semvec/pypi-packages huggingface dataset:
topography 1.0.0
Perform interpolation on surfaces to generate topographic-style maps.
License: MIT
Requires Python: >=3.6
Keywords: topography,map,engineering,python,terrain modelling,terrain

# ***topography :earth_americas:***

![Python 3.8](https://img.shields.io/badge/python-3.8-blue.svg)
[![Build Status](https://travis-ci.com/XDwightsBeetsX/topography.svg?branch=master)](https://travis-ci.com/XDwightsBeetsX/topography)
[![Language grade: Python](https://img.shields.io/lgtm/grade/python/g/XDwightsBeetsX/topography.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/XDwightsBeetsX/topography/context:python)
[![Total alerts](https://img.shields.io/lgtm/alerts/g/XDwightsBeetsX/topography.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/XDwightsBeetsX/topography/alerts/)

Contains different approaches to modeling terrain and topographic-style maps in python

![image](https://user-images.githubusercontent.com/55027279/123488764-2b3bf780-d5d6-11eb-9c7e-3e9cd3020018.png)

## ***Requirements***

- `numpy`
- `matplotlib`

*see the [requirements.txt](requirements.txt)*

## ***Features***

### **[Inverse Distance Weighting (IDW)](/topography/docs/idw.md)**

A given point `P(x, y)` is determined by the values of its neighbors, inversely to the distance of each neighbor.  

`P` is more heavily influenced by nearer points via a weighting function `w(x, y)`.

### **Steps**

The value of `P(x, y)` is determined only by the closest raw data point.

This approach works best to get a "feel" for larger datasets. With few input points, the resulting map has little detail.

In the case of multiple equidistant points being closest, point values are stored, and averaged.

### **Nearest Neighbor (NN) *[in progress :construction_worker: :hammer_and_wrench:]***

## ***Install***

```shell
pip install topography
```

### ***Example***

```python
from topography.Map import Map
from topography.utils.io import getPointValuesFromCsv

# take in csv/xlsx
rawData = getPointValuesFromCsv("tests/data/20x20.csv")

# make map from rawData
M = Map(rawData)

# Display the inputted raw data values
M.showRawPointValues()

# interpolate using inverse distance weighting
M.idw(showWhenDone=True)

# Display the interpolated data values
M.showFilledPointValues()

# Save the data to a .csv file
M.writeLastToCsv("idw_20x20", writeAsMatrix=True)
```

### ***Development with `twine`***

```shell
python setup.py sdist bdist_wheel
twine upload -r pypi dist/* -u <username> -p <password>
```
jupyter-kroki-magic 0.1.0
A Jupyter Notebook %%magic for drawing diagram using kroki.io
License: MIT
Keywords: ipython,jupyter

# Jupyter Kroki Magic

A Jupyter Notebook %%magic for drawing diagrams using kroki.io

Usage
------

Load extension inside a Jupyter notebook:

```
%load_ext krokimagic
```

Add code with Cell magic:

```
%%kroki [diagram-type]

# diagram syntax
```


Examples
--------

```
%%kroki plantuml

skinparam monochrome true
skinparam ranksep 20
skinparam dpi 150
skinparam arrowThickness 0.7
skinparam packageTitleAlignment left
skinparam usecaseBorderThickness 0.4
skinparam defaultFontSize 12
skinparam rectangleBorderThickness 1

rectangle "Main" {
  (main.view)
  (singleton)
}
rectangle "Base" {
  (base.component)
  (component)
  (model)
}
rectangle "<b>main.ts</b>" as main_ts

(component) ..> (base.component)
main_ts ==> (main.view)
(main.view) --> (component)
(main.view) ...> (singleton)
(singleton) ---> (model)
```

Installation
------------

    $ pip install jupyter-kroki-magic
turque 0.0.1
Turkish question answering and generation tool.
License: MIT
Requires Python: >=3.7
Keywords: machine-learning,deep-learning,ml,pytorch,NLP,question-answering,question-generation

<div align="center">
<h1>
  turque
</h1>

<h4>
  Turkish Question Answering and Generation Tool.
</h4>
  
Coming soon..
  
</div>
turques 0.0.0
Turkish question answering and generation tool.
License: MIT
Requires Python: >=3.7
Keywords: machine-learning,deep-learning,ml,pytorch,NLP,question-answering,question-generation

<div align="center">
<h1>
  turques
</h1>

<h4>
  Turkish Question Answering and Generation Tool.
</h4>
  
Coming soon..
  
</div>