def createOutputGraphic(self, fileName, firstInd = None, maxInd = None):
#### Set Progressor ####
writeMSG = ARCPY.GetIDMessage(84186)
ARCPY.SetProgressor("step", writeMSG, 0, 3, 1)
ARCPY.AddMessage(writeMSG)
#### Set Colors ####
colors = NUM.array(["#4575B5", "#849EBA", "#C0CCBE", "#FFFFBF",
"#FAB984", "#ED7551", "#D62F27"])
cutoffs = NUM.array([-2.58, -1.96, -1.65, 1.65, 1.96, 2.58])
#### Import Matplotlib ####
pdfOutput = REPORT.openPDF(fileName)
#### Set Base Figure ####
title = ARCPY.GetIDMessage(84334)
report = REPORT.startNewReport(22, title = title, landscape = True,
titleFont = REPORT.ssTitleFont)
grid = report.grid
startRow = 1
gridPlot = PLT.subplot2grid(grid.gridInfo, (startRow, 0),
colspan = 20, rowspan = 16)
#### Set Data ####
distVals = []
zVals = []
for testIter in range(self.nIncrements):
d, gi, ei, vi, zi, pv = self.giResults[testIter]
distVals.append(d)
zVals.append(zi)
#### Plot Values ####
zVals = NUM.array(zVals)
binVals = NUM.digitize(zVals, cutoffs)
binColors = colors[binVals]
#### Line Graph First ####
lines = PLT.plot(distVals, zVals, color='k', linestyle='-')
#### Add Series and First/Max Points ####
if firstInd != None:
#### First Peak ####
firstPoint = PLT.plot(distVals[firstInd], zVals[firstInd],
color='#00FFFF', marker='o', alpha = 0.7,
markeredgecolor='k', markersize = 14)
if maxInd != None:
#### Max Peak ####
if maxInd != firstInd:
maxPoint = PLT.plot(distVals[maxInd], zVals[maxInd],
color='#00FFFF', marker='o', alpha = 0.7,
markeredgecolor='k', markersize = 14)
#### Points Next ####
for ind, dist in enumerate(distVals):
color = binColors[ind]
points = PLT.plot(dist, zVals[ind], color=color, marker='o',
alpha = 0.7, markeredgecolor='k',
markersize = 8)
#### Set Axis and Tick Labels ####
yLabel = ARCPY.GetIDMessage(84335)
distanceOut = self.ssdo.distanceInfo.outputString
xLabel = ARCPY.GetIDMessage(84077).format(distanceOut)
PYLAB.ylabel(yLabel, fontproperties = REPORT.ssLabFont, labelpad = 20)
PYLAB.xlabel(xLabel, fontproperties = REPORT.ssLabFont, labelpad = 20)
gridPlot.yaxis.grid(True, linestyle='-', which='major',
color='lightgrey', alpha=0.5)
REPORT.setTickFontSize(gridPlot)
#### Scoot Max Z ####
minD, maxD = UTILS.increaseMinMax(distVals, multiplier = .15)
minZ, maxZ = UTILS.increaseMinMax(zVals, multiplier = .15)
PYLAB.ylim(ymin = minZ, ymax = maxZ)
PYLAB.xlim(xmin = minD, xmax = maxD)
#### Create Legend ####
rColors = [ i for i in reversed(colors) ]
grid.writeCell((startRow, 20), yLabel, colspan = 2,
fontObj = REPORT.ssBoldFont, justify = "right")
labels = ["> 2.58", "1.96 - 2.58", "1.65 - 1.96", "-1.65 - 1.65",
"-1.96 - -1.65", "-2.58 - -1.96", "< -2.58"]
gridCount = 0
for ind, lab in enumerate(labels):
color = rColors[ind]
row = ind + 1 + startRow
gridCount += 1
#### Add Points ####
gridLegend = PLT.subplot2grid(grid.gridInfo, (row, 20))
PLT.plot(0.0, 0.0, color = color, marker = "o", alpha = .7)
REPORT.clearGrid(gridLegend)
#### Add Text ####
gridLegend = PLT.subplot2grid(grid.gridInfo, (row, 21))
PLT.text(0.0, 0.3, lab, fontproperties = REPORT.ssFont,
horizontalalignment = "left")
REPORT.clearGrid(gridLegend)
#### Add Peak Marker ####
currentRow = startRow + gridCount + 1
grid.createLineRow(currentRow, startCol = 20, endCol = 22)
currentRow += 1
gridLegend = PLT.subplot2grid(grid.gridInfo, (currentRow, 20))
PLT.plot(0.0, 0.0, color='#00FFFF', marker='o', alpha = 0.4,
markeredgecolor='k', markersize = 14)
REPORT.clearGrid(gridLegend)
#### Add Text ####
gridLegend = PLT.subplot2grid(grid.gridInfo, (currentRow, 21))
PLT.text(0.0, 0.3, "Peaks", fontproperties = REPORT.ssFont,
horizontalalignment = "left")
REPORT.clearGrid(gridLegend)
#### Add To PDF ####
PLT.savefig(pdfOutput, format='pdf')
PLT.close()
ARCPY.SetProgressorPosition()
#### Tabular Output ####
title = ARCPY.GetIDMessage(84160) + ARCPY.GetIDMessage(84282)
titlePlus = title + " " + ARCPY.GetIDMessage(84377)
report = REPORT.startNewReport(7, title = title, landscape = True,
titleFont = REPORT.ssTitleFont)
grid = report.grid
#### Create Column Labels ####
grid.createColumnLabels(self.resLabels, justify = "right",
fontObj = REPORT.ssBoldFont)
#### Create Output Text Table ####
hasNoNeighs = self.noNeighs.any()
strNoNeighs = ARCPY.GetIDMessage(84111)
for testIter in range(self.nIncrements):
if grid.rowCount >= 19:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(7, title = titlePlus,
landscape = True,
titleFont = REPORT.ssTitleFont)
grid = report.grid
#### Create Column Labels ####
grid.createColumnLabels(self.resLabels, justify = "right",
fontObj = REPORT.ssBoldFont)
#### Get Results ####
d, gi, ei, vi, zi, pv = self.giResults[testIter]
d = LOCALE.format("%0.2f", round(d, 2))
#### Add Asterisk to No Neigh Distances ####
if hasNoNeighs:
numNoNeighs = self.noNeighs[testIter]
if numNoNeighs:
d += strNoNeighs
else:
d += " "
grid.writeCell((grid.rowCount, 0), d,
justify = "right")
grid.writeCell((grid.rowCount, 1),
LOCALE.format("%0.6f", gi),
justify = "right")
grid.writeCell((grid.rowCount, 2),
LOCALE.format("%0.6f", ei),
justify = "right")
grid.writeCell((grid.rowCount, 3),
LOCALE.format("%0.6f", vi),
justify = "right")
grid.writeCell((grid.rowCount, 4),
LOCALE.format("%0.6f", zi),
justify = "right")
grid.writeCell((grid.rowCount, 5),
LOCALE.format("%0.6f", pv),
justify = "right")
grid.stepRow()
if grid.rowCount <= 19:
grid.createLineRow(grid.rowCount, startCol = 0, endCol = 7)
grid.stepRow()
#### Add Footnotes, Peaks, Linear Unit, No Neighbor Message ####
footNotes = []
#### Report Peaks ####
firstPeakMess = ARCPY.GetIDMessage(84419)
decimalSep = UTILS.returnDecimalChar()
if decimalSep == ".":
numSep = ","
else:
numSep = ";"
if self.firstPeakInd != None:
zi = LOCALE.format("%0.6f", self.giResults[self.firstPeakInd,4])
d = LOCALE.format("%0.2f", round(self.firstPeakDistance, 2))
firstPeakMess = firstPeakMess.format(d, numSep, zi)
else:
firstPeakMess = firstPeakMess.format("None",numSep, "None")
footNotes += REPORT.splitFootnote(firstPeakMess, 145)
maxPeakMess = ARCPY.GetIDMessage(84420)
if self.maxPeakInd != None:
zi = LOCALE.format("%0.6f", self.giResults[self.maxPeakInd,4])
d = LOCALE.format("%0.2f", round(self.maxPeakDistance, 2))
maxPeakMess = maxPeakMess.format(d, numSep, zi)
else:
maxPeakMess = maxPeakMess.format("None",numSep, "None")
footNotes += REPORT.splitFootnote(maxPeakMess, 145)
#### Add Linear/Angular Unit ####
distanceOut = self.ssdo.distanceInfo.outputString
dmsg = ARCPY.GetIDMessage(84344)
distanceMeasuredStr = dmsg.format(distanceOut)
footNotes += REPORT.splitFootnote(distanceMeasuredStr, 145)
#### Add No Neighbor Message ####
if hasNoNeighs:
noNeighMess = ARCPY.GetIDMessage(84417)
footNotes += REPORT.splitFootnote(noNeighMess, 145)
for line in footNotes:
if grid.rowCount >= 19:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(7, title = titlePlus,
landscape = True,
titleFont = REPORT.ssTitleFont)
grid = report.grid
#### Write Footnote ####
grid.writeCell((grid.rowCount, 0), line,
colspan = 7, justify = "left")
grid.stepRow()
grid.finalizeTable()
#### Add To PDF ####
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
##### Add Dataset/Parameter Info ####
paramLabels = [84253, 84016, 84374, 84375, 84376, 84235, 84236, 84418]
paramLabels = [ ARCPY.GetIDMessage(i) for i in paramLabels ]
paramValues = [self.ssdo.inputFC, self.varName,
"%i" % self.nIncrements,
UTILS.formatValue(self.begDist),
UTILS.formatValue(self.dIncrement),
self.concept, "%s" % self.rowStandard,
str(self.ssdo.selectionSet)]
title = ARCPY.GetIDMessage(84373)
REPORT.createParameterPage(paramLabels, paramValues,
title = title,
pdfOutput = pdfOutput,
titleFont = REPORT.ssTitleFont)
#### Finish Up ####
ARCPY.AddMessage(fileName)
pdfOutput.close()
ARCPY.SetProgressorPosition()
def reportHTML(self, htmlFile = None):
"""Generates a graphical html report for General G."""
#### Shorthand Attributes ####
zg = self.zg
#### Progress and Create HTML File Name ####
writeMSG = ARCPY.GetIDMessage(84228)
ARCPY.SetProgressor("default", writeMSG)
ARCPY.AddMessage(writeMSG)
if not htmlFile:
prefix = ARCPY.GetIDMessage(84242)
outputDir = UTILS.returnScratchWorkSpace()
baseDir = UTILS.getBaseFolder(outputDir)
htmlFile = UTILS.returnScratchName(prefix, fileType = "TEXT",
scratchWS = baseDir,
extension = "html")
#### Obtain Correct Images ####
imageDir = UTILS.getImageDir()
lowStr = ARCPY.GetIDMessage(84245)
highStr = ARCPY.GetIDMessage(84246)
if zg <= -2.58:
imageFile = OS.path.join(imageDir, "lowGGValues01.png")
info = ("1%", lowStr)
imageBox = OS.path.join(imageDir, "dispersedBox01.png")
elif (-2.58 < zg <= -1.96):
imageFile = OS.path.join(imageDir, "lowGGValues05.png")
info = ("5%", lowStr)
imageBox = OS.path.join(imageDir, "dispersedBox05.png")
elif (-1.96 < zg <= -1.65):
imageFile = OS.path.join(imageDir, "lowGGValues10.png")
info = ("10%", lowStr)
imageBox = OS.path.join(imageDir, "dispersedBox10.png")
elif (-1.65 < zg < 1.65):
imageFile = OS.path.join(imageDir, "randomGGValues.png")
imageBox = OS.path.join(imageDir, "randomBox.png")
elif (1.65 <= zg < 1.96):
imageFile = OS.path.join(imageDir, "highGGValues10.png")
info = ("10%", highStr)
imageBox = OS.path.join(imageDir, "clusteredBox10.png")
elif (1.96 <= zg < 2.58):
imageFile = OS.path.join(imageDir, "highGGValues05.png")
info = ("5%", highStr)
imageBox = OS.path.join(imageDir, "clusteredBox05.png")
else:
imageFile = OS.path.join(imageDir, "highGGValues01.png")
info = ("1%", highStr)
imageBox = OS.path.join(imageDir, "clusteredBox01.png")
#### Footnote ####
footStart = ARCPY.GetIDMessage(84230).format(zg)
if abs(zg) >= 1.65:
footEnd = ARCPY.GetIDMessage(84231)
footEnd = footEnd.format(*info)
footerText = footStart + footEnd
else:
footEnd = ARCPY.GetIDMessage(84232)
footerText = footStart + footEnd
#### Root Element ####
title = ARCPY.GetIDMessage(84247)
reportElement, reportTree = REPORT.xmlReport(title = title)
#### Begin Graphic SubElement ####
graphicElement = REPORT.xmlGraphic(reportElement, imageFile,
footerText = footerText)
#### Floating Table ####
rowVals = [ [ARCPY.GetIDMessage(84153), self.ggString, ""],
[ARCPY.GetIDMessage(84151), self.zgString, imageBox],
[ARCPY.GetIDMessage(84152), self.pvString, ""] ]
fTable = REPORT.xmlTable(graphicElement, rowVals,
tType = "ssFloat")
#### General G Table ####
rowVals = [ [ARCPY.GetIDMessage(84153), self.ggString],
[ARCPY.GetIDMessage(84154), self.egString],
[ARCPY.GetIDMessage(84150), self.vgString],
[ARCPY.GetIDMessage(84151), self.zgString],
[ARCPY.GetIDMessage(84152), self.pvString] ]
mTable = REPORT.xmlTable(reportElement, rowVals,
title = ARCPY.GetIDMessage(84159))
#### Dataset Table ####
rowVals = [ [UTILS.addColon(ARCPY.GetIDMessage(84233)),
self.ssdo.inputFC],
[UTILS.addColon(ARCPY.GetIDMessage(84016)),
self.varName],
[UTILS.addColon(ARCPY.GetIDMessage(84234)),
WU.wTypeDispatch[self.wType]],
[UTILS.addColon(ARCPY.GetIDMessage(84235)),
self.concept],
[UTILS.addColon(ARCPY.GetIDMessage(84236)),
str(self.rowStandard)],
[UTILS.addColon(ARCPY.GetIDMessage(84237)),
self.thresholdStr],
[UTILS.addColon(ARCPY.GetIDMessage(84238)),
str(self.weightsFile)],
[UTILS.addColon(ARCPY.GetIDMessage(84418)),
str(self.ssdo.selectionSet)] ]
dTable = REPORT.xmlTable(reportElement, rowVals,
title = ARCPY.GetIDMessage(84239))
#### Create HTML ####
html = REPORT.report2html(reportTree, htmlFile)
ARCPY.AddMessage(htmlFile)
return htmlFile
def reportHTML(self, htmlFile = None):
"""Generates a graphical html report for Moran's I."""
#### Shorthand Attributes ####
zi = self.zi
#### Progress and Create HTML File Name ####
writeMSG = ARCPY.GetIDMessage(84228)
ARCPY.SetProgressor("default", writeMSG)
ARCPY.AddMessage(writeMSG)
if not htmlFile:
prefix = ARCPY.GetIDMessage(84227)
outputDir = UTILS.returnScratchWorkSpace()
baseDir = UTILS.getBaseFolder(outputDir)
htmlFile = UTILS.returnScratchName(prefix, fileType = "TEXT",
scratchWS = baseDir,
extension = "html")
#### Obtain Correct Images ####
imageDir = UTILS.getImageDir()
clustStr = ARCPY.GetIDMessage(84243)
dispStr = ARCPY.GetIDMessage(84244)
if zi <= -2.58:
imageFile = OS.path.join(imageDir, "dispersedValues01.png")
info = ("1%", dispStr)
imageBox = OS.path.join(imageDir, "dispersedBox01.png")
elif (-2.58 < zi <= -1.96):
imageFile = OS.path.join(imageDir, "dispersedValues05.png")
info = ("5%", dispStr)
imageBox = OS.path.join(imageDir, "dispersedBox05.png")
elif (-1.96 < zi <= -1.65):
imageFile = OS.path.join(imageDir, "dispersedValues10.png")
info = ("10%", dispStr)
imageBox = OS.path.join(imageDir, "dispersedBox10.png")
elif (-1.65 < zi < 1.65):
imageFile = OS.path.join(imageDir, "randomValues.png")
imageBox = OS.path.join(imageDir, "randomBox.png")
elif (1.65 <= zi < 1.96):
imageFile = OS.path.join(imageDir, "clusteredValues10.png")
info = ("10%", clustStr)
imageBox = OS.path.join(imageDir, "clusteredBox10.png")
elif (1.96 <= zi < 2.58):
imageFile = OS.path.join(imageDir, "clusteredValues05.png")
info = ("5%", clustStr)
imageBox = OS.path.join(imageDir, "clusteredBox05.png")
else:
imageFile = OS.path.join(imageDir, "clusteredValues01.png")
info = ("1%", clustStr)
imageBox = OS.path.join(imageDir, "clusteredBox01.png")
#### Footnote ####
footStart = ARCPY.GetIDMessage(84230).format(zi)
if abs(zi) >= 1.65:
footEnd = ARCPY.GetIDMessage(84231)
footEnd = footEnd.format(*info)
footerText = footStart + footEnd
else:
footEnd = ARCPY.GetIDMessage(84232)
footerText = footStart + footEnd
#### Root Element ####
title = ARCPY.GetIDMessage(84229)
reportElement, reportTree = REPORT.xmlReport(title = title)
#### Begin Graphic SubElement ####
graphicElement = REPORT.xmlGraphic(reportElement, imageFile,
footerText = footerText)
#### Floating Table ####
rowVals = [ [ARCPY.GetIDMessage(84148), self.giString, ""],
[ARCPY.GetIDMessage(84151), self.ziString, imageBox],
[ARCPY.GetIDMessage(84152), self.pvString, ""] ]
fTable = REPORT.xmlTable(graphicElement, rowVals,
tType = "ssFloat")
#### Moran Table ####
rowVals = [ [ARCPY.GetIDMessage(84148), self.giString],
[ARCPY.GetIDMessage(84149), self.eiString],
[ARCPY.GetIDMessage(84150), self.viString],
[ARCPY.GetIDMessage(84151), self.ziString],
[ARCPY.GetIDMessage(84152), self.pvString] ]
mTable = REPORT.xmlTable(reportElement, rowVals,
title = ARCPY.GetIDMessage(84160))
#### Dataset Table ####
rowVals = [ [UTILS.addColon(ARCPY.GetIDMessage(84233)),
self.ssdo.inputFC],
[UTILS.addColon(ARCPY.GetIDMessage(84016)),
self.varName],
[UTILS.addColon(ARCPY.GetIDMessage(84234)),
WU.wTypeDispatch[self.wType]],
[UTILS.addColon(ARCPY.GetIDMessage(84235)),
self.concept],
[UTILS.addColon(ARCPY.GetIDMessage(84236)),
str(self.rowStandard)],
[UTILS.addColon(ARCPY.GetIDMessage(84237)),
self.thresholdStr],
[UTILS.addColon(ARCPY.GetIDMessage(84238)),
str(self.weightsFile)],
[UTILS.addColon(ARCPY.GetIDMessage(84418)),
str(self.ssdo.selectionSet)] ]
dTable = REPORT.xmlTable(reportElement, rowVals,
title = ARCPY.GetIDMessage(84239))
#### Create HTML ####
html = REPORT.report2html(reportTree, htmlFile)
ARCPY.AddMessage(htmlFile)
return htmlFile
def CreateTableReport(fileName,calc_values):
pdfOutput = REPORT.openPDF(fileName)
#Set up Table
NumColumns = 4
report = REPORT.startNewReport(NumColumns,
title = 'Your Solar Energy Potential Report ',
landscape = False,
numRows = "", # probably empty
titleFont = REPORT.ssTitleFont)
grid = report.grid
keys = ["PV System Investment ",
"Area of rooftop (ft2)",
"System size (Kw)",
"Total Cost of System ($)",
" Rebates ($3.50/W)",
" Tax Credit (30%)",
"Actual Cost ($)",
"PV System & Savings ",
"Total Annual Solar Energy (KwHm2/yr)",
"System Peak Power Output (watts)",
"System Annual Energy Output(KwH/yr)",
"Average HouseHold Use (KwH/yr)",
"Production Percentage",
"Saving from usage ($/yr)",
"Saving from net metering ($yr)",
"Total Savings",
"Years to Pay Back System "]
vals = calc_values
for keyInd, keyVal in enumerate(keys):
cVal = vals[keyInd]
#write item key to column 2
if "PV System" in keyVal:
grid.stepRow() # move to next row
grid.createLineRow(grid.rowCount, startCol = 1, endCol = 3)
grid.stepRow() # move to next row
grid.writeCell((grid.rowCount, 1),
"{} ".format(keyVal),
justify = "left",
fontObj = REPORT.ssBoldFont,
color = "Maroon",
)
grid.stepRow() # move to next row
grid.createLineRow(grid.rowCount, startCol = 1, endCol = 3)
else:
grid.writeCell((grid.rowCount, 1),
"{} =".format(keyVal),
justify = "left",
)
# write item value to column 3
if cVal:
if "Total Savings" in keyVal:
grid.writeCell((grid.rowCount, 2),
round(cVal,2),
justify = "right",
fontObj = REPORT.ssBoldFont
)
elif "Cost" in keyVal:
grid.writeCell((grid.rowCount, 2),
round(cVal,2),
justify = "right",
fontObj = REPORT.ssBoldFont
)
else:
grid.writeCell((grid.rowCount, 2),
round(cVal,2),
justify = "right",
)
grid.stepRow() # move to next row
grid.createLineRow(grid.rowCount, startCol = 1, endCol = 3)
grid.stepRow()
grid.finalizeTable() # Will fill empty rows with spaces.
report.write(pdfOutput) # write to PDF
pdfOutput.close()
return fileName
def reportHTML(self, htmlFile=None):
"""Generates a graphical html report for Nearest Neighbor Stat."""
#### Shorthand Attributes ####
zScore = self.zn
#### Progress and Create HTML File Name ####
writeMSG = ARCPY.GetIDMessage(84228)
ARCPY.SetProgressor("default", writeMSG)
ARCPY.AddMessage(writeMSG)
if not htmlFile:
prefix = ARCPY.GetIDMessage(84240)
outputDir = UTILS.returnScratchWorkSpace()
baseDir = UTILS.getBaseFolder(outputDir)
htmlFile = UTILS.returnScratchName(prefix,
fileType="TEXT",
scratchWS=baseDir,
extension="html")
#### Obtain Correct Images ####
imageDir = UTILS.getImageDir()
clustStr = ARCPY.GetIDMessage(84243)
dispStr = ARCPY.GetIDMessage(84244)
if zScore <= -2.58:
imageFile = OS.path.join(imageDir, "clusteredPoints01.png")
info = ("1%", clustStr)
imageBox = OS.path.join(imageDir, "dispersedBox01.png")
elif (-2.58 < zScore <= -1.96):
imageFile = OS.path.join(imageDir, "clusteredPoints05.png")
info = ("5%", clustStr)
imageBox = OS.path.join(imageDir, "dispersedBox05.png")
elif (-1.96 < zScore <= -1.65):
imageFile = OS.path.join(imageDir, "clusteredPoints10.png")
info = ("10%", clustStr)
imageBox = OS.path.join(imageDir, "dispersedBox10.png")
elif (-1.65 < zScore < 1.65):
imageFile = OS.path.join(imageDir, "randomPoints.png")
imageBox = OS.path.join(imageDir, "randomBox.png")
elif (1.65 <= zScore < 1.96):
imageFile = OS.path.join(imageDir, "dispersedPoints10.png")
info = ("10%", dispStr)
imageBox = OS.path.join(imageDir, "clusteredBox10.png")
elif (1.96 <= zScore < 2.58):
imageFile = OS.path.join(imageDir, "dispersedPoints05.png")
info = ("5%", dispStr)
imageBox = OS.path.join(imageDir, "clusteredBox05.png")
else:
imageFile = OS.path.join(imageDir, "dispersedPoints01.png")
info = ("1%", dispStr)
imageBox = OS.path.join(imageDir, "clusteredBox01.png")
#### Footnote ####
footStart = ARCPY.GetIDMessage(84230).format(zScore)
if abs(zScore) >= 1.65:
footEnd = ARCPY.GetIDMessage(84231)
footEnd = footEnd.format(*info)
footerText = footStart + footEnd
else:
footEnd = ARCPY.GetIDMessage(84232)
footerText = footStart + footEnd
#### Root Element ####
title = ARCPY.GetIDMessage(84161)
reportElement, reportTree = REPORT.xmlReport(title=title)
#### Begin Graphic SubElement ####
graphicElement = REPORT.xmlGraphic(reportElement,
imageFile,
footerText=footerText)
#### Floating Table ####
rowVals = [[ARCPY.GetIDMessage(84164), self.ratioString, ""],
[ARCPY.GetIDMessage(84151), self.znString, imageBox],
[ARCPY.GetIDMessage(84152), self.pvString, ""]]
fTable = REPORT.xmlTable(graphicElement, rowVals, tType="ssFloat")
#### NN Table ####
rowVals = [[ARCPY.GetIDMessage(84162), self.nnStringD],
[ARCPY.GetIDMessage(84163), self.enStringD],
[ARCPY.GetIDMessage(84164), self.ratioString],
[ARCPY.GetIDMessage(84151), self.znString],
[ARCPY.GetIDMessage(84152), self.pvString]]
nnTable = REPORT.xmlTable(reportElement,
rowVals,
title=ARCPY.GetIDMessage(84161))
#### Dataset Table ####
rowVals = [[
UTILS.addColon(ARCPY.GetIDMessage(84233)), self.ssdo.inputFC
], [UTILS.addColon(ARCPY.GetIDMessage(84235)), self.concept],
[
UTILS.addColon(ARCPY.GetIDMessage(84241)),
LOCALE.format("%0.6f", self.studyArea)
],
[
UTILS.addColon(ARCPY.GetIDMessage(84418)),
str(self.ssdo.selectionSet)
]]
dTable = REPORT.xmlTable(reportElement,
rowVals,
title=ARCPY.GetIDMessage(84239))
#### Create HTML ####
html = REPORT.report2html(reportTree, htmlFile)
ARCPY.AddMessage(htmlFile)
return htmlFile
def createOutputGraphic(self, fileName):
"""Create OLS Output Report File.
INPUTS
fileName (str): path to output report file (*.pdf)
"""
#### Set Progressor ####
writeMSG = ARCPY.GetIDMessage(84186)
ARCPY.SetProgressor("step", writeMSG, 0, 6, 1)
ARCPY.AddMessage(writeMSG)
#### Set Colors ####
colors = NUM.array([
"#4575B5", "#849EBA", "#C0CCBE", "#FFFFBF", "#FAB984", "#ED7551",
"#D62F27"
])
cutoffs = NUM.array([-2.5, -1.5, -0.5, 0.5, 1.5, 2.5])
#### Set Data ####
stdRes = self.stdRedisuals.flatten()
predicted = self.yHat.flatten()
#### Create PDF Output ####
pdfOutput = REPORT.openPDF(fileName)
##### Make Coefficient Table ####
title = ARCPY.GetIDMessage(84075) + " - " + ARCPY.GetIDMessage(84370)
contStr = ARCPY.GetIDMessage(84377)
varTitlePlus = title + " " + contStr
numCols = 9
report = REPORT.startNewReport(9,
title=title,
landscape=True,
titleFont=REPORT.ssTitleFont)
grid = report.grid
colLabs = self.coefRaw[0]
tabVals = self.coefRaw[1:]
#### Create Column Labels ####
writeVarColHeaders(grid, colLabs)
#### Loop Through Explanatory Variables ####
for row in UTILS.ssRange(self.k):
if grid.rowCount >= 20:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(9,
title=varTitlePlus,
landscape=True,
titleFont=REPORT.ssTitleFont)
grid = report.grid
writeVarColHeaders(grid, colLabs)
#### Variable Name ####
rowVals = tabVals[row]
for ind, val in enumerate(rowVals):
justify = "right"
gridCell = PLT.subplot2grid(grid.gridInfo,
(grid.rowCount, ind))
if ind in [4, 7]:
if not val.count("*"):
x0 = .925
elif ind == 0:
justify = "left"
x0 = 0.0
else:
x0 = 1.0
#### Limit Col Value Length to 12 ####
if ind in [0, 1, 2, 5, 8]:
val = val[0:12]
PLT.text(x0,
0.5,
val,
fontproperties=REPORT.ssFont,
horizontalalignment=justify,
**REPORT.bAlignment)
REPORT.clearGrid(gridCell)
grid.stepRow()
grid.createLineRow(grid.rowCount, startCol=0, endCol=numCols)
grid.finalizeTable()
#### Add To PDF ####
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
#### Diagnostic Table/Interpret Tables ####
numCols = 6
title = ARCPY.GetIDMessage(84076)
titlePlus = title + " " + contStr
report = REPORT.startNewReport(numCols,
title=title,
landscape=True,
numRows=22,
titleFont=REPORT.ssTitleFont)
grid = report.grid
ind2Col = {0: 0, 1: 1, 2: 3, 3: 5}
for row in self.diagRaw:
for ind, val in enumerate(row):
#### Limit Col Length to 23 ####
if ind not in [0, 2]:
val = val[0:23]
#### Set Col Info ####
justify = self.diagJustify[ind]
if ind == 2:
colspan = 2
else:
colspan = 1
col = ind2Col[ind]
grid.writeCell((grid.rowCount, col),
val,
justify=justify,
colspan=colspan)
grid.stepRow()
grid.createEmptyRow()
#### Add Footnotes ####
notesMSG = ARCPY.GetIDMessage(84081)
grid.writeCell((grid.rowCount, 0),
notesMSG,
colspan=2,
fontObj=REPORT.ssBoldFont,
justify="left")
grid.stepRow()
#### Set Line Width Based on Non-Latin Font File ####
if REPORT.fontFilePathName is None:
splitLineAt = 145
else:
splitLineAt = 100
#### Draw Interpretation Notes ####
for note in self.interpretRaw:
text = " ".join(note)
lines = REPORT.splitFootnote(text, splitLineAt)
for line in lines:
if grid.rowCount >= 22:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(
numCols,
title=titlePlus,
landscape=True,
numRows=22,
titleFont=REPORT.ssTitleFont)
grid = report.grid
#### Write Footnote ####
grid.writeCell((grid.rowCount, 0),
line,
colspan=2,
justify="left")
grid.stepRow()
grid.finalizeTable()
#### Add To PDF ####
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
##### Make Scatterplot Matrices ####
k = len(self.indVarNames)
title = ARCPY.GetIDMessage(84371)
titlePlus = title + " " + contStr
report = REPORT.startNewReport(6,
title=title,
landscape=True,
numRows=4,
titleFont=REPORT.ssTitleFont)
grid = report.grid
#### Loop Through Explanatory Variables ####
seq = list(NUM.arange(0, k, 5))
if seq[-1] < k:
seq.append(k)
for ind, s in enumerate(seq[0:-1]):
if grid.rowCount == 4:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(6,
title=titlePlus,
landscape=True,
numRows=4,
titleFont=REPORT.ssTitleFont)
grid = report.grid
#### New Group of Vars ####
e = seq[ind + 1]
values = self.x[:, (s + 1):(e + 1)]
numVars = e - s
varNames = self.indVarNames[s:e]
lenRow = len(varNames)
#### Histogram ####
for vInd, vName in enumerate(varNames):
data = values[:, vInd]
gridHist = PLT.subplot2grid(grid.gridInfo,
(grid.rowCount, vInd))
PLT.hist(data)
gridHist.xaxis.set_visible(False)
gridHist.yaxis.set_visible(False)
gridHist.set_title(vName[0:14],
fontproperties=REPORT.ssBoldFont)
#### Add Dep Var ####
gridHist = PLT.subplot2grid(grid.gridInfo, (grid.rowCount, lenRow))
PLT.hist(self.y)
gridHist.xaxis.set_visible(False)
gridHist.yaxis.set_visible(False)
gridHist.set_title(self.depVarName[0:14],
fontproperties=REPORT.ssBoldFont)
grid.stepRow()
for vInd, vName in enumerate(varNames):
xVals = values[:, vInd]
m = NUM.polyfit(xVals, self.y, 1)
yFit = NUM.polyval(m, xVals)
gridScat = PLT.subplot2grid(grid.gridInfo,
(grid.rowCount, vInd))
PLT.scatter(xVals,
self.y,
s=10,
edgecolors=None,
linewidths=0.05)
PLT.plot(xVals, yFit, color='k', lw=1, alpha=.7)
gridScat.xaxis.set_visible(False)
gridScat.yaxis.set_ticks([])
if vInd == 0:
gridScat.yaxis.set_label_text(
self.depVarName[0:14],
fontproperties=REPORT.ssBoldFont)
grid.stepRow()
#### Add Help Text ####
if grid.rowCount == 4:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(6,
title=titlePlus,
landscape=True,
numRows=4,
titleFont=REPORT.ssTitleFont)
grid = report.grid
#### Get Help Info ####
#### Set Line Width Based on Non-Latin Font File ####
if REPORT.fontFilePathName is None:
splitLineAt = 110
else:
splitLineAt = 55
helpTxt1 = REPORT.splitFootnote(ARCPY.GetIDMessage(84403), splitLineAt)
helpTxt2 = REPORT.splitFootnote(ARCPY.GetIDMessage(84404), splitLineAt)
helpTxt1 = "\n".join(helpTxt1)
helpTxt2 = "\n".join(helpTxt2)
helpTxt = helpTxt1 + "\n\n" + helpTxt2
grid.writeCell((grid.rowCount, 0),
helpTxt,
fontObj=REPORT.ssBigFont,
colspan=6,
justify="left")
grid.stepRow()
#### Finalize Page ####
grid.finalizeTable()
#### Add To PDF ####
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
#### Histogram of Residuals ####
title = ARCPY.GetIDMessage(84341)
titlePlus = title + " " + contStr
numCols = 10
report = REPORT.startNewReport(numCols,
title=title,
landscape=True,
titleFont=REPORT.ssTitleFont,
numRows=30)
numRows = report.numRows
grid = report.grid
histGrid = PLT.subplot2grid((numRows, numCols), (0, 1),
rowspan=22,
colspan=numCols - 2)
#### Add Histogram ####
n, bins, patches = PLT.hist(stdRes,
15,
normed=True,
facecolor='#8400A8',
alpha=0.75)
#### Bell Curve ####
x = NUM.arange(-3.5, 3.5, 0.01)
y = PYLAB.normpdf(x, 0, 1)
PLT.plot(x, y, color='blue', lw=1, linestyle="-")
#### Axis Info ####
histGrid.yaxis.grid(True,
linestyle='-',
which='both',
color='lightgrey',
alpha=0.5)
PYLAB.ylabel(ARCPY.GetIDMessage(84055),
fontproperties=REPORT.ssLabFont)
PYLAB.xlabel(ARCPY.GetIDMessage(84337),
fontproperties=REPORT.ssLabFont)
#### Text Box ####
grid.rowCount = 25
#### Set Line Width Based on Non-Latin Font File ####
if REPORT.fontFilePathName is None:
splitLineAt = 120
else:
splitLineAt = 80
infoRows = REPORT.splitFootnote(ARCPY.GetIDMessage(84421), splitLineAt)
for row in infoRows:
if grid.rowCount >= numRows:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(numCols,
title=titlePlus,
landscape=True,
titleFont=REPORT.ssTitleFont)
grid = report.grid
grid.writeCell((grid.rowCount, 0),
row,
colspan=numCols,
justify="left",
fontObj=REPORT.ssBigFont)
grid.stepRow()
#### Add To PDF ####
grid.finalizeTable()
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
#### Scatterplot of Std. Residuals and Predicted Y ####
title = ARCPY.GetIDMessage(84336)
numCols = 10
report = REPORT.startNewReport(numCols,
title=title,
landscape=False,
titleFont=REPORT.ssTitleFont,
numRows=32)
numRows = report.numRows
grid = report.grid
scatGrid = PLT.subplot2grid(grid.gridInfo, (0, 1),
rowspan=20,
colspan=numCols - 2)
#### Best Fit Line ####
sortedYHatInd = NUM.argsort(predicted)
sortedYHat = predicted[sortedYHatInd]
sortedSTDRes = stdRes[sortedYHatInd]
m = NUM.polyfit(sortedYHat, sortedSTDRes, 1)
yFit = NUM.polyval(m, sortedYHat)
PLT.plot(sortedYHat, yFit, color='k', lw=2, alpha=.7)
#### Plot Values ####
binVals = NUM.digitize(stdRes, cutoffs)
binColors = colors[binVals]
scat = PLT.scatter(predicted, stdRes, s=30, c=binColors)
#### Labels ####
PYLAB.ylabel(ARCPY.GetIDMessage(84337),
fontproperties=REPORT.ssLabFont)
PYLAB.xlabel(ARCPY.GetIDMessage(84338),
fontproperties=REPORT.ssLabFont)
scatGrid.yaxis.grid(True,
linestyle='-',
which='both',
color='lightgrey',
alpha=0.5)
#### Text Box ####
grid.rowCount = 23
#### Set Line Width Based on Non-Latin Font File ####
if REPORT.fontFilePathName is None:
splitLineAt = 60
else:
splitLineAt = 30
infoRows = REPORT.splitFootnote(ARCPY.GetIDMessage(84422), splitLineAt)
numLines = len(infoRows)
if numLines > 9:
#### Place Text and Small Scatter on Next Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
titlePlus = title + " " + contStr
report = REPORT.startNewReport(numCols,
title=titlePlus,
landscape=False,
titleFont=REPORT.ssTitleFont,
numRows=32)
grid = report.grid
startGrid = grid.rowCount * 1
for row in infoRows:
grid.writeCell((grid.rowCount, 0),
row,
colspan=7,
justify="left",
fontObj=REPORT.ssBigFont)
grid.stepRow()
#### Random Scatter ####
scatLines = 8
smallScatGrid = PLT.subplot2grid(grid.gridInfo, (startGrid, 7),
rowspan=scatLines,
colspan=3)
RAND.seed(seed=100)
rN = 200
randRes = RAND.normal(0, 1, (rN, ))
randPred = RAND.normal(0, 1, (rN, ))
randX = NUM.ones((rN, 2))
randX[:, 1] = randRes
coef, sumRes, rank, s = LA.lstsq(randX, randPred)
randYHat = NUM.dot(randX, coef)
randE = randPred - randYHat
ess = (randE**2.0).sum()
fdof = (rN - 2) * 1.0
s2 = ess / fdof
se = NUM.sqrt(s2)
seRandE = randE / se
sortedXP = NUM.argsort(randYHat)
sRandPred = randYHat[sortedXP]
sRandRes = seRandE[sortedXP]
mRand = NUM.polyfit(sRandPred, sRandRes, 1)
yRandFit = NUM.polyval(mRand, sRandPred)
PLT.plot(sRandPred, yRandFit, color='k', lw=1, alpha=.7)
binValsR = NUM.digitize(seRandE, cutoffs)
binColorsR = colors[binValsR]
scat = PLT.scatter(randYHat,
seRandE,
s=10,
c=binColorsR,
edgecolors=None,
linewidths=0.05)
smallScatGrid.yaxis.grid(True,
linestyle='-',
which='both',
color='lightgrey',
alpha=0.5)
smallScatGrid.yaxis.set_ticks([0])
smallScatGrid.yaxis.set_ticklabels([])
meanY = randYHat.mean()
smallScatGrid.xaxis.set_ticks([meanY])
smallScatGrid.xaxis.set_ticklabels([ARCPY.GetIDMessage(84340)],
fontproperties=REPORT.ssLabFont)
RAND.seed()
#### Adjust Row Count to End of Lines/Scatter ####
if numLines < scatLines:
grid.rowCount = startGrid + scatLines
#### Add To PDF ####
grid.finalizeTable()
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
##### Add Dataset/Parameter Info ####
paramLabels = [84253, 84359, 84360, 84112]
paramLabels = [ARCPY.GetIDMessage(i) for i in paramLabels]
paramValues = [
self.ssdo.inputFC, self.ssdo.masterField, self.ssdo.templateFC,
self.depVarName
]
#### Set Analysis Field Names ####
countRows = len(paramLabels) + 1
maxVarLen = 100
varLines = [i[0:(maxVarLen - 1)] for i in self.indVarNames]
for ind, varLine in enumerate(varLines):
if ind == 0:
paramLabels.append(ARCPY.GetIDMessage(84402))
elif countRows >= 20:
paramLabels.append(ARCPY.GetIDMessage(84402))
countRows = 1
else:
paramLabels.append("")
countRows += 1
paramValues.append(varLine)
#### Add Selection Set Boolean ####
paramLabels.append(ARCPY.GetIDMessage(84418))
paramValues.append(str(self.ssdo.selectionSet))
title = ARCPY.GetIDMessage(84372)
REPORT.createParameterPage(paramLabels,
paramValues,
title=title,
pdfOutput=pdfOutput,
titleFont=REPORT.ssTitleFont)
ARCPY.SetProgressorPosition()
#### Finish Up ####
ARCPY.AddMessage(fileName)
pdfOutput.close()
def createOutputGraphic(self, fileName):
"""Create OLS Output Report File.
INPUTS
fileName (str): path to output report file (*.pdf)
"""
#### Set Progressor ####
writeMSG = ARCPY.GetIDMessage(84186)
ARCPY.SetProgressor("step", writeMSG, 0, 6, 1)
ARCPY.AddMessage(writeMSG)
#### Set Colors ####
colors = NUM.array(["#4575B5", "#849EBA", "#C0CCBE", "#FFFFBF",
"#FAB984", "#ED7551", "#D62F27"])
cutoffs = NUM.array([-2.5, -1.5, -0.5, 0.5, 1.5, 2.5])
#### Set Data ####
stdRes = self.stdRedisuals.flatten()
predicted = self.yHat.flatten()
#### Create PDF Output ####
pdfOutput = REPORT.openPDF(fileName)
##### Make Coefficient Table ####
title = ARCPY.GetIDMessage(84075) + " - " + ARCPY.GetIDMessage(84370)
contStr = ARCPY.GetIDMessage(84377)
varTitlePlus = title + " " + contStr
numCols = 9
report = REPORT.startNewReport(9, title = title, landscape = True,
titleFont = REPORT.ssTitleFont)
grid = report.grid
colLabs = self.coefRaw[0]
tabVals = self.coefRaw[1:]
#### Create Column Labels ####
writeVarColHeaders(grid, colLabs)
#### Loop Through Explanatory Variables ####
for row in xrange(self.k):
if grid.rowCount >= 20:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(9, title = varTitlePlus,
landscape = True,
titleFont = REPORT.ssTitleFont)
grid = report.grid
writeVarColHeaders(grid, colLabs)
#### Variable Name ####
rowVals = tabVals[row]
for ind, val in enumerate(rowVals):
justify = "right"
gridCell = PLT.subplot2grid(grid.gridInfo,
(grid.rowCount, ind))
if ind in [4, 7]:
if not val.count("*"):
x0 = .925
elif ind == 0:
justify = "left"
x0 = 0.0
else:
x0 = 1.0
#### Limit Col Value Length to 12 ####
if ind in [0, 1, 2, 5, 8]:
val = val[0:12]
PLT.text(x0, 0.5, val,
fontproperties = REPORT.ssFont,
horizontalalignment = justify,
**REPORT.bAlignment)
REPORT.clearGrid(gridCell)
grid.stepRow()
grid.createLineRow(grid.rowCount, startCol = 0, endCol = numCols)
grid.finalizeTable()
#### Add To PDF ####
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
#### Diagnostic Table/Interpret Tables ####
numCols = 6
title = ARCPY.GetIDMessage(84076)
titlePlus = title + " " + contStr
report = REPORT.startNewReport(numCols, title = title,
landscape = True, numRows = 22,
titleFont = REPORT.ssTitleFont)
grid = report.grid
ind2Col = {0:0, 1:1, 2:3, 3:5}
for row in self.diagRaw:
for ind, val in enumerate(row):
#### Limit Col Length to 23 ####
if ind not in [0,2]:
val = val[0:23]
#### Set Col Info ####
justify = self.diagJustify[ind]
if ind == 2:
colspan = 2
else:
colspan = 1
col = ind2Col[ind]
grid.writeCell((grid.rowCount, col), val,
justify = justify, colspan = colspan)
grid.stepRow()
grid.createEmptyRow()
#### Add Footnotes ####
notesMSG = ARCPY.GetIDMessage(84081)
grid.writeCell((grid.rowCount, 0), notesMSG,
colspan = 2, fontObj = REPORT.ssBoldFont,
justify = "left")
grid.stepRow()
#### Set Line Width Based on Non-Latin Font File ####
if REPORT.fontFilePathName == None:
splitLineAt = 145
else:
splitLineAt = 100
#### Draw Interpretation Notes ####
for note in self.interpretRaw:
text = " ".join(note)
lines = REPORT.splitFootnote(text, splitLineAt)
for line in lines:
if grid.rowCount >= 22:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(numCols, title = titlePlus,
landscape = True, numRows = 22,
titleFont = REPORT.ssTitleFont)
grid = report.grid
#### Write Footnote ####
grid.writeCell((grid.rowCount, 0), line,
colspan = 2, justify = "left")
grid.stepRow()
grid.finalizeTable()
#### Add To PDF ####
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
##### Make Scatterplot Matrices ####
k = len(self.indVarNames)
title = ARCPY.GetIDMessage(84371)
titlePlus = title + " " + contStr
report = REPORT.startNewReport(6, title = title,
landscape = True, numRows = 4,
titleFont = REPORT.ssTitleFont)
grid = report.grid
#### Loop Through Explanatory Variables ####
seq = list(NUM.arange(0, k, 5))
if seq[-1] < k:
seq.append(k)
for ind, s in enumerate(seq[0:-1]):
if grid.rowCount == 4:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(6, title = titlePlus,
landscape = True, numRows = 4,
titleFont = REPORT.ssTitleFont)
grid = report.grid
#### New Group of Vars ####
e = seq[ind + 1]
values = self.x[:,(s+1):(e+1)]
numVars = e - s
varNames = self.indVarNames[s:e]
lenRow = len(varNames)
#### Histogram ####
for vInd, vName in enumerate(varNames):
data = values[:,vInd]
gridHist = PLT.subplot2grid(grid.gridInfo,
(grid.rowCount, vInd))
PLT.hist(data)
gridHist.xaxis.set_visible(False)
gridHist.yaxis.set_visible(False)
gridHist.set_title(vName[0:14],
fontproperties = REPORT.ssBoldFont)
#### Add Dep Var ####
gridHist = PLT.subplot2grid(grid.gridInfo, (grid.rowCount, lenRow))
PLT.hist(self.y)
gridHist.xaxis.set_visible(False)
gridHist.yaxis.set_visible(False)
gridHist.set_title(self.depVarName[0:14],
fontproperties = REPORT.ssBoldFont)
grid.stepRow()
for vInd, vName in enumerate(varNames):
xVals = values[:,vInd]
m = NUM.polyfit(xVals, self.y, 1)
yFit = NUM.polyval(m, xVals)
gridScat = PLT.subplot2grid(grid.gridInfo,
(grid.rowCount, vInd))
PLT.scatter(xVals, self.y, s = 10, edgecolors = None,
linewidths = 0.05)
PLT.plot(xVals, yFit, color='k', lw = 1, alpha = .7)
gridScat.xaxis.set_visible(False)
gridScat.yaxis.set_ticks([])
if vInd == 0:
gridScat.yaxis.set_label_text(self.depVarName[0:14],
fontproperties = REPORT.ssBoldFont)
grid.stepRow()
#### Add Help Text ####
if grid.rowCount == 4:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(6, title = titlePlus,
landscape = True, numRows = 4,
titleFont = REPORT.ssTitleFont)
grid = report.grid
#### Get Help Info ####
#### Set Line Width Based on Non-Latin Font File ####
if REPORT.fontFilePathName == None:
splitLineAt = 110
else:
splitLineAt = 55
helpTxt1 = REPORT.splitFootnote(ARCPY.GetIDMessage(84403), splitLineAt)
helpTxt2 = REPORT.splitFootnote(ARCPY.GetIDMessage(84404), splitLineAt)
helpTxt1 = "\n".join(helpTxt1)
helpTxt2 = "\n".join(helpTxt2)
helpTxt = helpTxt1 + "\n\n" + helpTxt2
grid.writeCell((grid.rowCount, 0), helpTxt,
fontObj = REPORT.ssBigFont,
colspan = 6, justify = "left")
grid.stepRow()
#### Finalize Page ####
grid.finalizeTable()
#### Add To PDF ####
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
#### Histogram of Residuals ####
title = ARCPY.GetIDMessage(84341)
titlePlus = title + " " + contStr
numCols = 10
report = REPORT.startNewReport(numCols, title = title,
landscape = True,
titleFont = REPORT.ssTitleFont,
numRows = 30)
numRows = report.numRows
grid = report.grid
histGrid = PLT.subplot2grid((numRows, numCols), (0, 1),
rowspan=22, colspan=numCols-2)
#### Add Histogram ####
n, bins, patches = PLT.hist(stdRes, 15, normed = True,
facecolor='#8400A8', alpha=0.75)
#### Bell Curve ####
x = NUM.arange(-3.5, 3.5, 0.01)
y = PYLAB.normpdf(x, 0, 1)
PLT.plot(x, y, color='blue', lw=1, linestyle = "-")
#### Axis Info ####
histGrid.yaxis.grid(True, linestyle='-', which='both',
color='lightgrey', alpha=0.5)
PYLAB.ylabel(ARCPY.GetIDMessage(84055),
fontproperties = REPORT.ssLabFont)
PYLAB.xlabel(ARCPY.GetIDMessage(84337),
fontproperties = REPORT.ssLabFont)
#### Text Box ####
grid.rowCount = 25
#### Set Line Width Based on Non-Latin Font File ####
if REPORT.fontFilePathName == None:
splitLineAt = 120
else:
splitLineAt = 80
infoRows = REPORT.splitFootnote(ARCPY.GetIDMessage(84421),
splitLineAt)
for row in infoRows:
if grid.rowCount >= numRows:
#### Finalize Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
report = REPORT.startNewReport(numCols, title = titlePlus,
landscape = True,
titleFont = REPORT.ssTitleFont)
grid = report.grid
grid.writeCell((grid.rowCount, 0), row, colspan = numCols,
justify = "left", fontObj = REPORT.ssBigFont)
grid.stepRow()
#### Add To PDF ####
grid.finalizeTable()
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
#### Scatterplot of Std. Residuals and Predicted Y ####
title = ARCPY.GetIDMessage(84336)
numCols = 10
report = REPORT.startNewReport(numCols, title = title,
landscape = False,
titleFont = REPORT.ssTitleFont,
numRows = 32)
numRows = report.numRows
grid = report.grid
scatGrid = PLT.subplot2grid(grid.gridInfo, (0, 1),
rowspan = 20, colspan = numCols-2)
#### Best Fit Line ####
sortedYHatInd = NUM.argsort(predicted)
sortedYHat = predicted[sortedYHatInd]
sortedSTDRes = stdRes[sortedYHatInd]
m = NUM.polyfit(sortedYHat, sortedSTDRes, 1)
yFit = NUM.polyval(m, sortedYHat)
PLT.plot(sortedYHat, yFit, color='k', lw = 2, alpha = .7)
#### Plot Values ####
binVals = NUM.digitize(stdRes, cutoffs)
binColors = colors[binVals]
scat = PLT.scatter(predicted, stdRes, s = 30, c = binColors)
#### Labels ####
PYLAB.ylabel(ARCPY.GetIDMessage(84337),
fontproperties = REPORT.ssLabFont)
PYLAB.xlabel(ARCPY.GetIDMessage(84338),
fontproperties = REPORT.ssLabFont)
scatGrid.yaxis.grid(True, linestyle='-', which='both',
color='lightgrey', alpha=0.5)
#### Text Box ####
grid.rowCount = 23
#### Set Line Width Based on Non-Latin Font File ####
if REPORT.fontFilePathName == None:
splitLineAt = 60
else:
splitLineAt = 30
infoRows = REPORT.splitFootnote(ARCPY.GetIDMessage(84422),
splitLineAt)
numLines = len(infoRows)
if numLines > 9:
#### Place Text and Small Scatter on Next Page ####
grid.finalizeTable()
report.write(pdfOutput)
#### New Page ####
titlePlus = title + " " + contStr
report = REPORT.startNewReport(numCols, title = titlePlus,
landscape = False,
titleFont = REPORT.ssTitleFont,
numRows = 32)
grid = report.grid
startGrid = grid.rowCount * 1
for row in infoRows:
grid.writeCell((grid.rowCount, 0), row, colspan = 7,
justify = "left", fontObj = REPORT.ssBigFont)
grid.stepRow()
#### Random Scatter ####
scatLines = 8
smallScatGrid = PLT.subplot2grid(grid.gridInfo, (startGrid, 7),
rowspan = scatLines, colspan = 3)
RAND.seed(seed=100)
rN = 200
randRes = RAND.normal(0, 1, (rN,))
randPred = RAND.normal(0, 1, (rN,))
randX = NUM.ones((rN,2))
randX[:,1] = randRes
coef, sumRes, rank, s = LA.lstsq(randX, randPred)
randYHat = NUM.dot(randX, coef)
randE = randPred - randYHat
ess = (randE**2.0).sum()
fdof = (rN - 2) * 1.0
s2 = ess / fdof
se = NUM.sqrt(s2)
seRandE = randE / se
sortedXP = NUM.argsort(randYHat)
sRandPred = randYHat[sortedXP]
sRandRes = seRandE[sortedXP]
mRand = NUM.polyfit(sRandPred, sRandRes, 1)
yRandFit = NUM.polyval(mRand, sRandPred)
PLT.plot(sRandPred, yRandFit, color='k', lw = 1, alpha = .7)
binValsR = NUM.digitize(seRandE, cutoffs)
binColorsR = colors[binValsR]
scat = PLT.scatter(randYHat, seRandE, s = 10, c = binColorsR,
edgecolors = None, linewidths = 0.05)
smallScatGrid.yaxis.grid(True, linestyle='-', which='both',
color='lightgrey', alpha=0.5)
smallScatGrid.yaxis.set_ticks([0])
smallScatGrid.yaxis.set_ticklabels([])
meanY = randYHat.mean()
smallScatGrid.xaxis.set_ticks([meanY])
smallScatGrid.xaxis.set_ticklabels([ARCPY.GetIDMessage(84340)],
fontproperties = REPORT.ssLabFont)
RAND.seed()
#### Adjust Row Count to End of Lines/Scatter ####
if numLines < scatLines:
grid.rowCount = startGrid + scatLines
#### Add To PDF ####
grid.finalizeTable()
report.write(pdfOutput)
ARCPY.SetProgressorPosition()
##### Add Dataset/Parameter Info ####
paramLabels = [84253, 84359, 84360, 84112]
paramLabels = [ ARCPY.GetIDMessage(i) for i in paramLabels ]
paramValues = [self.ssdo.inputFC, self.ssdo.masterField,
self.ssdo.templateFC, self.depVarName]
#### Set Analysis Field Names ####
countRows = len(paramLabels) + 1
maxVarLen = 100
varLines = [ i[0:(maxVarLen - 1)] for i in self.indVarNames ]
for ind, varLine in enumerate(varLines):
if ind == 0:
paramLabels.append(ARCPY.GetIDMessage(84402))
elif countRows >= 20:
paramLabels.append(ARCPY.GetIDMessage(84402))
countRows = 1
else:
paramLabels.append("")
countRows += 1
paramValues.append(varLine)
#### Add Selection Set Boolean ####
paramLabels.append(ARCPY.GetIDMessage(84418))
paramValues.append(str(self.ssdo.selectionSet))
title = ARCPY.GetIDMessage(84372)
REPORT.createParameterPage(paramLabels, paramValues,
title = title,
pdfOutput = pdfOutput,
titleFont = REPORT.ssTitleFont)
ARCPY.SetProgressorPosition()
#### Finish Up ####
ARCPY.AddMessage(fileName)
pdfOutput.close()
def reportHTML(self, htmlFile = None):
"""Generates a graphical html report for Nearest Neighbor Stat."""
#### Shorthand Attributes ####
zScore = self.zn
#### Progress and Create HTML File Name ####
writeMSG = ARCPY.GetIDMessage(84228)
ARCPY.SetProgressor("default", writeMSG)
ARCPY.AddMessage(writeMSG)
if not htmlFile:
prefix = ARCPY.GetIDMessage(84240)
outputDir = UTILS.returnScratchWorkSpace()
baseDir = UTILS.getBaseFolder(outputDir)
htmlFile = UTILS.returnScratchName(prefix, fileType = "TEXT",
scratchWS = baseDir,
extension = "html")
#### Obtain Correct Images ####
imageDir = UTILS.getImageDir()
clustStr = ARCPY.GetIDMessage(84243)
dispStr = ARCPY.GetIDMessage(84244)
if zScore <= -2.58:
imageFile = OS.path.join(imageDir, "clusteredPoints01.png")
info = ("1%", clustStr)
imageBox = OS.path.join(imageDir, "dispersedBox01.png")
elif (-2.58 < zScore <= -1.96):
imageFile = OS.path.join(imageDir, "clusteredPoints05.png")
info = ("5%", clustStr)
imageBox = OS.path.join(imageDir, "dispersedBox05.png")
elif (-1.96 < zScore <= -1.65):
imageFile = OS.path.join(imageDir, "clusteredPoints10.png")
info = ("10%", clustStr)
imageBox = OS.path.join(imageDir, "dispersedBox10.png")
elif (-1.65 < zScore < 1.65):
imageFile = OS.path.join(imageDir, "randomPoints.png")
imageBox = OS.path.join(imageDir, "randomBox.png")
elif (1.65 <= zScore < 1.96):
imageFile = OS.path.join(imageDir, "dispersedPoints10.png")
info = ("10%", dispStr)
imageBox = OS.path.join(imageDir, "clusteredBox10.png")
elif (1.96 <= zScore < 2.58):
imageFile = OS.path.join(imageDir, "dispersedPoints05.png")
info = ("5%", dispStr)
imageBox = OS.path.join(imageDir, "clusteredBox05.png")
else:
imageFile = OS.path.join(imageDir, "dispersedPoints01.png")
info = ("1%", dispStr)
imageBox = OS.path.join(imageDir, "clusteredBox01.png")
#### Footnote ####
footStart = ARCPY.GetIDMessage(84230).format(zScore)
if abs(zScore) >= 1.65:
footEnd = ARCPY.GetIDMessage(84231)
footEnd = footEnd.format(*info)
footerText = footStart + footEnd
else:
footEnd = ARCPY.GetIDMessage(84232)
footerText = footStart + footEnd
#### Root Element ####
title = ARCPY.GetIDMessage(84161)
reportElement, reportTree = REPORT.xmlReport(title = title)
#### Begin Graphic SubElement ####
graphicElement = REPORT.xmlGraphic(reportElement, imageFile,
footerText = footerText)
#### Floating Table ####
rowVals = [ [ARCPY.GetIDMessage(84164), self.ratioString, ""],
[ARCPY.GetIDMessage(84151), self.znString, imageBox],
[ARCPY.GetIDMessage(84152), self.pvString, ""] ]
fTable = REPORT.xmlTable(graphicElement, rowVals,
tType = "ssFloat")
#### NN Table ####
rowVals = [ [ARCPY.GetIDMessage(84162), self.nnStringD],
[ARCPY.GetIDMessage(84163), self.enStringD],
[ARCPY.GetIDMessage(84164), self.ratioString],
[ARCPY.GetIDMessage(84151), self.znString],
[ARCPY.GetIDMessage(84152), self.pvString] ]
nnTable = REPORT.xmlTable(reportElement, rowVals,
title = ARCPY.GetIDMessage(84161))
#### Dataset Table ####
rowVals = [ [UTILS.addColon(ARCPY.GetIDMessage(84233)),
self.ssdo.inputFC],
[UTILS.addColon(ARCPY.GetIDMessage(84235)),
self.concept],
[UTILS.addColon(ARCPY.GetIDMessage(84241)),
LOCALE.format("%0.6f", self.studyArea)],
[UTILS.addColon(ARCPY.GetIDMessage(84418)),
str(self.ssdo.selectionSet)] ]
dTable = REPORT.xmlTable(reportElement, rowVals,
title = ARCPY.GetIDMessage(84239))
#### Create HTML ####
html = REPORT.report2html(reportTree, htmlFile)
ARCPY.AddMessage(htmlFile)
return htmlFile