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Max_Uncertainity_Estimates.py
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#FUNCTIONS##################################################################################################
#Creates UTM projected points
def pointSelector(utm, proj):
print(proj)
selection = []
#For each point in layer, check to see if it lies within a UTM Zone
for point in total_p.getFeatures():
inGeom = point.geometry()
utmgeo = utm.getFeatures()
for cells in utmgeo:
utmbounding = cells.geometry()
if utmbounding.contains(inGeom):
selection.append(point)
#Select all points that lie within the zone
print(len(selection))
total_p.selectByIds([k.id() for k in selection])
#Adds selected point as 'utm14points'
qgis.utils.iface.setActiveLayer(total_p)
layer = iface.activeLayer()
new_layer_p = layer.materialize(QgsFeatureRequest().setFilterFids(total_p.selectedFeatureIds()))
new_layer_p.setName('utmpoints')
QgsProject.instance().addMapLayer(new_layer_p)
parameter = {'INPUT' : new_layer_p, 'TARGET_CRS' : proj, 'OUTPUT' : 'memory:Reproject_UTM'}
result = processing.run('native:reprojectlayer',parameter)
QgsProject.instance().removeMapLayer(new_layer_p)
return result['OUTPUT']
#Buffers UTM Project Points
def pointBuffer(utm_ps, utmp_name):
mem_str = "memory:"+ str(utmp_name)
print(mem_str)
#Utilizes "Vector Geometry - Buffer" with variable buffer value
buff_result = processing.run('native:buffer', {'INPUT': utm_ps, "DISTANCE":QgsProperty.fromExpression('"coordinateUncertaintyInMeters"'),"OUTPUT": mem_str})
return buff_result['OUTPUT']
def createFields(pls, pDP):
#Add empty buffered area field "buff_area"
nFields = [QgsField('buff_area', QVariant.Double),QgsField('sus_calc',QVariant.String),QgsField('nativity',QVariant.String), QgsField('parentHuc',QVariant.String)]
pDP.addAttributes(nFields)
pls.updateFields()
def hucCalc(pointL, huc8):
print("Parent HUC?")
pointL.startEditing()
for point in pointL.getFeatures():
pGeo = point.geometry()
for huc in huc8.getFeatures():
hucGeo = huc.geometry()
if hucGeo.contains(pGeo):
point['parentHuc'] = huc['SUBBASIN']
pointL.updateFeature(point)
break
pointL.commitChanges()
#Adds area of buffered point to attribute table and determines if a record should be omitted from calculation
def areaCalc(temp_buff, area_dic):
temp_buff.startEditing()
for bp in temp_buff.getFeatures():
bp_area = bp.geometry().area()
bp['buff_area'] = bp_area
#Omit records that have an uncertainity larger than average huc 8 distance centroid -> edge
if float(bp['coordinateUncertaintyInMeters'] > 28139):
bp['sus_calc'] = "Omitted"
else:
area_dic[bp['catalogNumber']] = bp_area
temp_buff.updateFeature(bp)
temp_buff.commitChanges()
def clipPoints(buff_ps ,huc8_utm,cDP,clipped_ps):
buff_ps.startEditing()
for huc8 in huc8_utm.getFeatures():
hucGeo = huc8.geometry()
hucName = str(huc8["SUBBASIN"])
print(hucName)
hucPoints = []
for point in buff_ps.getFeatures():
pGeo = point.geometry()
pHuc = point['parentHuc']
pError = float(point["coordinateUncertaintyInMeters"])
taxon = str(point['genus']) +" "+ str(point['species'])
#If point is supposed to be within HUC8 & if point has less than 28139 meters in error (Taken from Wylie Centroid error determination) add to list
if( pHuc == hucName and pError < 28139):
hucPoints.append(point)
if hucName not in unique_species:
unique_species[hucName] = []
if taxon not in unique_species[hucName]:
point['sus_calc'] = "Suspect (First)"
buff_ps.updateFeature(point)
if(len(hucPoints) != 0 ):
print(hucName + " has " + str(len(hucPoints)) + " point(s) within it, calculating now")
#Add selected points to temporary layer
qgis.utils.iface.setActiveLayer(buff_ps)
layer = iface.activeLayer()
#Select Points
buff_ps.selectByIds([jj.id() for jj in hucPoints])
temp_clippingpoints = layer.materialize(QgsFeatureRequest().setFilterFids(buff_ps.selectedFeatureIds()))
temp_clippingpoints.setName('points to be clipped')
QgsProject.instance().addMapLayer(temp_clippingpoints)
#Select the HUC8 & Set as active layer
print(str(huc8.id()) + " is choppin em up")
qgis.utils.iface.setActiveLayer(huc8_utm)
layer = iface.activeLayer()
huc8_utm.selectByIds([huc8.id()])
temp_clippinghuc = layer.materialize(QgsFeatureRequest().setFilterFids(huc8_utm.selectedFeatureIds()))
QgsProject.instance().addMapLayer(temp_clippinghuc)
tcs = processing.run('native:clip',{'INPUT' : temp_clippingpoints, 'OUTPUT' : 'memory:clipped_pbh' , 'OVERLAY' : temp_clippinghuc})
temp_clipped_ps = tcs['OUTPUT']
QgsProject.instance().addMapLayer(temp_clipped_ps)
print(len(temp_clipped_ps))
for feat in temp_clipped_ps.getFeatures():
cDP.addFeatures([feat])
clipped_ps.updateFields()
QgsProject.instance().removeMapLayer(temp_clippingpoints)
QgsProject.instance().removeMapLayer(temp_clipped_ps)
QgsProject.instance().removeMapLayer(temp_clippinghuc)
buff_ps.commitChanges()
def clAreaCalc(clip_ps, clip_dic):
clip_ps.startEditing()
for cp in clip_ps.getFeatures():
cp_area = cp.geometry().area()
cp['buff_area'] = cp_area
clip_dic[cp['catalogNumber']] = cp_area
clip_ps.updateFeature(cp)
clip_ps.commitChanges()
def areaDiff(clipped_ps,buff_areas,clipped_areas):
bcount = 0
clipped_ps.startEditing()
for bps in clipped_ps.getFeatures():
bp_id = bps['catalogNumber']
buff_area = float(buff_areas[bp_id])
clip_area = float(clipped_areas[bp_id])
taxon = str(bps['genus']) + str(bps['species'])
if bcount < 10:
print(str(clip_area) + " is the clipped value for " + str(bp_id))
print(str(buff_area) + " is the normal value for " + str(bp_id))
bcount += 1
like_val = ((buff_area - clip_area )/ buff_area) * 100
if bps['sus_calc'] != "Suspect (First)":
if like_val >= 25:
bps['sus_calc'] = "Possibly Suspect"
else:
bps['sus_calc'] = "Not Suspect"
clipped_areas.pop(bp_id)
buff_areas.pop(bp_id)
clipped_ps.updateFeature(bps)
sus_l[bp_id] = bps['sus_calc']
clipped_ps.commitChanges()
def firstSus(buffL):
buffL.startEditing()
#Adds omitted fish to the layer
for p in buffL.getFeatures():
p_id = p['catalogNumber']
if p_id in sus_l:
p['sus_calc'] = sus_l[p_id]
sus_l.pop(p_id)
buffL.updateFeature(p)
buffL.commitChanges()
def projectWGS84(buffL):
#Return buffered point layers to WGS84 and add them to final_layer
wsg_param = {'INPUT' : buffL, 'TARGET_CRS' : 'EPSG:4326', 'OUTPUT' : 'memory:wsg_buffs'}
wsg_result = processing.run('native:reprojectlayer',wsg_param)
wsg_reverse = wsg_result['OUTPUT']
QgsProject.instance().addMapLayer(wsg_reverse)
for feat in wsg_reverse.getFeatures():
fldp.addFeatures([feat])
final_layer.updateFields()
QgsProject.instance().removeMapLayer(wsg_reverse)
QgsProject.instance().removeMapLayer(buffL)
### MAIN ################################################################################################
########################################################################################################
########################################################################################################
########################################################################################################
#Import all UTM Vector Layers for coord projection
#UTM13 Layer
utm13 = QgsVectorLayer("D:/Colton_Data/Suspect_Calculator/Shapefiles/UTM13N.shp","utm13","ogr")
if not utm13.isValid():
print("UTM14 not valid")
#UTM14 Layer
utm14 = QgsVectorLayer("D:/Colton_Data/Suspect_Calculator/Shapefiles/UTM14N.shp","utm14","ogr")
if not utm14.isValid():
print("UTM14 not valid")
#UTM15 Layer
utm15 = QgsVectorLayer("D:/Colton_Data/Suspect_Calculator/Shapefiles/UTM15N.shp","utm14","ogr")
if not utm15.isValid():
print("UTM14 not valid")
#Total Point Layer (TRACK 3 DATA HERE)
uri_pl = "file:///D:/Colton_Data/Suspect_Calculator/track3_spec_TX.csv?delimiter=%s&xField=%s&yField=%s" % (",","decimalLongitude","decimalLatitude")
total_p = QgsVectorLayer(uri_pl,"total_points","delimitedtext")
if not total_p.isValid():
print("Point layer failed. Make sure your upload adheres to Darwin Core standards.")
QgsProject.instance().addMapLayer(total_p)
layer = iface.activeLayer()
fields = layer.fields()
field_names = [field.name() for field in fields]
darwinCoreFields = ["catalogNumber","genus","species","decimalLatitude","decimalLongitude","coordinateUncertaintyInMeters"]
print(field_names)
for dcN in darwinCoreFields:
if dcN not in field_names:
errMess = "The " + dcN + " field cannot be found. Please make sure your upload adheres to Darwin Core standards."
raise QgsProcessingException(errMess)
QgsProject.instance().addMapLayer(utm13)
QgsProject.instance().addMapLayer(utm14)
QgsProject.instance().addMapLayer(utm15)
#Project points to UTM 13, 14, or 15
pl_13 = pointSelector(utm13, "EPSG:32613")
pl_13.setName('utm13points')
pl_14 = pointSelector(utm14,"EPSG:32614")
pl_14.setName('utm14points')
pl_15 = pointSelector(utm15,"EPSG:32615")
pl_15.setName('utm15points')
dpp13 = pl_13.dataProvider()
dpp14 = pl_14.dataProvider()
dpp15 = pl_15.dataProvider()
#Add reprojected point layer (So that we can add buffer)
QgsProject.instance().addMapLayer(pl_13)
QgsProject.instance().addMapLayer(pl_14)
QgsProject.instance().addMapLayer(pl_15)
#Removes UTM Layers
QgsProject.instance().removeMapLayer(utm13)
QgsProject.instance().removeMapLayer(utm14)
QgsProject.instance().removeMapLayer(utm15)
#Add in HUC8 layers
huc8_utm13 = QgsVectorLayer("D:/Colton_Data/Suspect_Calculator/HUC8/HUC8_UTM13.shp","huc8TX13","ogr")
if not huc8_utm13.isValid():
print("HUC813 not valid")
huc8_utm14 = QgsVectorLayer("D:/Colton_Data/Suspect_Calculator/HUC8/HUC8_UTM14.shp","huc8TX14","ogr")
if not huc8_utm14.isValid():
print("HUC814 not valid")
huc8_utm15 = QgsVectorLayer("D:/Colton_Data/Suspect_Calculator/HUC8/HUC8_UTM15.shp","huc8TX15","ogr")
if not huc8_utm15.isValid():
print("HUC815 not valid")
#Create generated fields "buffered area" "suspect status" "nativity"
createFields(pl_13,dpp13)
createFields(pl_14,dpp14)
createFields(pl_15,dpp15)
QgsProject.instance().addMapLayer(huc8_utm13)
QgsProject.instance().addMapLayer(huc8_utm14)
QgsProject.instance().addMapLayer(huc8_utm15)
print("Calculating Parent HUC8")
hucCalc(pl_13,huc8_utm13)
hucCalc(pl_14,huc8_utm14)
hucCalc(pl_15,huc8_utm15)
#Buffer all UTM Point Layers
buff13 = pointBuffer(pl_13, "UTM13_Buffer")
buff14 = pointBuffer(pl_14, "UTM14_Buffer")
buff15 = pointBuffer(pl_15, "UTM15_Buffer")
dp13 = buff13.dataProvider()
dp14 = buff14.dataProvider()
dp15 = buff15.dataProvider()
#Add buffered points to map
QgsProject.instance().addMapLayer(buff13)
QgsProject.instance().addMapLayer(buff14)
QgsProject.instance().addMapLayer(buff15)
############Determine if the fish has already been found within the huc, by checking those that are already possibly suspect
#Generate List of Unique Species for Huc
track2_data = "file:///D:/Colton_Data/Suspect_Calculator/FlatFileFOTX3-29-18.csv?delimiter=%s&xField=%s&yField=%s" % (",","longitude","latitude")
track2_p = QgsVectorLayer(track2_data,"total_points","delimitedtext")
if not track2_p.isValid():
print("Track2 Point layer failed")
unique_species ={}
for point in track2_p.getFeatures():
pTaxon = point['full_name']
pSuspect = point['suspect']
pHuc = point['huc8_name']
if pHuc not in unique_species:
unique_species[pHuc] = []
if pTaxon not in unique_species[pHuc]:
unique_species[pHuc].append(pTaxon)
print(unique_species['Howard Draw'])
##########################################################
#Init dicts for comparing areas
b13_areas = {}
b14_areas = {}
b15_areas = {}
#Calculate Area of Buffered Points
print("Calculating Buffers")
areaCalc(buff13,b13_areas)
areaCalc(buff14,b14_areas)
areaCalc(buff15,b15_areas)
#Creates empty layers to append clipped polygons to
clipped13 = QgsVectorLayer("Polygon?crs=" + "EPSG:32613", 'clipped13','memory')
cdp13 = clipped13.dataProvider()
cdp13.addAttributes(buff13.fields())
clipped13.updateFields()
clipped14 = QgsVectorLayer("Polygon?crs=" + "EPSG:32614", 'clipped14','memory')
cdp14 = clipped14.dataProvider()
cdp14.addAttributes(buff14.fields())
clipped14.updateFields()
clipped15 = QgsVectorLayer("Polygon?crs=" + "EPSG:32615", 'clipped15','memory')
cdp15 = clipped15.dataProvider()
cdp15.addAttributes(buff15.fields())
clipped15.updateFields()
print("Clipping Points")
#Clips point if inside HUC
clipPoints(buff13,huc8_utm13,cdp13,clipped13)
clipPoints(buff14,huc8_utm14,cdp14,clipped14)
clipPoints(buff15,huc8_utm15,cdp15,clipped15)
QgsProject.instance().addMapLayer(clipped13)
QgsProject.instance().addMapLayer(clipped14)
QgsProject.instance().addMapLayer(clipped15)
#Init dict for comparing areas
cl_areas13 = {}
cl_areas14 = {}
cl_areas15 = {}
print("Clipped Area Calc")
#Calculate new area for clipped guys
clAreaCalc(clipped13, cl_areas13)
clAreaCalc(clipped14, cl_areas14)
clAreaCalc(clipped15, cl_areas15)
#For adding suspect results to final point layer
sus_l = {}
print("Checking uncertainty area")
#Determine if the area of the point that lies within the huc is >=75%
areaDiff(clipped13,b13_areas,cl_areas13)
areaDiff(clipped14,b14_areas,cl_areas14)
areaDiff(clipped15,b15_areas,cl_areas15)
firstSus(buff13)
firstSus(buff14)
firstSus(buff15)
### THE RESULTING LAYER OF ^^^ TEMP BUFF will have empty records for duplicates & those located in West San Antonio Bay
#QgsProject.instance().removeMapLayer(clipped13)
#QgsProject.instance().removeMapLayer(clipped14)
#QgsProject.instance().removeMapLayer(clipped15)
print("Creating final layer")
final_layer = QgsVectorLayer("Polygon?crs=" + "EPSG:4326", 'final_layer','memory')
fldp = final_layer.dataProvider()
fldp.addAttributes(buff15.fields())
final_layer.updateFields()
projectWGS84(buff13)
projectWGS84(buff14)
projectWGS84(buff15)
QgsProject.instance().removeMapLayer(huc8_utm13)
QgsProject.instance().removeMapLayer(huc8_utm14)
QgsProject.instance().removeMapLayer(huc8_utm15)
huc8_tot = QgsVectorLayer("D:/Colton_Data/Suspect_Calculator/HUC8/HUC8_TX_cca10-10-2019.shp","utm14","ogr")
if not huc8_tot.isValid():
print("huc8_tot not valid")
QgsProject.instance().addMapLayer(huc8_tot)
print("Checking neighboring hucs")
#For any point already "Possibly Suspect" Clip the hucs underneath to a memory layer then check if taxon in buffered point is in all of the hucs
qgis.utils.iface.setActiveLayer(huc8_tot)
layer = iface.activeLayer()
#HUCS underneath
int_hs = []
final_layer.startEditing()
for pp in final_layer.getFeatures():
if pp['sus_calc'] == "Possibly Suspect":
pp_geom = pp.geometry()
pp_taxon = str(pp['genus']) + str(pp["species"])
for feat in huc8_tot.getFeatures():
if pp_geom.intersects(feat.geometry()):
int_hs.append(feat["SUBBASIN"])
#Checks list of unique species for each huc that it intersected with
for huc in int_hs:
if pp_taxon not in unique_species[huc]:
pp['sus_calc'] = "Locality Suspect"
break
else:
pp['sus_calc'] = "Not Suspect (UTM-TX EDGE)"
final_layer.updateFeature(pp)
int_hs = []
final_layer.commitChanges()
QgsProject.instance().removeMapLayer(pl_13)
QgsProject.instance().removeMapLayer(pl_14)
QgsProject.instance().removeMapLayer(pl_15)
# RANGE NATIVITY CALC
#Ranges
nrs= "file:///D:/Colton_Data/Suspect_Calculator/native_ranges.csv?delimiter=,"
native_ranges = QgsVectorLayer(nrs,"native_ranges","delimitedtext")
if not native_ranges.isValid():
print("Native_Ranges Failed")
nr_dic_pn = {}
nr_dic_nat = {}
for n in native_ranges.getFeatures():
nHuc = n['huc']
nTaxon = n['taxon']
nStatus = n['status']
if nStatus == "Possibly native":
if nHuc not in nr_dic_pn:
nr_dic_pn[nHuc] = []
if nTaxon not in nr_dic_pn[nHuc]:
nr_dic_pn[nHuc].append(nTaxon)
elif nStatus == "Native":
if nHuc not in nr_dic_nat:
nr_dic_nat[nHuc] = []
if nTaxon not in nr_dic_nat[nHuc]:
nr_dic_nat[nHuc].append(nTaxon)
print(nr_dic_pn['Carrizo'])
print(nr_dic_nat['Carrizo'])
final_layer.startEditing()
for p in final_layer.getFeatures():
hucN = False
hucPN = False
pHuc = p['parentHuc']
pTaxon = str(p['genus']) + " " + str(p['species'])
if pHuc in nr_dic_pn:
if pTaxon in nr_dic_pn[pHuc]:
p['nativity'] = "Possibly native"
else:
hucPN =True
if pHuc in nr_dic_nat:
if pTaxon in nr_dic_nat[pHuc]:
p['nativity'] = "Native"
else:
hucN = True
if hucN and hucPN:
p['nativity'] = "Non-Native"
if pHuc not in nr_dic_pn and pHuc not in nr_dic_nat:
p['nativity'] = "HUC not analyzed"
final_layer.updateFeature(p)
final_layer.commitChanges()
QgsProject.instance().removeMapLayer(native_ranges)
QgsProject.instance().addMapLayer(huc8_tot)
QgsProject.instance().addMapLayer(final_layer)