2026-04-24 FE Backup

Gateways/FE/projects/.resources/b827b6eab05d770cfdeaf81fe90651b3a30e13c747fe0f0fc78e0c865608e065

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+from datetime import datetime
+def getBaseTagPaths(locations=[]):
+	"""
+		Get a list of tagpaths from SES1A/SES1B or the selected datahalls.	
+	"""
+	baseTagPaths = []
+	if len(locations) > 0:
+		for location in locations:
+			baseTagPaths+= reports.MBR.common.util.getBaseTagPaths(reports.MBR.common.static.getPQMBase(), location)
+	else:
+		baseTagPaths = reports.MBR.common.util.getBaseTagPaths(reports.MBR.common.static.getUtilitySES(), "Yard")
+	return baseTagPaths
+	
+
+def getEnergyPaths(locations):
+	return ["%s/Real Energy"%(path) for path in getBaseTagPaths(locations)]
+
+def getRawData(startDate, endDate, locations):
+	"""
+		Get per minute data for all of the energy paths.
+	"""
+	energyTagPathsSES = getEnergyPaths([])
+	energyTagPathsAreas = getEnergyPaths(locations)
+	sesHist = reports.MBR.common.util.getHistory(energyTagPathsSES, startDate, endDate, customArgs={})
+	areaHist = reports.MBR.common.util.getHistory(energyTagPathsAreas, startDate, endDate, customArgs={})
+	
+	return sesHist, areaHist 
+	
+def calculateDelta(dataset, sumColName):
+	"""
+		Pass in the dataset and use the sumColName to indicate which column the delta will be performed
+		Args:
+			dataset: PyDataset of rawhist and sum column
+			sumColname: name of the column the sum resides in
+		Returns:
+			List of calculated deltas
+	"""
+	deltaList = []
+	for i,row in enumerate(dataset):
+		if i == 0:
+			deltaList.append(0)
+		else:
+			deltaList.append(row[sumColName]-dataset[i-1][sumColName])
+	return deltaList
+
+def processRawData(startDate, endDate, locations, intervalMins=15):
+	"""
+		Retrieve the raw history minute data, then create the new columns	
+	"""
+	# PyDS
+	sesDS, areaDS = getRawData(startDate, endDate, locations)
+	sesDS = reports.MBR.common.util.generateSumCol(reports.MBR.common.util.averageIntervalData(sesDS, intervalMins), sumColName="SESTotalEnergy")
+	areaDS = reports.MBR.common.util.generateSumCol(reports.MBR.common.util.averageIntervalData(areaDS, intervalMins), sumColName="ExclAreaTotalEnergy")
+	
+	sesDeltaList = calculateDelta(sesDS, "SESTotalEnergy")
+	areaDeltaList = calculateDelta(areaDS, "ExclAreaTotalEnergy")
+	finalDS = sesDS
+
+	if len(sesDeltaList) == len(areaDeltaList):
+		deltaDiffList  = [a-b for a,b in zip(sesDeltaList, areaDeltaList)]
+	
+		# merge the 2 SES and Area Datasets
+#		try:
+		finalDS = reports.MBR.common.util.mergeHistorianData(sesDS, areaDS)
+		finalDS = system.dataset.addColumn(finalDS, sesDeltaList, "SES Consumed", float)
+		finalDS = system.dataset.addColumn(finalDS, areaDeltaList, "Excluded Area Consumed", float)
+		finalDS = system.dataset.addColumn(finalDS, deltaDiffList, "Tenant Consumed", float)
+			
+#		except:
+#			pass
+	else:
+		finalDS = system.dataset.addColumn(finalDS, col= sesDeltaList, colName="SES Consumed", colType=float)
+	
+	return finalDS
+