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Learning Python for spatio-temporal analysis

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# Learning Python for Modelling

Version 1.0.0

*Sat Kumar Tomer*

History:
*   0.0.0: First edition of Python in Hydrology in November, 2011.
*   0.1.0: Added sections on variogram analysis, Kriging, bias correction, and calling external commands from
Python in January, 2012.
*   0.2.0: Fully edited the book in June, 2013.
*   1.0.0: Updated and moved the book to Google Colab in September, 2022.

The book was originally in the form of a LATEX source code. Current version of the book is written in Google Colab. The latest source code for the book is available from https://github.com/tomersk/learn-python

# Table of Contents

## [Preface](https://github.com/tomersk/learn-python/blob/main/00_00_preface.ipynb)

## 1. Getting Started

### 1.1. [Why Python?](https://github.com/tomersk/learn-python/blob/main/01_GettingStarted.ipynb) [Watch on Youtube](https://www.youtube.com/watch?v=Yi7qUcmaIEM&t=161s)
### 1.2.	[Python Installation](https://github.com/tomersk/learn-python/blob/main/01_02_python_installation.ipynb) 
### 1.3.	[Install additional packages](https://github.com/tomersk/learn-python/blob/main/01_03.ipynb) 
### 1.4.	[Interactive Development Environment](https://github.com/tomersk/learn-python/blob/main/01_04.ipynb) 
### 1.5.	[Execute the program](https://github.com/tomersk/learn-python/blob/main/01_05.ipynb) 
### 1.6.	[Type of errors](https://github.com/tomersk/learn-python/blob/main/01_06.ipynb) 
### 1.7.	[The first program](https://github.com/tomersk/learn-python/blob/main/01_07.ipynb)

## 2.	[A bit of Python](https://github.com/tomersk/learn-python/blob/main/02_00.ipynb)
### 2.1.	[Data type](https://github.com/tomersk/learn-python/blob/main/02_01.ipynb) 
### 2.2.	[Data structures](https://github.com/tomersk/learn-python/blob/main/02_02.ipynb) 
### 2.3.	[Choosing the name of variable](https://github.com/tomersk/learn-python/blob/main/02_03.ipynb) 
### 2.4.	[Operators and operands](https://github.com/tomersk/learn-python/blob/main/02_04.ipynb) 
### 2.5.	[Expressions](https://github.com/tomersk/learn-python/blob/main/02_05.ipynb) 
### 2.6.	[Control Flow](https://github.com/tomersk/learn-python/blob/main/02_06.ipynb) 
### 2.7.	[Function](https://github.com/tomersk/learn-python/blob/main/02_07.ipynb) 
### 2.8.	[Plotting](https://github.com/tomersk/learn-python/blob/main/02_08.ipynb)

## 3.	Array and dataframe
### 3.1.	[Generating sequential arrays](https://github.com/tomersk/learn-python/blob/main/03_01.ipynb)
### 3.2.	[Useful attributes and methods](https://github.com/tomersk/learn-python/blob/main/03_02.ipynb) 
### 3.3.	[Indexing](https://github.com/tomersk/learn-python/blob/main/03_03.ipynb) 
### 3.4.	[Array Manipulation](https://github.com/tomersk/learn-python/blob/main/03_04.ipynb)
### 3.5.  [Dataframe](https://github.com/tomersk/learn-python/blob/main/03_05.ipynb)

## 4.	Basic applications of Python
### 4.1.	[Introduction](https://github.com/tomersk/learn-python/blob/main/04_01.ipynb) 
### 4.2.	[Water Vapor](https://github.com/tomersk/learn-python/blob/main/04_02.ipynb)
### 4.3.	[Terminal velocity of precipitation](https://github.com/tomersk/learn-python/blob/main/04_03.ipynb)
### 4.4.	[Rainfall](https://github.com/tomersk/learn-python/blob/main/04_04.ipynb) 
### 4.5.	[Evaporation](https://github.com/tomersk/learn-python/blob/main/04_05.ipynb) 
### 4.6.	[Infiltration](https://github.com/tomersk/learn-python/blob/main/04_06.ipynb) 
### 4.7.	[Surface water](https://github.com/tomersk/learn-python/blob/main/04_07.ipynb) 
### 4.8.	[River Routing–Muskingum method](https://github.com/tomersk/learn-python/blob/main/04_08.ipynb) 
### 4.9.  [Delta T](https://github.com/tomersk/learn-python/blob/main/04_09.ipynb)
### 4.10  [Unit Hydrograph](https://github.com/tomersk/learn-python/blob/main/04_10.ipynb)

## 5.	Statistics
### 5.1.	[Empirical distributions](https://github.com/tomersk/learn-python/blob/main/05_01.ipynb) 
### 5.2.	[Theoretical distributions](https://github.com/tomersk/learn-python/blob/main/05_02.ipynb) 
### 5.3.	[The t-test](https://github.com/tomersk/learn-python/blob/main/05_03.ipynb) 
### 5.4.	[KS test](https://github.com/tomersk/learn-python/blob/main/05_04.ipynb) 
### 5.5.	[The chi square test](https://github.com/tomersk/learn-python/blob/main/05_05.ipynb)
### 5.6.	[Measure of statistical dependence](https://github.com/tomersk/learn-python/blob/main/05_06.ipynb)
### 5.7.	[Linear regression](https://github.com/tomersk/learn-python/blob/main/05_07.ipynb) 
### 5.8.	[Polynomial regression](https://github.com/tomersk/learn-python/blob/main/05_08.ipynb) 
### 5.9.	[Interpolation](https://github.com/tomersk/learn-python/blob/main/05_09.ipynb) 
### 5.10.	[Autocorrelation](https://github.com/tomersk/learn-python/blob/main/05_10.ipynb) 
### 5.11.	[Uncertainty Intervals](https://github.com/tomersk/learn-python/blob/main/05_11.ipynb)
### 5.12.	[Non parameteric trend and slope](https://github.com/tomersk/learn-python/blob/main/05_12.ipynb)

## 6.	Spatial Data
### 6.1.	[Types of spatial data](https://github.com/tomersk/learn-python/blob/main/06_01.ipynb) 
### 6.2.	[Geoinformation](https://github.com/tomersk/learn-python/blob/main/06_02.ipynb) 
### 6.3.	[Writing Raster](https://github.com/tomersk/learn-python/blob/main/06_03.ipynb) 
### 6.4.	[Writing Vector](https://github.com/tomersk/learn-python/blob/main/06_04.ipynb) 
### 6.5.	[Reading the raster](https://github.com/tomersk/learn-python/blob/main/06_05.ipynb) 
### 6.6.	[Read the vector](https://github.com/tomersk/learn-python/blob/main/06_06.ipynb) 
### 6.7.	[Filtering](https://github.com/tomersk/learn-python/blob/main/06_07.ipynb) 
### 6.8.	[NDVI](https://github.com/tomersk/learn-python/blob/main/06_08.ipynb) 
### 6.9.	[Raster and Vector operations](https://github.com/tomersk/learn-python/blob/main/06_09.ipynb)
### 6.10. [Clustering](https://github.com/tomersk/learn-python/blob/main/06_10.ipynb)

## 7.	Plotting
### 7.1.	[Date axis](https://github.com/tomersk/learn-python/blob/main/07_01.ipynb) 
### 7.2.	[Bar charts](https://github.com/tomersk/learn-python/blob/main/07_02.ipynb) 
### 7.3.	[Pie charts](https://github.com/tomersk/learn-python/blob/main/07_03.ipynb) 
### 7.4.	[2D plots](https://github.com/tomersk/learn-python/blob/main/07_04.ipynb) 
### 7.5.	[3 D plots](https://github.com/tomersk/learn-python/blob/main/07_05.ipynb) 
### 7.6.	[Box-plot](https://github.com/tomersk/learn-python/blob/main/07_06.ipynb) 
### 7.7.	[Q-Q plot](https://github.com/tomersk/learn-python/blob/main/07_07.ipynb)  
### 7.8.	[plotyy](https://github.com/tomersk/learn-python/blob/main/07_08.ipynb) 
### 7.9.	[Annotation](https://github.com/tomersk/learn-python/blob/main/07_09.ipynb) 
### 7.10.	[Basemap]
### 7.11.	[Shared axis](https://github.com/tomersk/learn-python/blob/main/07_11.ipynb)  
### 7.12.	[Subplot](https://github.com/tomersk/learn-python/blob/main/07_12.ipynb)

## 8.	Input-Output 
### 8.1.	[xls](https://github.com/tomersk/learn-python/blob/main/08_01.ipynb) 
### 8.2.	[Text file](https://github.com/tomersk/learn-python/blob/main/08_02.ipynb) 
### 8.3.	[NetCDF](https://github.com/tomersk/learn-python/blob/main/08_03.ipynb) 
### 8.4.	[Pickle](https://github.com/tomersk/learn-python/blob/main/08_04.ipynb)
### 8.5.  [CSV](https://github.com/tomersk/learn-python/blob/main/08_05.ipynb)

## 9.	Numerical Modelling
### 9.1.	[Integration](https://github.com/tomersk/learn-python/blob/main/09_01.ipynb) 
### 9.2.	[ODE](https://github.com/tomersk/learn-python/blob/main/09_02.ipynb) 
### 9.3.  [Differentiation](https://github.com/tomersk/learn-python/blob/main/09_03.ipynb) 
### 9.4.	[Parameter Estimation](https://github.com/tomersk/learn-python/blob/main/09_04.ipynb)

## 10.	Advance statistics
### 10.1.	[copula](https://github.com/tomersk/learn-python/blob/main/10_01.ipynb) 
### 10.2.	[Multivariate distribution](https://github.com/tomersk/learn-python/blob/main/10_02.ipynb)
### 10.3. [Geostatistics](https://github.com/tomersk/learn-python/blob/main/10_03.ipynb)
### 10.4. [Bias correction](https://github.com/tomersk/learn-python/blob/main/10_04.ipynb)
### 10.5. [PCA](https://github.com/tomersk/learn-python/blob/main/10_05.ipynb)
### 10.6. [Kalman filtering](https://github.com/tomersk/learn-python/blob/main/10_06.ipynb)

learn-python

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