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Commit 0025bcc9 authored by kgao's avatar kgao
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Added gust variable

parent fdfa47dd
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......@@ -118,6 +118,26 @@ def createVariables(ncFile, firstStamp, chunksizes, zlib):
return ncFile
def getGust(rollingAvg, speeds):
averages = rollingAvg.tolist()
maxSpeed = speeds['wind_speed'].tolist()
gust = []
for idx, average in enumerate(averages):
if not average:
gust.append(np.nan)
continue
elif average >= 4.63 and maxSpeed[idx] > average + 2.573:
gust.append(maxSpeed[idx])
else:
gust.append(np.nan)
continue
return gust
def minuteAverages(frame):
frame['minute'] = [(ts + delta(minutes=1)).replace(second=0) for ts in frame.index]
newFrame = frame.groupby('minute').mean()
......@@ -133,6 +153,20 @@ def minuteAverages(frame):
newFrame['wind_speed'] = windSeries
rollingAvg = newFrame['wind_speed']
maxSpeed = pd.DataFrame()
maxSpeed['minute'] = frame['minute']
maxSpeed['speed'] = frame['wind_speed']
maxSpeed = frame.groupby('minute').max()
gust = getGust(rollingAvg, maxSpeed)
#gust = pd.DataFrame({'gust': gust, 'minute': list(newFrame.index)}, dtype=np.float64
newFrame['gust'] = gust
if 'wind_direction' in columns:
del newFrame['wind_direction']
......@@ -213,6 +247,7 @@ def writeVars(ncFile, frame):
#writes data into file
for varName in frame:
dataList = frame[varName].tolist()
dataArray = np.asarray(dataList)
fileVar[varName][:] = dataArray
......
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