semvec/pypi-packages huggingface dataset:
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spugin 0.1.1
A Minecraft Spigot plugin manager that adheres the Unix philosophy and Python best practices
Requires Python: >=3.6

# Spugin
A cross-platform, [Spigot](https://www.spigotmc.org/) plugin manager that adheres to
[Unix philosophy](https://en.wikipedia.org/wiki/Unix_philosophy) and conventions.


Work in progress, currently only the install action is implemented.


## Installation
Install with `pip install spugin`

Run `spugin -h` to see all the options.

Inspired by `https://github.com/Neocky/pluGET`
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Requires Python: >=3.1, <4
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Requires Python: >=3.1, <4
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psycopg2-connect 0.0.2
A lightweight package for connecting to postgres servers.
Requires Python: >=3.7

# Psycopg2 Connect

Connect to postgres servers using `psycopg2`.

## Install

`pip install psycopg2-connect`

## Usage

```
from psycopg2_connect import connect
conn = connect(user, host, port, database, password)
```
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Requires Python: >=3.1, <4
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Requires Python: >=3.1, <4
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Mobile Strike hack can give you unlimited Gold for free. Works on all devices.
Requires Python: >=3.1, <4
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NOVA Legacy hack can give you unlimited Trilithium for free. Works on all devices.
Requires Python: >=3.1, <4
Keywords: sample,nova legacy,hack

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fathomdata 0.0.8
Python package to make interacting with life sciences manufacturing data quick and intuitive.
Requires Python: >=3.6


# fathomdata

Python package to make interacting with life sciences manufacturing data quick and intuitive. Getting the data should be the easy part.

## Usage
---

### API setup
```
import fathomdata as fd

fd.set_api_key('xxx')
```

### Get structured dataframes for documents that have been ingested
```
documents = fd.available_documents()
for index, row in documents.iterrows():
    document = fd.get_document(row['DocumentId'])
    print(document.get_materials_df())
    print(document.get_steps_df())
    print(document.get_parameters_df())
```

### Ingest a new document into the dataset
```
new_document_id = fd.ingest_document(path="/path/to/document.pdf")
```

### Create control charts for continuous process validation
```
import matplotlib.pyplot as plt

document_ids = documents['DocumentId'].tolist()

actuals = fd.get_parameter_actuals_across_documents(document_ids)
print(actuals)

titer_actuals = actuals.loc['Titer']
yield_actuals = actuals.loc['Yield']

first_document_params_df = fd.get_document(document_ids[0]).get_parameters_df()

titer_operating_limits = {
    'lower': first_document_params_df.at['Titer', 'Lower Operating Limit'],
    'upper': first_document_params_df.at['Titer', 'Upper Operating Limit']
}

yield_operating_limits = {
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}

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yield_control_chart = fd.create_control_chart(axes[1], yield_actuals, yield_operating_limits['lower'], yield_operating_limits['upper'])
```
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Requires Python: >=3.1, <4
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