1.0.0
Clustering, imputation, and integration for spatial transcriptomics using spatiotemporal gaussian mixture variational autoencoder
License: MIT

 In this study, we present STGMVA, a comprehensive analysis toolkit employs a spatiotemporal gaussian mixture variational autoencoder to tackle these tasks effectively. STGMVA consists of two stages: pretraining the gene expression and spatial location using a gaussian mixture model, and learning the embedding vectors through a variational graph autoencoder. Results demonstrate STGMVA surpasses state-of-the-art approaches on various spatial transcriptomics datasets, exhibiting superior performance across different scales and resolutions. Notably, STGMVA achieves the highest clustering accuracy in human brain, mouse hippocampus, and mouse olfactory bulb tissues. Furthermore, STGMVA enhances and denoises gene expression patterns for gene imputation task. Additionally, STGMVA has the capability to correct batch effects and achieve joint analysis when integrating multiple tissue slices.
ctktablerowselector 1.0.1
Wrapper class around CTkTable to let users select rows
License: MIT
Requires Python: >=3.11,<4.0

# CTkTableRowSelector
Wrapper class around CTkTable to let users select rows.
![PyPI](https://img.shields.io/pypi/v/ctktablerowselector)
![PyPI - License](https://img.shields.io/pypi/l/ctktablerowselector)
[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)

## Features
- [x] Plug&Play: No shady attributes, create an instance and get the values you need.
- [x] Easy to use interface.
- [x] Select multiple rows using CTRL-Key.
- [x] Headers are selectable or not, based on your need.
- [x] 100% test coverage. All interactions with the CTkTable are tested using pytest.
- [x] Stable.
- [ ] Vertical table support.

## Install
```
pip install CTkTableRowSelector
```

## Example
> **Note:**
> You can run a more advanced example using `python3 -m CTkTableRowSelector`.

```py
import customtkinter
from CTkTable import *
from CTkTableRowSelector import *

root = customtkinter.CTk()

value = [
    ["Header" + letter for letter in "ABCDE"],
    *[[i, i+1, i+2, i+3, i+4] for i in range(0, 25, 5)]
]
table = CTkTable(master=root, row=5, column=5, values=value)
table.pack(expand=True, fill="both", padx=20, pady=20)

# Add the selector
row_selector = CTkTableRowSelector(table)

# Get the value
button = customtkinter.CTkButton(
    root, text="Print selected rows", command=lambda: print(row_selector.get())
)
button.pack(pady=(0, 20))

root.mainloop()
```

## Licence
This project is delivered under the MIT Licence.