added shoreline change analysis project

.gitignore

@@ -131,8 +131,9 @@ dmypy.json
 # others
 .idea
 logs/*
-geobhumi/__pycache__
-geobhumi/geo_app/__pycache__
-geobhumi/raster_ops/__pycache__
-geobhumi/vector_ops/__pycache__
-tests/__pycache__
+rsgtools/__pycache__
+rsgtools/geo_app/__pycache__
+rsgtools/raster_ops/__pycache__
+rsgtools/vector_ops/__pycache__
+tests/__pycache__
+tests/results/*

README.md

@@ -48,6 +48,7 @@ The `geoutils-rsg` Python package aims to simplify geospatial tasks and automate
 | :--------------------------------- | :--------------------------------------------------------------------------------------------- |
 | generate_shoreline_raster()        | Shoreline Extraction                                                                           |
 | generate_morphometric_parameters() | Morphometric Analysis for Prioritizing Sub-watershed and Management Using Geospatial Technique |
+| shoreline_change_analysis() | Digital Shoreline Change-Rate Analysis (example: `notebooks/shoreline_change_rate.ipynb`) |
 
 # Installation
 

consts.py

@@ -0,0 +1,7 @@
+# constants values
+
+DEG_TO_KM = 111.0
+
+
+# References
+# https://education.nationalgeographic.org/resource/latitude/

docs/functions.md

@@ -14,6 +14,10 @@ offset_random_point
 read_raster_as_array
 np2gdal_dtype
 write_geotiff_file
+timeit
+Histogram
+OTSU
+get_shapefile_epsg_code
 ```
 
 ### ref_scripts.py

docs/notes.md

@@ -1,9 +1,41 @@
 # Notes:
 
-- convert ipynb to py file in vscode: ctrl+shift+p --> type Export --> select Export to Python Script
-- project layouts: https://realpython.com/python-application-layouts/
-- python project structure: https://github.com/yngvem/python-project-structure
+- Convert ipynb to py file in vscode: ctrl+shift+p --> type Export --> select Export to Python Script
+- Project layouts: https://realpython.com/python-application-layouts/
+- Python project structure: https://github.com/yngvem/python-project-structure
 - Reset GitHub repository URL on local system if you changed it: https://stackoverflow.com/questions/30443333/error-with-renamed-repo-in-github-remote-this-repository-moved-please-use-th
   - To check the current one: git remote -v
   - If it was origin, Then you change it like: git remote set-url origin https://github.com/YOUR-USERNAME/YOUR-REPO
   - If it was upstream, you change it like: git remote set-url upstream https://github.com/YOUR-USERNAME/YOUR-REPO
+- Git Commands:
+  - Run this command to see what branch you're on: `git status`
+  - Run this command to see local branches: `git branch`
+  - Run this command to see remote branches: `git branch -r`
+  - Run this command to see all local and remote branches: `git branch -a`
+  - Create a new branch:
+    - `git checkout -b <new-branch-name>`
+  - Switch to a branch in your local repo: `git checkout <new-branch name>`
+  - Run this command to get a list of all branches from the remote: `git pull`
+  - Run this command to switch to a branch that came from a remote repo: `git checkout --track origin/<new-branch-name>`
+  - Push to a branch if local branch already exists on the remote: `git push origin <new-branch-name>` or `git push`
+  - Push to a branch if local branch does not exist on the remote: `git push -u origin <my-branch-name>` or `git push -u origin HEAD`
+  - Rename git branch:
+    - To rename the current branch: `git branch -m <type new name of the current branch>`
+    - To rename a branch while pointed to any branch: `git branch -m <old name of the branch> <new name of the branch>`
+  - Merge a branch:
+    - `git status`
+    - `git checkout <master-branch-name>`
+    - `git merge <dev-branch-name>`
+  - Delete branches:
+    - Run this command to delete a remote branch: `git push origin --delete <remote-branch-name>`
+    - Run this command to delete a local branch: `git branch -d <local-branch-name>` or `git branch -D <local-branch-name>`
+  - More commands:
+    - `git stash` when you want to change to a different branch, and you want to store changes that are not ready to be committed.
+  - Steps to follow after every edit in the project:
+    - `git status`
+    - `git add .` or `git add <updated/newly created file name>`
+    - `git commit -m "<add some comments to remember the edited work>"`
+    - `git stash` (if needed)
+    - `git pull` (if needed)
+    - `git push origin <remote-branch-name>`
+    - `git status`

main.py

@@ -0,0 +1,6 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Mon Mar 25 18:41:31 2024
+
+@author: USER
+"""

notebooks/data/shorelines/Baseline.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/Baseline.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/Baseline.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/OffShoreline.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/OffShoreline.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/OffShoreline.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_1973.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_1973.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_1973.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_1977.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_1977.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_1977.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_1980.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_1980.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_1980.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_1989.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_1989.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_1989.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_1993.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_1993.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_1993.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_1997.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_1997.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_1997.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_2003.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_2003.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_2003.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_2008.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_2008.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_2008.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_2014.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_2014.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_2014.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]

notebooks/data/shorelines/shorelines/Shoreline_2018.cpg

@@ -0,0 +1 @@
+UTF-8

notebooks/data/shorelines/shorelines/Shoreline_2018.prj

@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_45N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]

notebooks/data/shorelines/shorelines/Shoreline_2018.qpj

@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 45N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",87],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32645"]]