semvec/pypi-packages huggingface dataset:
highspot 1.0.0
A Python toolset for utilizing the Highspot API
Requires Python: >=3.6

# Highspot Python SDK
A Python toolset for utilizing the Highspot API

## Installation
The package can be installed via pip using the syntax below.

```sh
pip install highspot --upgrade
```

You may also clone the repository and install from source using below.

```sh
git clone git://github.com/jeffshurtliff/highspot.git
cd highspot/
python setup.py install
```

## Usage
This section provides basic usage instructions for the package.

### Importing the package
Rather than importing the base package, it is recommended that you import the primary `Highspot` class using the syntax
below.

```python
from highspot import Highspot
```

### Initializing a Highspot object instance
The primary `Highspot` object serves many purposes, the most important being to establish a connection to the 
Highspot environment with which you intend to interact. As such, when initializing an instance of the `Highspot` 
object, you will need to pass it the API credentials it will use to authenticate so that the connection can be 
established.

#### Passing the information directly into the object
The API credentials can be passed directly into the `Highspot` object when initializing it, as
demonstrated in the example below.

```python
hs = Highspot(username='a1b2c3d4e5', password='abc123DEF456')
```

## License
[MIT License](https://github.com/jeffshurtliff/highspot/blob/master/LICENSE)

## Changelog
Refer to the [changelog](https://highspot.readthedocs.io/en/latest/changelog.html) for version change information.

## Reporting Issues
Issues can be reported within the [GitHub repository](https://github.com/jeffshurtliff/highspot/issues).

## Donations
If you would like to donate to this project then you can do so using 
[this PayPal link](https://www.paypal.com/cgi-bin/webscr?cmd=_donations&business=XDZ8M6UV6EFK6&item_name=highspot&currency_code=USD).

## Disclaimer
This package is considered unofficial and is in no way endorsed or supported by 
[Highspot](https://www.highspot.com).
mudatasets 0.0.2
Multimodal Datasets in MuData format
Requires Python: >= 3.7

# Multimodal Datasets

`mudatasets` provides some public datasets with multimodal data, primarily focusing on multimodal omics datasets.

[MuData library](https://github.com/PMBio/mudata) | [MuData documentation](https://mudata.readthedocs.io/)

## Installation

[![PyPi version](https://img.shields.io/pypi/v/mudatasets)](https://pypi.org/project/mudatasets)

```
# Stable, with muon
pip install "mudatasets[muon]"
# Dev
pip install git+https://github.com/gtca/mudatasets
```

## Getting started

```py
import mudatasets as mds
```

### Find available datasets

```py
mds.list_datasets()
```

### Load a dataset

```py
mdata = mds.load("pbmc3k_multiome")
print(mdata)
```

Some common attributes for `.load()` are:

- `data_dir=` for location to save the dataset (`~/mudatasets/` by default)
- `with_info=True` for also returning the second argument with dataset description as a dictionary (`False` by default)
- `backed=True` for reading data in a backed format, only for `.h5mu` and `.h5ad` files (`True` by default)
- `files=` for downloading specific files from the dataset
- `full=True` for downloading all the files defined for the dataset (`False` by default)

### Get dataset info

```py
mds.info("pbmc3k_multiome")
```

### List dataset file names

```py
mds.list_files("pbmc3k_multiome")
```

### Webpage with all the files

```py
mds.serve_webpage(port=8000)
```

This command will launch a server providing a simple (temporarily created) HTML page at http://localhost:8000 with files across all of the datasets listed.
exdelphi 0.0.2
A Python client for the EXDELPHI platform
Requires Python: >=3.7

# EXDELPHI Python Client

[![PyPI version](https://img.shields.io/pypi/v/exdelphi.svg)](https://pypi.python.org/pypi/exdelphi)
[![build](https://github.com/exdelphi/exdelphi-py/actions/workflows/example.yml/badge.svg)](https://github.com/exdelphi/exdelphi-py/actions/workflows/example.yml)
[![License](https://img.shields.io/pypi/l/exdelphi.svg)](LICENSE)
[![codecov](https://codecov.io/gh/exdelphi/exdelphi-py/branch/master/graph/badge.svg)](https://codecov.io/gh/exdelphi/exdelphi-py)

The EXDELPHI Python client allows users to interact with the [EXDELPHI](https://www.exdelphi.com/) 
platform from their Python scripts. With this client, users can upload and download forecasts, 
compare the accuracy of forecasts, and access quality measures of all forecasts on the platform.

Installation

To install the EXDELPHI Python client, run the following command:

```
pip install exdelphi
```

## Usage

To use the EXDELPHI Python client, import it in your Python script and create a client instance with your API key:

```
from exdelphi import Client
client = Client(api_key="YOUR_API_KEY")
```

Then, use the client instance to access the various methods available on the EXDELPHI platform:

```
# Upload a forecast
client.upload_forecast(forecast_data)

# Download a forecast
forecast = client.download_forecast(forecast_id)

# Compare the accuracy of two forecasts
accuracy = client.compare_forecasts(forecast_id1, forecast_id2)

# Access quality measures of all forecasts on the platform
quality_measures = client.get_quality_measures()
```


For detailed usage instructions and examples, see the 
[EXDELPHI Python client documentation](https://exdelphi.readthedocs.io/en/latest/).


## Credits

exdelphi, 2022