Update README.md

Author: Emon-ProCoder7

README.md

@@ -7,34 +7,42 @@
 
 
 
-<h1 align = 'center'>Extracting Data From Files</h1>
 
-As a data scientist for a climate research organization, I want to update some models. Where I need to extract temperature data for 3 regions being monitored. Unfortunately the temperature reading devices are quite old and can only be configured to dump data each day into a folder called `/temps` on the server. Each file contains the daily temperature for each region. I've then stored these variables in an array, calculated the **average temperature** of the regions and **append** this to the array.
+<h1 align = 'center'>Moving Machine Learning Model Results</h1>
 
-- For example, for temperatures of 60 and 70, the array should have 60, 70, and 65 as its elements.
+As a data scientist in charge of analyzing some machine learning model results, The production environment moves files into a folder called `model_out/` and names them model_RXX.csv where XX is a random number related to which experiment was run. Each file has the following structure (example):
 
+<pre>
+ Model Name, Accuracy, CV, Model Duration (s)
+ Logistic,42,4,48
+</pre>  
+  
+The manager wants that recent work in the organization has meant that tree-based models are to be kept in one folder and everything else deleted. This script works to move the tree-based models (**Random Forest, GBM**, and **XGBoost**) to the `tree_models/ folder`, and delete all other models (**KNN** and **Logistic**).
 
 
-👈🏻 Click Logo [<img align="left" alt="Bash" width="47px" src="https://raw.githubusercontent.com/github/explore/80688e429a7d4ef2fca1e82350fe8e3517d3494d/topics/bash/bash.png" />](https://github.com/Emon-ProCoder7/MyBash_scripts/blob/master/temperature.sh)
+👈🏻 Click Logo [<img align="left" alt="Bash" width="47px" src="https://raw.githubusercontent.com/github/explore/80688e429a7d4ef2fca1e82350fe8e3517d3494d/topics/bash/bash.png" />](https://github.com/Emon-ProCoder7/MyBash_scripts/blob/master/moving_model_files.sh)
 
 
 <br><br><br>
 
 
 
-<h1 align = 'center'>My Build Directory Automation</h1>
 
- - One common use of bash scripts is for releasing a “build” of source code. Sometimes the private source code may contain developer resources or private information that they don’t want to release in the published version.
- In this project, I've created a release script to automate coping certain files from a source directory into a build directory.
+<h1 align = 'center'>Extracting Data From Files</h1>
 
-👈🏻 Click Logo [<img align="left" alt="Bash" width="47px" src="https://raw.githubusercontent.com/github/explore/80688e429a7d4ef2fca1e82350fe8e3517d3494d/topics/bash/bash.png" />](https://github.com/Emon-ProCoder7/MyBash_scripts/blob/master/build_Script.sh)
+As a data scientist for a climate research organization, I want to update some models. Where I need to extract temperature data for 3 regions being monitored. Unfortunately the temperature reading devices are quite old and can only be configured to dump data each day into a folder called `/temps` on the server. Each file contains the daily temperature for each region. I've then stored these variables in an array, calculated the **average temperature** of the regions and **append** this to the array.
+
+- For example, for temperatures of 60 and 70, the array should have 60, 70, and 65 as its elements.
 
 
 
+👈🏻 Click Logo [<img align="left" alt="Bash" width="47px" src="https://raw.githubusercontent.com/github/explore/80688e429a7d4ef2fca1e82350fe8e3517d3494d/topics/bash/bash.png" />](https://github.com/Emon-ProCoder7/MyBash_scripts/blob/master/temperature.sh)
+
 
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+
 <h1 align = 'center'>Extracting HR Data from Files</h1>
 
 As a data scientist in the HR department of a large IT company, I need to extract salary figures for recent hires, however, the HR IT system simply spits out hundreds of files into the folder **/hire_data**.
@@ -53,3 +61,19 @@ Each file is comma-delimited in the format **COUNTRY,CITY,JOBTITLE,SALARY** such
 
 
 <br><br><br>
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+<h1 align = 'center'>My Build Directory Automation</h1>
+
+ - One common use of bash scripts is for releasing a “build” of source code. Sometimes the private source code may contain developer resources or private information that they don’t want to release in the published version.
+ In this project, I've created a release script to automate coping certain files from a source directory into a build directory.
+
+👈🏻 Click Logo [<img align="left" alt="Bash" width="47px" src="https://raw.githubusercontent.com/github/explore/80688e429a7d4ef2fca1e82350fe8e3517d3494d/topics/bash/bash.png" />](https://github.com/Emon-ProCoder7/MyBash_scripts/blob/master/build_Script.sh)
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+<br><br><br>
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