2016-11-17 19:48:46 +10:00
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# -*- coding: utf-8 -*-
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"""
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***************************************************************************
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Heatmap.py
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---------------------
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Date : November 2016
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Copyright : (C) 2016 by Nyall Dawson
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Email : nyall dot dawson at gmail dot com
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***************************************************************************
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* *
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* This program is free software; you can redistribute it and/or modify *
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* it under the terms of the GNU General Public License as published by *
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* the Free Software Foundation; either version 2 of the License, or *
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* (at your option) any later version. *
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* *
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***************************************************************************
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"""
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__author__ = 'Nyall Dawson'
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__date__ = 'November 2016'
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__copyright__ = '(C) 2016, Nyall Dawson'
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# This will get replaced with a git SHA1 when you do a git archive
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__revision__ = '$Format:%H$'
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import os
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from qgis.PyQt.QtGui import QIcon
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from qgis.core import QgsFeatureRequest
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from qgis.analysis import QgsKernelDensityEstimation
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2017-01-02 10:05:33 +10:00
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from processing.core.ProcessingLog import ProcessingLog
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2016-11-17 19:48:46 +10:00
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from processing.core.GeoAlgorithm import GeoAlgorithm
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from processing.core.GeoAlgorithmExecutionException import GeoAlgorithmExecutionException
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from processing.core.parameters import ParameterVector
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from processing.core.parameters import ParameterNumber
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from processing.core.parameters import ParameterSelection
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from processing.core.parameters import ParameterTableField
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from processing.core.outputs import OutputRaster
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from processing.tools import dataobjects, vector, raster
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2016-12-07 11:59:35 +10:00
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from processing.algs.qgis.ui.HeatmapWidgets import HeatmapPixelSizeWidgetWrapper
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2016-11-17 19:48:46 +10:00
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pluginPath = os.path.split(os.path.split(os.path.dirname(__file__))[0])[0]
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class Heatmap(GeoAlgorithm):
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INPUT_LAYER = 'INPUT_LAYER'
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RADIUS = 'RADIUS'
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RADIUS_FIELD = 'RADIUS_FIELD'
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WEIGHT_FIELD = 'WEIGHT_FIELD'
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PIXEL_SIZE = 'PIXEL_SIZE'
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KERNELS = ['Quartic',
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'Triangular',
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'Uniform',
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'Triweight',
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'Epanechnikov'
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]
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KERNEL = 'KERNEL'
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DECAY = 'DECAY'
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OUTPUT_VALUES = ['Raw',
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'Scaled'
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]
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OUTPUT_VALUE = 'OUTPUT_VALUE'
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OUTPUT_LAYER = 'OUTPUT_LAYER'
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def getIcon(self):
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return QIcon(os.path.join(pluginPath, 'images', 'heatmap.png'))
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def defineCharacteristics(self):
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self.name, self.i18n_name = self.trAlgorithm('Heatmap (Kernel Density Estimation)')
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self.group, self.i18n_group = self.trAlgorithm('Interpolation')
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self.tags = self.tr('heatmap,kde,hotspot')
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self.addParameter(ParameterVector(self.INPUT_LAYER,
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self.tr('Point layer'), [dataobjects.TYPE_VECTOR_POINT]))
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self.addParameter(ParameterNumber(self.RADIUS,
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self.tr('Radius (layer units)'),
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0.0, 9999999999, 100.0))
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2016-12-07 11:59:35 +10:00
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2016-12-07 13:50:12 +10:00
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radius_field_param = ParameterTableField(self.RADIUS_FIELD,
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self.tr('Radius from field'), self.INPUT_LAYER, optional=True, datatype=ParameterTableField.DATA_TYPE_NUMBER)
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radius_field_param.isAdvanced = True
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self.addParameter(radius_field_param)
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2016-12-07 11:59:35 +10:00
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class ParameterHeatmapPixelSize(ParameterNumber):
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def __init__(self, name='', description='', parent_layer=None, radius_param=None, radius_field_param=None, minValue=None, maxValue=None,
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default=None, optional=False, metadata={}):
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ParameterNumber.__init__(self, name, description, minValue, maxValue, default, optional, metadata)
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self.parent_layer = parent_layer
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self.radius_param = radius_param
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self.radius_field_param = radius_field_param
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self.addParameter(ParameterHeatmapPixelSize(self.PIXEL_SIZE,
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self.tr('Output raster size'), parent_layer=self.INPUT_LAYER, radius_param=self.RADIUS,
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radius_field_param=self.RADIUS_FIELD,
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minValue=0.0, maxValue=9999999999, default=0.1,
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metadata={'widget_wrapper': HeatmapPixelSizeWidgetWrapper}))
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2016-12-07 13:50:12 +10:00
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weight_field_param = ParameterTableField(self.WEIGHT_FIELD,
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self.tr('Weight from field'), self.INPUT_LAYER, optional=True, datatype=ParameterTableField.DATA_TYPE_NUMBER)
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weight_field_param.isAdvanced = True
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self.addParameter(weight_field_param)
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kernel_shape_param = ParameterSelection(self.KERNEL,
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self.tr('Kernel shape'), self.KERNELS)
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kernel_shape_param.isAdvanced = True
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self.addParameter(kernel_shape_param)
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decay_ratio = ParameterNumber(self.DECAY,
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self.tr('Decay ratio (Triangular kernels only)'),
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-100.0, 100.0, 0.0)
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decay_ratio.isAdvanced = True
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self.addParameter(decay_ratio)
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output_scaling = ParameterSelection(self.OUTPUT_VALUE,
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self.tr('Output value scaling'), self.OUTPUT_VALUES)
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output_scaling.isAdvanced = True
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self.addParameter(output_scaling)
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2016-11-17 19:48:46 +10:00
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self.addOutput(OutputRaster(self.OUTPUT_LAYER,
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self.tr('Heatmap')))
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2017-01-06 20:04:00 +10:00
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def processAlgorithm(self, feedback):
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2016-11-17 19:48:46 +10:00
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layer = dataobjects.getObjectFromUri(
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self.getParameterValue(self.INPUT_LAYER))
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radius = self.getParameterValue(self.RADIUS)
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kernel_shape = self.getParameterValue(self.KERNEL)
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pixel_size = self.getParameterValue(self.PIXEL_SIZE)
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decay = self.getParameterValue(self.DECAY)
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output_values = self.getParameterValue(self.OUTPUT_VALUE)
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output = self.getOutputValue(self.OUTPUT_LAYER)
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output_format = raster.formatShortNameFromFileName(output)
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weight_field = self.getParameterValue(self.WEIGHT_FIELD)
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radius_field = self.getParameterValue(self.RADIUS_FIELD)
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attrs = []
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kde_params = QgsKernelDensityEstimation.Parameters()
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kde_params.vectorLayer = layer
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kde_params.radius = radius
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kde_params.pixelSize = pixel_size
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# radius field
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if radius_field:
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kde_params.radiusField = radius_field
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attrs.append(layer.fields().lookupField(radius_field))
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# weight field
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if weight_field:
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kde_params.weightField = weight_field
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attrs.append(layer.fields().lookupField(weight_field))
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kde_params.shape = kernel_shape
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kde_params.decayRatio = decay
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kde_params.outputValues = output_values
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kde = QgsKernelDensityEstimation(kde_params, output, output_format)
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if kde.prepare() != QgsKernelDensityEstimation.Success:
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raise GeoAlgorithmExecutionException(
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self.tr('Could not create destination layer'))
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request = QgsFeatureRequest()
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request.setSubsetOfAttributes(attrs)
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features = vector.features(layer, request)
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total = 100.0 / len(features)
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for current, f in enumerate(features):
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if kde.addFeature(f) != QgsKernelDensityEstimation.Success:
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2017-01-02 10:05:33 +10:00
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ProcessingLog.addToLog(ProcessingLog.LOG_ERROR,
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self.tr('Error adding feature with ID {} to heatmap').format(f.id()))
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2016-11-17 19:48:46 +10:00
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2017-01-06 20:04:00 +10:00
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feedback.setProgress(int(current * total))
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2016-11-17 19:48:46 +10:00
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if kde.finalise() != QgsKernelDensityEstimation.Success:
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raise GeoAlgorithmExecutionException(
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self.tr('Could not save destination layer'))
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