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main_index_extractor.py
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main_index_extractor.py
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# -*- coding: utf-8 -*-
"""
/***************************************************************************
index_extractor
A QGIS plugin
This plug-in extract several Vegetal Index from Sentinel-2 data
Generated by Plugin Builder: http://g-sherman.github.io/Qgis-Plugin-Builder/
-------------------
begin : 2018-03-08
git sha : $Format:%H$
copyright : (C) 2018 by Javier Balanzategui Sánchez
email : [email protected]
***************************************************************************/
/***************************************************************************
* *
* This program is free software; you can redistribute it and/or modify *
* it under the terms of the GNU General Public License as published by *
* the Free Software Foundation; either version 2 of the License, or *
* (at your option) any later version. *
* *
***************************************************************************/
"""
#from PyQt5.QtCore import QSettings, QTranslator, qVersion, QCoreApplication
#from PyQt5.QtGui import QIcon
from PyQt5.QtWidgets import QAction, QTableWidget,QTableWidgetItem, QFileDialog, QDialogButtonBox, QMessageBox, QLineEdit
# Initialize Qt resources from file resources.py
from .resources import *
# Import the code for the dialog
from .main_index_extractor_dialog import index_extractorDialog
import os.path
#Mine
from PyQt5.QtCore import *
from PyQt5.QtGui import *
from qgis.core import *
import qgis.utils
from qgis.utils import iface
#For calculating VI
from .NitrogenIndex import SpectralIndexes, extract_data, mapper, Coordinates, getXYMinMax
import numpy as np
import osr
import time
#downloads and import a package
def install_and_import(package):
import importlib
try:
importlib.import_module(package)
except ImportError:
import pip
if package is 'PIL':
pip.main(['install', 'pillow'])
else:
pip.main(['install', package])
finally:
globals()[package] = importlib.import_module(package)
class index_extractor:
"""QGIS Plugin Implementation."""
def __init__(self, iface):
"""Constructor.
:param iface: An interface instance that will be passed to this class
which provides the hook by which you can manipulate the QGIS
application at run time.
:type iface: QgsInterface
"""
# Save reference to the QGIS interface
self.iface = iface
# initialize plugin directory
self.plugin_dir = os.path.dirname(__file__)
# initialize locale
locale = QSettings().value('locale/userLocale')[0:2]
locale_path = os.path.join(
self.plugin_dir,
'i18n',
'index_extractor_{}.qm'.format(locale))
if os.path.exists(locale_path):
self.translator = QTranslator()
self.translator.load(locale_path)
if qVersion() > '4.3.3':
QCoreApplication.installTranslator(self.translator)
# Create the dialog (after translation) and keep reference
self.dlg = index_extractorDialog()
# Declare instance attributes
self.actions = []
self.menu = self.tr(u'&Sentinel-2 Index Extractor')
# TODO: We are going to let the user set this up in a future iteration
self.toolbar = self.iface.addToolBar(u'index_extractor')
self.toolbar.setObjectName(u'index_extractor')
##CLEAR INPUT BOX AND CALL SELECT IPUT FILE ON-CLICK
self.dlg.lineEdit.clear()
self.dlg.pushButton.clicked.connect(self.select_input_file)
self.dlg.pushButton_2.clicked.connect(self.Select_Unselect)
self.selectPhase = False
self.createdOptions = False
self.shapeBox = None
self.saveCSV = False
self.CCCImin = None
self.CCCImax = None
# noinspection PyMethodMayBeStatic
def tr(self, message):
"""Get the translation for a string using Qt translation API.
We implement this ourselves since we do not inherit QObject.
:param message: String for translation.
:type message: str, QString
:returns: Translated version of message.
:rtype: QString
"""
# noinspection PyTypeChecker,PyArgumentList,PyCallByClass
return QCoreApplication.translate('index_extractor', message)
def add_action(
self,
icon_path,
text,
callback,
enabled_flag=True,
add_to_menu=True,
add_to_toolbar=True,
status_tip=None,
whats_this=None,
parent=None):
"""Add a toolbar icon to the toolbar.
:param icon_path: Path to the icon for this action. Can be a resource
path (e.g. ':/plugins/foo/bar.png') or a normal file system path.
:type icon_path: str
:param text: Text that should be shown in menu items for this action.
:type text: str
:param callback: Function to be called when the action is triggered.
:type callback: function
:param enabled_flag: A flag indicating if the action should be enabled
by default. Defaults to True.
:type enabled_flag: bool
:param add_to_menu: Flag indicating whether the action should also
be added to the menu. Defaults to True.
:type add_to_menu: bool
:param add_to_toolbar: Flag indicating whether the action should also
be added to the toolbar. Defaults to True.
:type add_to_toolbar: bool
:param status_tip: Optional text to show in a popup when mouse pointer
hovers over the action.
:type status_tip: str
:param parent: Parent widget for the new action. Defaults None.
:type parent: QWidget
:param whats_this: Optional text to show in the status bar when the
mouse pointer hovers over the action.
:returns: The action that was created. Note that the action is also
added to self.actions list.
:rtype: QAction
"""
icon = QIcon(icon_path)
action = QAction(icon, text, parent)
action.triggered.connect(callback)
action.setEnabled(enabled_flag)
if status_tip is not None:
action.setStatusTip(status_tip)
if whats_this is not None:
action.setWhatsThis(whats_this)
if add_to_toolbar:
self.toolbar.addAction(action)
if add_to_menu:
self.iface.addPluginToMenu(
self.menu,
action)
self.actions.append(action)
return action
def initGui(self):
"""Create the menu entries and toolbar icons inside the QGIS GUI."""
icon_path = ':/plugins/main_index_extractor/icon.png'
self.add_action(
icon_path,
text=self.tr(u'Extract VI from Sentinel-2 data'),
callback=self.run,
parent=self.iface.mainWindow())
def unload(self):
"""Removes the plugin menu item and icon from QGIS GUI."""
for action in self.actions:
self.iface.removePluginMenu(
self.tr(u'&Sentinel-2 Index Extractor'),
action)
self.iface.removeToolBarIcon(action)
# remove the toolbar
del self.toolbar
#Once selected input file, show avaible indexes
def createDialog(self):
##ADD NEW VI AND THEIR OPTIONS##
VI = [ ["Color",["10m (B3)", "20m(B3,B6)", "60m (B1,B3,B6)"]],
["OTCI", ["10m (B4)", "20m (B4,B5,B6)","60m (B5,B6,B6)"]],
["MCARI",["10m (B3,B4)","20m (B3,B4,B5)","60m (B3,B4,B5)"]],
["IRECI",["10m (B4)","20m (B4,B5,B6,B7)","60m (B4,B5,B6,B7)"]],
["CCCI",["20m (B5,B6,B7)", "60m (B5,B6,B7)"]],
["NDRE",["20m (B5,B6,B7)", "60m (B5,B6,B7)"]],
["MTCI", ["10m (B4)", "20m (B4,B5,B6)","60m(B4,B5,B6)"]],
["CI_redEdge",["20m (B5,B7)","60m (B5,B7)"]],
["CI_greenEdge",["10m (B3)","20m (B3,B7)","60m (B3,B7)"]],
["EVI",["10m (B2,B3,B4)","20m (B2,B3,B4)", "60m (B2,B3,B4)"]],
["NRERI",["10m (B4)","20m (B5,B6,B7)", "60m (B5,B6,B7)"]],
["NDVI705",["20m (B5,B6)", "60m (B5,B6)"]],
["mNDVI705",["20m (B5,B6)", "60m (B1,B5,B6)"]],
["NDI45", ["10m (B4)", "20m (B4,B5)","60m (B4,B5)"]],
["RDVI", ["10m (B4)", "20m (B4,B7)","60m (B4,B7)"]],
["TCARI", ["10m (B3,B4)", "20m (B3,B4,B5)", "60m (B3,B4,B5)"]],
["OSAVI", ["10m (B4)", "20m (B4,B7)", "60m (B4,B7)"]],
["TCARI/OSAVI", ["10m (B3,B4)", "20m (B3,B4,B5,B7)", "60m (B3,B4,B5,B7)"]]
]
self.dlg.tableWidget.setRowCount(0)#Delete al rows before insert
for row in range(len(VI)):
element = VI[row]
item = QTableWidgetItem(element[0])
self.dlg.tableWidget.insertRow(row)
self.dlg.tableWidget.setItem(row,0,item)#VI name
for options_n in range(len(element[1])):
opt = QTableWidgetItem(element[1][options_n])
opt.setFlags(Qt.ItemIsUserCheckable | Qt.ItemIsEnabled)
opt.setCheckState(Qt.Unchecked)
self.dlg.tableWidget.setItem(row,options_n+1,opt)#VI options
if element[0] == "CCCI":
#add input boxes for min max resample
item = QTableWidgetItem("0.62")
item2 = QTableWidgetItem("0.24")
item.setFlags(Qt.ItemIsEditable | Qt.ItemIsEnabled )
item2.setFlags(Qt.ItemIsEditable | Qt.ItemIsEnabled)
item.setToolTip("Max value")
item2.setToolTip("Min value")
self.dlg.tableWidget.setItem(row,len(element[1])+1,item)
self.dlg.tableWidget.setItem(row,len(element[1])+2,item2)
self.createdOptions = True
#Checks if there's an input shape or not
def checkIfShape(self):
nameShape = self.dlg.lineEdit_2.text()
if nameShape is "":
self.shapeBox = []
return
#if exists
puntos = self.getShapefromLayer(nameShape)
if puntos is None:
#name doesn't match
self.show_message("There is no Shape with name: "+nameShape+"\nPlease select a valid shape name or leave it blank for using all the tile")
else:
self.shapeBox= []
for p in puntos:
self.shapeBox.append([p.x(),p.y()])
def checkIfCSV(self):
if self.dlg.checkBox.checkState() == Qt.Checked:
self.saveCSV = True
else:
self.saveCSV = False
#it shows os file manager to choose a file.zip
def select_input_file(self):
filename = QFileDialog.getOpenFileName(self.dlg, "Select input file product Sentinel-2 ","", '*.zip')
self.dlg.lineEdit.setText(str(filename))
self.route_zip = str(filename[0])
self.createDialog()
def Select_Unselect(self):
if self.createdOptions is True:
for row in range(self.dlg.tableWidget.rowCount()):
for column in range(1,self.dlg.tableWidget.columnCount()):
try:
item = self.dlg.tableWidget.item(row,column)
if not item is None:
if self.selectPhase is False:
#select all
item.setCheckState(Qt.Checked)
else:
#unselect all
item.setCheckState(Qt.Unchecked)
except:
continue
if self.selectPhase is False:
self.selectPhase = True
else:
self.selectPhase = False
#retrieve options cheked about Indexes
def getChecked(self):
checked_list = []
for i in range(self.dlg.tableWidget.rowCount()):
indice = self.dlg.tableWidget.item(i, 0).text()
opciones = []
for j in range(1,self.dlg.tableWidget.columnCount()):
item = self.dlg.tableWidget.item(i, j)
if not item is None:
if item.checkState() == Qt.Checked:
opciones.append(self.dlg.tableWidget.item(i, j).text())
#for CCCI min,max
if indice == "CCCI":
if "Max" in item.toolTip():
value = self.dlg.tableWidget.item(i,j).text()
try:
self.CCCImax= float(value)
except Exception:
self.show_message("CCCI Max value is not supported")
elif "Min" in item.toolTip():
value = self.dlg.tableWidget.item(i,j).text()
try:
self.CCCImin= float(value)
except Exception:
self.show_message("CCCI Min value is not supported")
if len(opciones) > 0:
checked_list.append([indice, opciones])
return checked_list
#It shows a pop-up dialog
def show_message(self, lis):
#list of type ([el1,[op1,op2...opn]],...)
# or string
if type(lis) is str:
QMessageBox.information(None, "Information", lis )
elif type(lis) is list:
el = ""
for i in lis:
el += i + '\n'
QMessageBox.information(None, "Information", str(el) )
########### MY MAIN METHOD #############
def calculate_indexes(self):
list_indexAndOptions = self.getChecked()
if len(list_indexAndOptions) == 0:
self.show_message('You have to choice at least one Index.')
return
list_products = extract_data(self.route_zip)
if len(list_products) == 0:
self.show_message(self.route_zip+" is not a correct Zip file")
self.show_message("The Calculation of all desired Vegetal Indexes could take up to some minutes. Close this message to continue.")
puntos = getXYMinMax(self.shapeBox)
Indexes = SpectralIndexes(list_products,puntos)
for index in list_indexAndOptions:
max_uint16 = 255
if index[0] == 'OTCI':
for item in index[1]:
imagen, name = Indexes.OTCI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,25,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == 'MCARI':
for item in index[1]:
imagen, name = Indexes.MCARI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,0.5,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == 'IRECI':
for item in index[1]:
imagen, name = Indexes.IRECI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2.5,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "CCCI":
for item in index[1]:
if self.CCCImin is None or self.CCCImax is None:
break
imagen, name = Indexes.CCCI(1,item,self.CCCImin,self.CCCImax)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen, 1, max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "NDRE":
for item in index[1]:
imagen, name = Indexes.NDRE_1(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,1,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "MTCI":
for item in index[1]:
imagen, name = Indexes.MTCI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,10,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "CI_redEdge":
for item in index[1]:
imagen, name = Indexes.CI_redEdge(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "CI_greenEdge":
for item in index[1]:
imagen, name = Indexes.CI_greenEdge(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,5,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "EVI":
for item in index[1]:
imagen, name = Indexes.EVI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "NRERI":
for item in index[1]:
imagen, name = Indexes.NDVI_redEdge(item)#NRERI
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen, 10, max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "Color":
for item in index[1]:
imagen, name = Indexes.Color(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen, 1, max_uint16)
dst_dir = Indexes.saveImages(imagen,3,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "NDVI705":
for item in index[1]:
imagen, name = Indexes.NDVI705(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "mNDVI705":
for item in index[1]:
imagen, name = Indexes.mNDVI705(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "NDI45":
for item in index[1]:
imagen, name = Indexes.NDI45(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "RDVI":
for item in index[1]:
imagen, name = Indexes.RDVI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "TCARI":
for item in index[1]:
imagen, name = Indexes.TCARI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,1,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "OSAVI":
for item in index[1]:
imagen, name = Indexes.OSAVI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
elif index[0] == "TCARI/OSAVI":
for item in index[1]:
imagen, name = Indexes.TCARI_OSAVI(item)
name = name+str(time.time())
if self.saveCSV:
Indexes.save2CSV(name,imagen)
imagen = mapper(imagen,2,max_uint16)
dst_dir = Indexes.saveImages(imagen,1,name)
iface.addRasterLayer(dst_dir+'.tif', name)
else:
continue
self.show_message("All products have been created")
def getShapefromLayer(self, name):
project = QgsProject.instance()
dicc = project.mapLayers()
idn = None
puntosResult = []
for key in dicc:
if name in key:
idn = key
break
if idn is None:
#not found that name in layers.
return None
vLayer = dicc[idn]
puntos = vLayer.getFeatures()
for p in puntos:
puntosResult.append(p.geometry().asPoint())
if len(puntosResult) == 0:
return None
else:
return puntosResult
#QGIS MAIN METHOD
def run(self):
"""Run method that performs all the real work"""
# show the dialog
self.dlg.show()
# Run the dialog event loop
result = self.dlg.exec_()
# See if OK was pressed
if result:
#check if there's a shape
self.checkIfShape()
self.checkIfCSV()
#If Shape is blank (all tile) or has points but not if we couldn't find any shape with that name
if not self.shapeBox is None:
#calculate for the shape
self.calculate_indexes()